From 97cfd09bce45c48c5319484fe32c70294d0e414c Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Mon, 9 Jun 2025 10:02:29 -0300 Subject: [PATCH 01/14] Original dev --- .gitignore | 2 + src/checkpoint/README.md | 3 + .../serialization => checkpoint}/__init__.py | 0 src/checkpoint/main.py | 28 +++++++ src/checkpoint/stage.py | 73 +++++++++++++++++++ src/checkpoint/template.json | 29 ++++++++ src/configs/serialization_module/__init__.py | 0 .../serialization.py | 0 .../serialization_test.py | 0 9 files changed, 135 insertions(+) create mode 100644 src/checkpoint/README.md rename src/{configs/serialization => checkpoint}/__init__.py (100%) create mode 100644 src/checkpoint/main.py create mode 100644 src/checkpoint/stage.py create mode 100644 src/checkpoint/template.json create mode 100644 src/configs/serialization_module/__init__.py rename src/configs/{serialization => serialization_module}/serialization.py (100%) rename src/configs/{serialization => serialization_module}/serialization_test.py (100%) diff --git a/.gitignore b/.gitignore index 9c3b44d..3ceb093 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,5 @@ old/ build/ *.mp4 + +checkpoints/ diff --git a/src/checkpoint/README.md b/src/checkpoint/README.md new file mode 100644 index 0000000..8baed46 --- /dev/null +++ b/src/checkpoint/README.md @@ -0,0 +1,3 @@ +# Checkpoint + +A module to generate saveable/loadable checkpoints for tensorflow models. diff --git a/src/configs/serialization/__init__.py b/src/checkpoint/__init__.py similarity index 100% rename from src/configs/serialization/__init__.py rename to src/checkpoint/__init__.py diff --git a/src/checkpoint/main.py b/src/checkpoint/main.py new file mode 100644 index 0000000..9bb238a --- /dev/null +++ b/src/checkpoint/main.py @@ -0,0 +1,28 @@ +import tensorflow as tf + +from checkpoint.stage import Stage + + +def dummy_model_function(model, *args, **kwargs): + """A dummy function to simulate model creation.""" + model = tf.keras.models.Sequential( + [ + tf.keras.layers.Dense(64, activation="relu", input_shape=(32,)), + tf.keras.layers.Dense(10, activation="softmax"), + ] + ) + print("Model created with args:", args, "and kwargs:", kwargs) + return model + + +if __name__ == "__main__": + # Example usage of Stage class + stage = Stage( + id=0, + name="Initial Model Creation", + previous_stage=None, + function=dummy_model_function, + function_kwargs={"arg1": "value1", "arg2": "value2"}, + ) + + stage.run() diff --git a/src/checkpoint/stage.py b/src/checkpoint/stage.py new file mode 100644 index 0000000..c0605cb --- /dev/null +++ b/src/checkpoint/stage.py @@ -0,0 +1,73 @@ +from __future__ import annotations + +import pickle +from pathlib import Path +from typing import Callable, Optional + +import tensorflow as tf + + +class Stage: + def __init__( + self, + id: int, + name: str, + function: Callable, # Function to run for this stage + function_kwargs: dict, # Arguments for the function + previous_stage: Optional[Stage] = None, + ): + self.id = id + self.name = name + self.previous_stage = previous_stage + self.function = function + self.function_kwargs = function_kwargs + self.model_path = Path( + f"output/{name.lower().replace(' ', '_')}_stage_{id}" + ) + + # Ensure the model path exists + self.model_path.parent.mkdir(parents=True, exist_ok=True) + + def to_pickle(self, file: Path) -> bytes: + """Serialize the stage to a pickle byte string.""" + with file.open("wb") as f: + pickle.dump(self, f) + + @staticmethod + def from_pickle(file: Path): + """Deserialize the stage from a pickle byte string.""" + with file.open("rb") as f: + return pickle.load(f) + + def save_model(self, model: tf.keras.Model): + """Save the model to a specified output path.""" + model.save(model.path / "model.h5", save_format="h5") + print(f"Model saved to {model.path / 'model.h5'}") + + def load_model(self) -> tf.keras.Model: + """Load the model from a specified output path.""" + if self.model_path.exists(): + model = tf.keras.models.load_model(self.model_path / "model.h5") + print(f"Model loaded from {self.model_path}") + return model + + def run(self, force_run: bool = False): + """Run the stage function and save the model.""" + print(f"Running stage {self.id}: {self.name}") + + if self.model_path.exists() and not force_run: + print(f"Loading model from {self.model_path}") + model = self.load_model() + else: + # Run the function associated with the stage + model = self.function(model=model, **self.function_kwargs) + + # Save the model to the specified path + self.save_model(model) + print(f"Model saved to {self.model_path}") + + # Save the stage to a pickle file + self.to_pickle(self.model_path.with_suffix(".pkl")) + print( + f"Stage {self.id} saved to {self.model_path.with_suffix('.pkl')}" + ) diff --git a/src/checkpoint/template.json b/src/checkpoint/template.json new file mode 100644 index 0000000..f04c1e5 --- /dev/null +++ b/src/checkpoint/template.json @@ -0,0 +1,29 @@ +{ + // The stage of the checkpoint + // This can be: + // - "new" for a simple model created and store BEFORE any training o processing. + // - "train" for a model that has been trained WITHOUT quantization, as a starting point for quantization. + // - "quant" for a model that has been trained and quantized, as a starting point before QAT. + // - "eval" a model after QAT has been applied, the final model. + "model_name": "lenet5", + "path": "/path/to/model/model.keras", // The path to the checkpoint file + "stage": "train", + "hyperparameters": { + // The hyperparameters used for this stage if any + "training": { + // The learning rate used for training + "learning_rate": 0.001, + // The batch size used for training + "batch_size": 32, + // The number of epochs used for training + "epochs": 10, + // The optimizer used for training + "optimizer": "adam", + // The loss function used for training + "loss_function": "cross_entropy", + }, + "quantization_config": "/path/to/qconfig.pkl", // The path to the quantization configuration file + }, + "previous_stage_hash": "abc123", // The hash of the previous stage, generated by... + +} diff --git a/src/configs/serialization_module/__init__.py b/src/configs/serialization_module/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/configs/serialization/serialization.py b/src/configs/serialization_module/serialization.py similarity index 100% rename from src/configs/serialization/serialization.py rename to src/configs/serialization_module/serialization.py diff --git a/src/configs/serialization/serialization_test.py b/src/configs/serialization_module/serialization_test.py similarity index 100% rename from src/configs/serialization/serialization_test.py rename to src/configs/serialization_module/serialization_test.py From 04891d08ccbeb4bb38637155bd2451f908ebbb45 Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Tue, 10 Jun 2025 07:57:28 -0300 Subject: [PATCH 02/14] Working --- src/stage/__init__.py | 0 src/stage/functions.py | 369 +++++++++++++++++++++++++++++++++++++++++ src/stage/main.py | 174 +++++++++++++++++++ src/stage/stage.py | 204 +++++++++++++++++++++++ 4 files changed, 747 insertions(+) create mode 100644 src/stage/__init__.py create mode 100644 src/stage/functions.py create mode 100644 src/stage/main.py create mode 100644 src/stage/stage.py diff --git a/src/stage/__init__.py b/src/stage/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/stage/functions.py b/src/stage/functions.py new file mode 100644 index 0000000..b7acdc6 --- /dev/null +++ b/src/stage/functions.py @@ -0,0 +1,369 @@ +# functions.py + +import sys + +import numpy as np +import tensorflow as tf +from tensorflow.keras import layers, models +from tensorflow.keras.datasets import mnist +from tensorflow.keras.optimizers import Adam +from tensorflow.keras.utils import to_categorical +from tqdm import tqdm + +from configs.qmodel import apply_quantization +from quantizers.flex_quantizer import FlexQuantizer +from quantizers.uniform_quantizer import UniformQuantizer + +# --- Data Loading --- + + +def load_data(dataset_name: str) -> dict: + """Loads and preprocesses the specified dataset.""" + if dataset_name == "mnist": + (x_train, y_train), (x_test, y_test) = mnist.load_data() + + # Reshape and normalize images + x_train = x_train.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + x_test = x_test.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + + # One-hot encode labels + y_train = to_categorical(y_train, 10) + y_test = to_categorical(y_test, 10) + + return { + "x_train": x_train, + "y_train": y_train, + "x_test": x_test, + "y_test": y_test, + } + else: + raise ValueError(f"Unknown dataset: {dataset_name!r}") + + +# --- Core Model Operations --- + + +def model_create(model, **params: dict) -> tf.keras.Model: + """Creates a new Keras model based on the specified architecture.""" + model_name = params["model_name"] + input_shape = params["input_shape"] + categories = params["categories"] + + if model_name == "lenet5_custom": + new_model = models.Sequential( + [ + layers.Conv2D( + 6, + kernel_size=5, + activation="relu", + padding="same", + input_shape=input_shape[1:], + ), + layers.AveragePooling2D(), + layers.Conv2D(16, kernel_size=5, activation="relu"), + layers.AveragePooling2D(), + layers.Flatten(), + layers.Dense(120, activation="relu"), + layers.Dense(84, activation="relu"), + layers.Dense(categories, activation="softmax"), + ], + name=model_name, + ) + + new_model.compile( + optimizer=Adam(), + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + return new_model + else: + raise ValueError(f"Unknown model_name: {model_name!r}") + + +def model_train(model: tf.keras.Model, **params: dict) -> tf.keras.Model: + """Trains the model with the given parameters.""" + if model is None: + raise ValueError("model_train received an empty model.") + + data = load_data(params["dataset"]) + + model.compile( + optimizer=Adam(learning_rate=params["learning_rate"]), + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + + if params.get("epochs", 0) > 0: + model.fit( + data["x_train"], + data["y_train"], + batch_size=params["batch_size"], + epochs=params["epochs"], + validation_split=params["validation_split"], + verbose=1, # Set to 1 to see progress + ) + return model + + +# --- Model Transformation and Quantization --- + + +def apply_bn_folding( + model: tf.keras.Model, merge_activation: bool = False +) -> tf.keras.Model: + """Fuses Conv/Dense layers with subsequent BatchNormalization layers.""" + if not isinstance(model, tf.keras.Sequential): + raise TypeError( + "BN folding currently only supports Sequential models." + ) + + def is_relu(layer): + return isinstance(layer, layers.ReLU) or ( + isinstance(layer, layers.Activation) + and layer.get_config().get("activation") == "relu" + ) + + new_layers = [] + i = 0 + while i < len(model.layers): + layer = model.layers[i] + + # Check if we can fold this layer with the next one + if ( + isinstance(layer, (layers.Conv2D, layers.Dense)) + and i + 1 < len(model.layers) + and isinstance(model.layers[i + 1], layers.BatchNormalization) + ): + + conv_layer = layer + bn_layer = model.layers[i + 1] + + # Get weights + conv_weights = conv_layer.get_weights() + bn_weights = bn_layer.get_weights() + + kernel = conv_weights[0] + bias = ( + conv_weights[1] + if conv_layer.use_bias + else np.zeros(kernel.shape[-1]) + ) + + gamma, beta, moving_mean, moving_variance = bn_weights + epsilon = bn_layer.epsilon + + # Calculate new weights and biases + scale = gamma / np.sqrt(moving_variance + epsilon) + new_bias = beta + (bias - moving_mean) * scale + + if isinstance(conv_layer, layers.Dense): + new_kernel = kernel * scale + else: # Conv2D + new_kernel = kernel * scale.reshape((1, 1, 1, -1)) + + # Create new layer configuration + new_config = conv_layer.get_config() + new_config["use_bias"] = True + new_config["activation"] = conv_layer.activation + + i += 2 # Skip original conv and BN + + # Check for merging activation + if ( + merge_activation + and i < len(model.layers) + and is_relu(model.layers[i]) + ): + new_config["activation"] = "relu" + i += 1 + + # Create the new fused layer + fused_layer = type(conv_layer).from_config(new_config) + new_layers.append(fused_layer) + + # Build and set weights for the new layer + fused_layer.build(conv_layer.input_shape) + fused_layer.set_weights([new_kernel, new_bias]) + + else: + new_layers.append(layer) + i += 1 + + return models.Sequential(new_layers) + + +def model_transform_bnf( + model: tf.keras.Model, **params: dict +) -> tf.keras.Model: + """Applies Batch Normalization Folding to the model.""" + print("Function: model_transform_bnf called") + if model is None: + raise ValueError("model_transform_bnf received an empty model.") + new_model = apply_bn_folding( + model, merge_activation=params.get("merge_activation", False) + ) + new_model.compile( + optimizer=Adam(), loss="categorical_crossentropy", metrics=["accuracy"] + ) + return new_model + + +def model_quantize(model: tf.keras.Model, **params) -> tf.keras.Model: + """Applies quantization to the model.""" + print("Function: model_quantize called") + if model is None: + raise ValueError("model_quantize received an empty model.") + # (Your quantization logic here) + kernel = params["kernel"] + bias = params["bias"] + activations = params["activations"] + + # Layers initialization + layers = list() + supported = ("conv2d", "dense") + for layer in model.layers: + if any(kw in layer.name for kw in supported): + layers.append(layer.name) + + # QConfig initialization + qconfig = dict() + for layer in layers: + qconfig[layer] = dict() + for layer in layers: + for k in ("weights", "activations"): + qconfig[layer][k] = dict() + + for layer, k, b, a in zip(layers, kernel, bias, activations): + # Kernel + if k["type"] == "uniform": + qconfig[layer]["weights"]["kernel"] = UniformQuantizer( + bits=k["bits"], signed=True + ) + elif k["type"] == "flexible": + qconfig[layer]["weights"]["kernel"] = FlexQuantizer( + bits=k["bits"], n_levels=k["n_levels"], signed=True + ) + else: + pass + # Bias + if b["type"] == "uniform": + qconfig[layer]["weights"]["bias"] = UniformQuantizer( + bits=b["bits"], signed=True + ) + elif b["type"] == "flexible": + qconfig[layer]["weights"]["bias"] = FlexQuantizer( + bits=b["bits"], n_levels=b["n_levels"], signed=True + ) + else: + pass + # Arctivations + if a["type"] == "uniform": + qconfig[layer]["activations"]["activation"] = UniformQuantizer( + bits=a["bits"], signed=False + ) + elif a["type"] == "flexible": + qconfig[layer]["activations"]["activation"] = FlexQuantizer( + bits=a["bits"], n_levels=a["n_levels"], signed=False + ) + else: + pass + # End logic + quantized_model = apply_quantization(model, qconfig) + quantized_model.compile( + optimizer=Adam(), loss="categorical_crossentropy", metrics=["accuracy"] + ) + return quantized_model + + +# --- Alpha Initialization for QAT --- + + +def compute_alpha_dict(model, x_train, batch_size=128): + """Computes alpha values for weights and activations.""" + alpha_dict = {} + # Compute weight alphas + for layer in tqdm( + model.layers, + desc="Computing weight alphas", + file=sys.stdout, + leave=False, + ): + if layer.get_weights(): + alpha_dict[layer.name] = {} + # Simplified alpha calculation for weights + weights = layer.get_weights()[0] + alpha_dict[layer.name]["kernel"] = np.max(np.abs(weights)) + + # Compute activation alphas + intermediate_model = models.Model( + inputs=model.input, outputs=[layer.output for layer in model.layers] + ) + activations = intermediate_model.predict( + x_train, batch_size=batch_size, verbose=0 + ) + + for layer, activation_data in tqdm( + zip(model.layers, activations), + total=len(model.layers), + desc="Computing activation alphas", + file=sys.stdout, + leave=False, + ): + if layer.name not in alpha_dict: + alpha_dict[layer.name] = {} + alpha_dict[layer.name]["activation"] = np.max(np.abs(activation_data)) + + return alpha_dict + + +def apply_alpha_dict(q_model, alpha_dict): + """Applies pre-computed alpha values to a quantized model.""" + for layer in q_model.layers: + original_name = layer.name.replace("quant_", "") + if original_name in alpha_dict: + for alpha_type in ["kernel", "activation"]: + if new_alpha := alpha_dict[original_name].get(alpha_type): + for weight_var in layer.weights: + if ( + alpha_type in weight_var.name + and "alpha" in weight_var.name + ): + weight_var.assign(new_alpha) + print( + f"Updated {weight_var.name} with alpha: {new_alpha:.4f}" + ) + return q_model + + +def model_initialize_parameters(model, **params) -> tf.keras.Model: + """Initializes quantization parameters (alphas) using a reference model.""" + print("Function: model_initialize_parameters called") + if params["type"] == "alpha": + data = load_data(params["dataset"]) + alpha_dict = compute_alpha_dict(model, data["x_train"]) + model = apply_alpha_dict(model, alpha_dict) + return model + raise ValueError( + f"Unknown parameter initialization type: {params['type']!r}" + ) + + +def model_evaluate(model, **params): + """Evaluates the model on the test dataset.""" + if model is None: + raise ValueError("model_evaluate received an empty model.") + data = load_data(params["dataset"]) + loss, accuracy = model.evaluate(data["x_test"], data["y_test"], verbose=0) + print(f"Evaluation results - Loss: {loss:.4f}, Accuracy: {accuracy:.4f}") + return model + + +# --- Function Map --- +FUNCTION_MAP = { + "model_create": model_create, + "model_evaluate": model_evaluate, + "model_train": model_train, + "model_transform_bnf": model_transform_bnf, # Assuming you will add this + "model_quantize": model_quantize, + "model_initialize_parameters": model_initialize_parameters, +} diff --git a/src/stage/main.py b/src/stage/main.py new file mode 100644 index 0000000..0a6cf21 --- /dev/null +++ b/src/stage/main.py @@ -0,0 +1,174 @@ +# main.py + +import tensorflow as tf +from functions import FUNCTION_MAP + +from stage import Stage + +# --- Configuration for All 7 Pipeline Stages --- +# This list defines the blueprint for our pipeline. Each dictionary +# will be used to initialize a Stage object. + +stages_hyperparams = [ + # Stage 0: Model creation + { + "name": "model_creation", + "seed": 12345, + "function": "model_create", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + "model_name": "lenet5_custom", + }, + }, + # Stage 1: Initial training + { + "name": "initial_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + "epochs": 2, + "batch_size": 1024, + "learning_rate": 0.001, + "validation_split": 0.1, + }, + }, + # Stage 2: BN folding + { + "name": "bnf", + "seed": 12345, + "function": "model_transform_bnf", + "kwargs": { + "merge_activation": True, + }, + }, + # Stage 3: Post BN folding training + { + "name": "pbnf_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + "epochs": 1, + "batch_size": 32, + "learning_rate": 0.0005, + "validation_split": 0.1, + }, + }, + # Stage 4: Model quantization + { + "name": "quantization", + "seed": 12345, + "function": "model_quantize", + "kwargs": { + "input_shape": [None, 28, 28, 1], + # 'kernel' is set to None because it will be dynamically + # updated inside the experimental loop below. + "kernel": None, + "bias": [ + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + ], + "activations": [ + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + ], + }, + "is_quantized": True, + }, + # Stage 5: Alpha initialization + { + "name": "alpha_initialization", # Fixed typo from original "initialiation" + "seed": 12345, + "function": "model_initialize_parameters", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + "type": "alpha", + }, + }, + # Stage 6: QAT + { + "name": "qat", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + "epochs": 2, + "batch_size": 32, + "learning_rate": 0.0001, + "validation_split": 0.1, + }, + "is_quantized": True, + }, + { + "name": "final_evaluation", + "seed": 12345, + "function": "model_evaluate", + "kwargs": { + "dataset": "mnist", + "input_shape": [None, 28, 28, 1], + "categories": 10, + }, + "is_quantized": True, + }, +] + +if __name__ == "__main__": + + # This is the main experimental loop from your coworker's script. + # It runs the entire 7-stage pipeline multiple times. + for bits in [8, 16]: + print( + f"\n{'='*20} STARTING EXPERIMENT: UNIFORM BITS = {bits} {'='*20}\n" + ) + + # --- Configure the Experiment --- + # Dynamically set the 'kernel' quantization parameter for this specific run. + kernel_config = [{"type": "uniform", "bits": bits} for _ in range(5)] + stages_hyperparams[4]["kwargs"]["kernel"] = kernel_config + + # Create the list of Stage objects from the (now updated) configurations + pipeline = [ + Stage( + function=FUNCTION_MAP[config["function"]], + initial_config=config, + ) + for config in stages_hyperparams + ] + + # --- The Orchestrator --- + # It tracks both the model object and the hash of the last operation + model: tf.keras.Model | None = None + previous_hash: str | None = None + + # The loop's responsibility is to pass the state (model & hash) between stages + for stage in pipeline: + model, previous_hash = stage.run( + input_model=model, previous_hash=previous_hash + ) + + stage.evaluate(model) + stage.compute_complexity(model) + + print( + f"\n{'='*20} FINISHED EXPERIMENT: UNIFORM BITS = {bits} {'='*20}\n" + ) + print( + f"Final model for {bits}-bit experiment corresponds to hash: {previous_hash}" + ) diff --git a/src/stage/stage.py b/src/stage/stage.py new file mode 100644 index 0000000..a61eb8d --- /dev/null +++ b/src/stage/stage.py @@ -0,0 +1,204 @@ +# stage.py + +from __future__ import annotations + +import hashlib +import json +import time +from dataclasses import asdict, dataclass +from pathlib import Path +from typing import Any, Callable, Dict, Optional, Tuple + +import tensorflow as tf + +# This shouldnt be here. +from tensorflow.keras.datasets import mnist +from tensorflow.keras.utils import to_categorical + +from configs.serialization_module.serialization import load_qmodel, save_qmodel +from utils.metrics import compute_space_complexity_model + + +def load_data(dataset_name: str) -> dict: + """Loads and preprocesses the specified dataset.""" + if dataset_name == "mnist": + (x_train, y_train), (x_test, y_test) = mnist.load_data() + + # Reshape and normalize images + x_train = x_train.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + x_test = x_test.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + + # One-hot encode labels + y_train = to_categorical(y_train, 10) + y_test = to_categorical(y_test, 10) + + return { + "x_train": x_train, + "y_train": y_train, + "x_test": x_test, + "y_test": y_test, + } + else: + raise ValueError(f"Unknown dataset: {dataset_name!r}") + + +@dataclass(frozen=True) +class StageConfig: + """Holds all parameters that uniquely define a stage's output. + + This entire object is hashed to create a unique ID for the stage's result. + """ + + name: str + seed: int + parameters: Dict[str, Any] + # The crucial link: the hash of the stage that came before this one. + previous_hash: Optional[str] = None + + +class Stage: + def __init__( + self, + function: Callable, + initial_config: Dict[str, Any], # We'll start with a dict + ): + self.function = function + self.initial_config = initial_config + print(f"initial_config: {self.initial_config}") + self.config: Optional[StageConfig] = None # Will be set at runtime + self.hash: Optional[str] = None + self.checkpoint_dir = Path( + "checkpoints" + ) # Use a dedicated checkpoint dir + self.checkpoint_dir.mkdir(parents=True, exist_ok=True) + self.is_quantized = initial_config.get("is_quantized", False) + + def _generate_hash(self) -> str: + """Generates a unique hash from the immutable StageConfig.""" + # asdict converts the dataclass to a dictionary. + # sort_keys ensures the hash is consistent. + config_str = json.dumps(asdict(self.config), sort_keys=True) + return hashlib.md5(config_str.encode()).hexdigest() + + def _save_metadata(self): + """Saves the current stage configuration to a JSON file. + + This is useful for debugging and traceability. + """ + if self.config is None: + raise ValueError("StageConfig is not set. Run the stage first.") + + metadata_path = self.checkpoint_dir / f"{self.hash}.json" + with metadata_path.open("w") as f: + json.dump(asdict(self.config), f, indent=2) + print(f"Configuration saved to '{metadata_path}'") + + def _save_model(self, model: tf.keras.Model): + """Saves the model to a file using the unique hash as the filename. + + This is useful for traceability and caching. + """ + if self.hash is None: + raise ValueError("Hash is not set. Run the stage first.") + + if self.is_quantized: + model_path = self.checkpoint_dir / f"{self.hash}" + save_qmodel(model, model_path) + print(f"Quantized model saved to '{model_path}'") + else: + model_path = self.checkpoint_dir / f"{self.hash}.keras" + model.save(model_path) + print(f"Model saved to '{model_path}'") + + def save(self, model: tf.keras.Model): + """Saves the model and its configuration to disk. + + This is useful for traceability and caching. + """ + if self.config is None: + raise ValueError("StageConfig is not set. Run the stage first.") + + self._save_metadata() + self._save_model(model) + + def run( + self, + input_model: Optional[tf.keras.Model], + previous_hash: Optional[str] = None, + ) -> Tuple[tf.keras.Model, str]: + """Runs the stage with full traceability and caching. + + Returns the resulting model AND its unique hash. + """ + start_time = time.time() + + # 1. Create the final, traceable config for this run + self.config = StageConfig( + name=self.initial_config["name"], + seed=self.initial_config.get( + "seed", int(time.time()) + ), # Use a seed or timestamp + parameters=self.initial_config["kwargs"], + previous_hash=previous_hash, + ) + + # 2. Generate the unique hash for this specific configuration + self.hash = self._generate_hash() + + model_path = self.checkpoint_dir / f"{self.hash}" + if not self.is_quantized: + model_path = self.checkpoint_dir / f"{self.hash}.keras" + self.checkpoint_dir / f"{self.hash}.json" + + print(f"--- Running Stage({self.config.name}) ---") + print(f" Hash: {self.hash}") + print(f" Depends on: {self.config.previous_hash}") + + # 3. Checkpoint logic: If a model with this exact history exists, load it. + if model_path.exists(): + print(f" Checkpoint FOUND. Loading model from '{model_path}'") + if self.is_quantized: + output_model = load_qmodel(model_path) + else: + output_model = tf.keras.models.load_model( + model_path, compile=False + ) + else: + print(" Checkpoint NOT FOUND. Executing function...") + output_model = self.function( + model=input_model, **self.config.parameters + ) + + # 4. Save the work using the hash as the filename + self._save_model(output_model) + + # --- THIS IS YOUR TRACEABILITY --- + # Save the configuration (metadata) that produced this model. + self._save_metadata() + + print(f"--- Stage finished in {time.time() - start_time:.2f}s ---\n") + + # 5. Return both the model and its hash to the orchestrator + return output_model, self.hash + + def evaluate(self, model): + if model is None: + raise ValueError("No model to evaluate. Run the stage first.") + # After loading it is not compiled I think.... + model.compile( + optimizer="adam", + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + if "dataset" in self.config.parameters.keys(): + data = load_data(self.config.parameters["dataset"]) + loss, accuracy = model.evaluate( + data["x_test"], data["y_test"], verbose=0 + ) + print("Evaluation results:") + print(f"Loss: {loss:.4f}, Accuracy: {accuracy:.4f}") + + def compute_complexity(self, model): + complexity = compute_space_complexity_model(model) + print("Space complexity of the model:") + print(complexity) From 5ef0480aaf53b56d3a0a0a0e851fce1fa2782bbc Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Tue, 10 Jun 2025 09:23:28 -0300 Subject: [PATCH 03/14] Make alpha init work --- .../__init__.py | 0 .../serialization.py | 0 .../serialization_test.py | 0 src/stage/functions.py | 8 ++++++-- src/stage/main.py | 12 ++++++++++++ src/stage/stage.py | 2 +- 6 files changed, 19 insertions(+), 3 deletions(-) rename src/configs/{serialization_module => serialization}/__init__.py (100%) rename src/configs/{serialization_module => serialization}/serialization.py (100%) rename src/configs/{serialization_module => serialization}/serialization_test.py (100%) diff --git a/src/configs/serialization_module/__init__.py b/src/configs/serialization/__init__.py similarity index 100% rename from src/configs/serialization_module/__init__.py rename to src/configs/serialization/__init__.py diff --git a/src/configs/serialization_module/serialization.py b/src/configs/serialization/serialization.py similarity index 100% rename from src/configs/serialization_module/serialization.py rename to src/configs/serialization/serialization.py diff --git a/src/configs/serialization_module/serialization_test.py b/src/configs/serialization/serialization_test.py similarity index 100% rename from src/configs/serialization_module/serialization_test.py rename to src/configs/serialization/serialization_test.py diff --git a/src/stage/functions.py b/src/stage/functions.py index b7acdc6..3e06394 100644 --- a/src/stage/functions.py +++ b/src/stage/functions.py @@ -335,12 +335,16 @@ def apply_alpha_dict(q_model, alpha_dict): return q_model -def model_initialize_parameters(model, **params) -> tf.keras.Model: +def model_initialize_parameters(model, ref_model, **params) -> tf.keras.Model: """Initializes quantization parameters (alphas) using a reference model.""" print("Function: model_initialize_parameters called") + if ref_model is None: + raise ValueError( + "model_initialize_parameters requires a ref_model, but none was provided." + ) if params["type"] == "alpha": data = load_data(params["dataset"]) - alpha_dict = compute_alpha_dict(model, data["x_train"]) + alpha_dict = compute_alpha_dict(ref_model, data["x_train"]) model = apply_alpha_dict(model, alpha_dict) return model raise ValueError( diff --git a/src/stage/main.py b/src/stage/main.py index 0a6cf21..2e769a2 100644 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -1,5 +1,7 @@ # main.py +from functools import partial + import tensorflow as tf from functions import FUNCTION_MAP @@ -159,10 +161,20 @@ # The loop's responsibility is to pass the state (model & hash) between stages for stage in pipeline: + # We need to set the ref model + if stage.initial_config["name"] == "alpha_initialization": + assert ( + ref_model is not None + ), "Reference model for alpha initialization is not set." + stage.function = partial(stage.function, ref_model=ref_model) model, previous_hash = stage.run( input_model=model, previous_hash=previous_hash ) + # Save the ref model after the last stage we dont quantize + if stage.initial_config["name"] == "pbnf_training": + ref_model = tf.keras.models.clone_model(model) + stage.evaluate(model) stage.compute_complexity(model) diff --git a/src/stage/stage.py b/src/stage/stage.py index a61eb8d..914213e 100644 --- a/src/stage/stage.py +++ b/src/stage/stage.py @@ -15,7 +15,7 @@ from tensorflow.keras.datasets import mnist from tensorflow.keras.utils import to_categorical -from configs.serialization_module.serialization import load_qmodel, save_qmodel +from configs.serialization.serialization import load_qmodel, save_qmodel from utils.metrics import compute_space_complexity_model From a555ecdcf4280ab990725b82664fb4cacab19a42 Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Tue, 10 Jun 2025 09:25:52 -0300 Subject: [PATCH 04/14] Remove old implementation --- src/checkpoint/README.md | 3 -- src/checkpoint/__init__.py | 0 src/checkpoint/main.py | 28 -------------- src/checkpoint/stage.py | 73 ------------------------------------ src/checkpoint/template.json | 29 -------------- 5 files changed, 133 deletions(-) delete mode 100644 src/checkpoint/README.md delete mode 100644 src/checkpoint/__init__.py delete mode 100644 src/checkpoint/main.py delete mode 100644 src/checkpoint/stage.py delete mode 100644 src/checkpoint/template.json diff --git a/src/checkpoint/README.md b/src/checkpoint/README.md deleted file mode 100644 index 8baed46..0000000 --- a/src/checkpoint/README.md +++ /dev/null @@ -1,3 +0,0 @@ -# Checkpoint - -A module to generate saveable/loadable checkpoints for tensorflow models. diff --git a/src/checkpoint/__init__.py b/src/checkpoint/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/src/checkpoint/main.py b/src/checkpoint/main.py deleted file mode 100644 index 9bb238a..0000000 --- a/src/checkpoint/main.py +++ /dev/null @@ -1,28 +0,0 @@ -import tensorflow as tf - -from checkpoint.stage import Stage - - -def dummy_model_function(model, *args, **kwargs): - """A dummy function to simulate model creation.""" - model = tf.keras.models.Sequential( - [ - tf.keras.layers.Dense(64, activation="relu", input_shape=(32,)), - tf.keras.layers.Dense(10, activation="softmax"), - ] - ) - print("Model created with args:", args, "and kwargs:", kwargs) - return model - - -if __name__ == "__main__": - # Example usage of Stage class - stage = Stage( - id=0, - name="Initial Model Creation", - previous_stage=None, - function=dummy_model_function, - function_kwargs={"arg1": "value1", "arg2": "value2"}, - ) - - stage.run() diff --git a/src/checkpoint/stage.py b/src/checkpoint/stage.py deleted file mode 100644 index c0605cb..0000000 --- a/src/checkpoint/stage.py +++ /dev/null @@ -1,73 +0,0 @@ -from __future__ import annotations - -import pickle -from pathlib import Path -from typing import Callable, Optional - -import tensorflow as tf - - -class Stage: - def __init__( - self, - id: int, - name: str, - function: Callable, # Function to run for this stage - function_kwargs: dict, # Arguments for the function - previous_stage: Optional[Stage] = None, - ): - self.id = id - self.name = name - self.previous_stage = previous_stage - self.function = function - self.function_kwargs = function_kwargs - self.model_path = Path( - f"output/{name.lower().replace(' ', '_')}_stage_{id}" - ) - - # Ensure the model path exists - self.model_path.parent.mkdir(parents=True, exist_ok=True) - - def to_pickle(self, file: Path) -> bytes: - """Serialize the stage to a pickle byte string.""" - with file.open("wb") as f: - pickle.dump(self, f) - - @staticmethod - def from_pickle(file: Path): - """Deserialize the stage from a pickle byte string.""" - with file.open("rb") as f: - return pickle.load(f) - - def save_model(self, model: tf.keras.Model): - """Save the model to a specified output path.""" - model.save(model.path / "model.h5", save_format="h5") - print(f"Model saved to {model.path / 'model.h5'}") - - def load_model(self) -> tf.keras.Model: - """Load the model from a specified output path.""" - if self.model_path.exists(): - model = tf.keras.models.load_model(self.model_path / "model.h5") - print(f"Model loaded from {self.model_path}") - return model - - def run(self, force_run: bool = False): - """Run the stage function and save the model.""" - print(f"Running stage {self.id}: {self.name}") - - if self.model_path.exists() and not force_run: - print(f"Loading model from {self.model_path}") - model = self.load_model() - else: - # Run the function associated with the stage - model = self.function(model=model, **self.function_kwargs) - - # Save the model to the specified path - self.save_model(model) - print(f"Model saved to {self.model_path}") - - # Save the stage to a pickle file - self.to_pickle(self.model_path.with_suffix(".pkl")) - print( - f"Stage {self.id} saved to {self.model_path.with_suffix('.pkl')}" - ) diff --git a/src/checkpoint/template.json b/src/checkpoint/template.json deleted file mode 100644 index f04c1e5..0000000 --- a/src/checkpoint/template.json +++ /dev/null @@ -1,29 +0,0 @@ -{ - // The stage of the checkpoint - // This can be: - // - "new" for a simple model created and store BEFORE any training o processing. - // - "train" for a model that has been trained WITHOUT quantization, as a starting point for quantization. - // - "quant" for a model that has been trained and quantized, as a starting point before QAT. - // - "eval" a model after QAT has been applied, the final model. - "model_name": "lenet5", - "path": "/path/to/model/model.keras", // The path to the checkpoint file - "stage": "train", - "hyperparameters": { - // The hyperparameters used for this stage if any - "training": { - // The learning rate used for training - "learning_rate": 0.001, - // The batch size used for training - "batch_size": 32, - // The number of epochs used for training - "epochs": 10, - // The optimizer used for training - "optimizer": "adam", - // The loss function used for training - "loss_function": "cross_entropy", - }, - "quantization_config": "/path/to/qconfig.pkl", // The path to the quantization configuration file - }, - "previous_stage_hash": "abc123", // The hash of the previous stage, generated by... - -} From 286bd7250530907ad6ed7a1e769ec49c6f4910a0 Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Fri, 13 Jun 2025 19:22:37 -0300 Subject: [PATCH 05/14] Cherry pick from fix_metrics --- src/utils/metrics.py | 5 +- src/utils/metrics_integration_test.py | 80 +++++++++ src/utils/metrics_lenet_test.py | 82 ++++++---- src/utils/metrics_test.py | 225 ++++++++++++++++++++++++++ 4 files changed, 356 insertions(+), 36 deletions(-) create mode 100755 src/utils/metrics_integration_test.py diff --git a/src/utils/metrics.py b/src/utils/metrics.py index 99816af..f7ebcbd 100644 --- a/src/utils/metrics.py +++ b/src/utils/metrics.py @@ -24,12 +24,9 @@ def compute_space_complexity_quantize(qlayer: QuantizeWrapperV2) -> float: total_layer_size = 0.0 qconfig = qlayer.quantize_config - # Assumption: order is the same for layer.weights and get_weights_and_quantizers weights_and_quantizers = qconfig.get_weights_and_quantizers(qlayer.layer) - weights = qlayer.weights[: len(weights_and_quantizers)] - for weight, weight_and_quantizer in zip(weights, weights_and_quantizers): - quantizer = weight_and_quantizer[1] + for weight, quantizer in weights_and_quantizers: if isinstance(quantizer, UniformQuantizer): weight_size = weight.shape.num_elements() * quantizer.bits elif isinstance(quantizer, FlexQuantizer): diff --git a/src/utils/metrics_integration_test.py b/src/utils/metrics_integration_test.py new file mode 100755 index 0000000..a631980 --- /dev/null +++ b/src/utils/metrics_integration_test.py @@ -0,0 +1,80 @@ +#!/usr/bin/env python3 +# Integration of saving models and metrics + +import tempfile +import unittest + +import numpy as np +import tensorflow as tf + +from configs.qmodel import apply_quantization +from configs.serialization.serialization import load_qmodel, save_qmodel +from quantizers.uniform_quantizer import UniformQuantizer +from utils.metrics import compute_space_complexity_model + + +class TestIntegrationMetricsSerialization(unittest.TestCase): + def test_save_and_load_model(self): + """Test saving and loading a model with metrics.""" + model = tf.keras.Sequential( + [ + tf.keras.layers.Dense(10, input_shape=(5,), name="dense_1"), + tf.keras.layers.Dense(5, name="dense_2"), + ] + ) + + qconfig = { + "dense_1": { + "weights": { + "kernel": UniformQuantizer(bits=4, signed=True), + "bias": UniformQuantizer(bits=4, signed=True), + }, + }, + "dense_2": { + "weights": { + "kernel": UniformQuantizer(bits=4, signed=True), + "bias": UniformQuantizer(bits=4, signed=True), + }, + }, + } + qmodel = apply_quantization(model, qconfig) + qmodel.build((None, 5)) + + tmpdir = tempfile.mkdtemp() + save_qmodel(qmodel, tmpdir) + loaded_model = load_qmodel(tmpdir) + # make an inference to ensure the model is loaded correctly + loaded_model(tf.random.normal((1, 5))) + + original_weights = {w.name: w.numpy() for w in qmodel.weights} + loaded_weights = {w.name: w.numpy() for w in loaded_model.weights} + + # First, check that the set of weight names is identical + self.assertEqual( + set(original_weights.keys()), + set(loaded_weights.keys()), + "Models have different sets of weight names.", + ) + + # Now, compare each weight tensor by name + for name, orig_w in original_weights.items(): + loaded_w = loaded_weights[name] + # print(f"Comparing weight tensor: {name}") + # print(f"Weights: {orig_w}") + # print(f"Loaded: {loaded_w}") + np.testing.assert_allclose( + orig_w, + loaded_w, + rtol=1e-6, + atol=1e-6, + err_msg=f"Weight tensor '{name}' differs.", + ) + + self.assertEqual( + compute_space_complexity_model(qmodel), + compute_space_complexity_model(loaded_model), + ) + + +if __name__ == "__main__": + unittest.main() diff --git a/src/utils/metrics_lenet_test.py b/src/utils/metrics_lenet_test.py index 37cb1cf..c72aec0 100755 --- a/src/utils/metrics_lenet_test.py +++ b/src/utils/metrics_lenet_test.py @@ -6,6 +6,9 @@ import numpy as np import tensorflow as tf from tensorflow.keras import layers, models +from tensorflow_model_optimization.python.core.quantization.keras.quantize_wrapper import ( + QuantizeWrapperV2, +) from configs.qmodel import apply_quantization from quantizers.flex_quantizer import FlexQuantizer @@ -14,43 +17,57 @@ def apply_flex_dict(qmodel, alpha_dict, levels_dict, thresholds_dict): - """TODO(Colo): This function will is implemented in branch - colo/model_evalution in QTensor/src/examples/functions.py. - - When merged, import that functions insted of redefining it here. - """ + """Sets the internal state (alpha, levels, thresholds) of FlexQuantizers + within a quantized model by directly finding and assigning to the live + tf.Variable objects.""" for layer in qmodel.layers: - orig_layer_name = layer.name - if orig_layer_name.startswith("quant_"): - orig_layer_name = orig_layer_name[len("quant_") :] + if not isinstance(layer, QuantizeWrapperV2): + continue + orig_layer_name = layer.layer.name if orig_layer_name in alpha_dict: - for alpha_type in ["kernel", "bias", "activation"]: - new_alpha = alpha_dict[orig_layer_name].get(alpha_type, None) - new_levels = levels_dict[orig_layer_name].get(alpha_type, None) - new_thresholds = thresholds_dict[orig_layer_name].get( - alpha_type, None + # Find all variables in the wrapper layer and create a map by name + var_map = {v.name: v for v in layer.weights} + + # Iterate through the types ('kernel', 'bias') we might want to change + for attr_type in ["kernel", "bias"]: + new_alpha = alpha_dict.get(orig_layer_name, {}).get(attr_type) + new_levels = levels_dict.get(orig_layer_name, {}).get( + attr_type + ) + new_thresholds = thresholds_dict.get(orig_layer_name, {}).get( + attr_type ) - if new_alpha is not None: - for v in layer.weights: - if "alpha" in v.name and alpha_type in v.name: - v.assign(new_alpha) - # print(f"Updated {v.name} ({alpha_type}) with new alpha value {new_alpha}") - elif ( - alpha_type == "activation" - and "post_activation" in v.name - and "alpha" in v.name - ): - v.assign(new_alpha) - # print(f"Updated {v.name} (activation) with new alpha value {new_alpha}") - if "levels" in v.name and alpha_type in v.name: - v.assign(new_levels) - # print(f"Updated {v.name} ({alpha_type}) with new levels value {new_levels}") - if "thresholds" in v.name and alpha_type in v.name: - v.assign(new_thresholds) - # print(f"Updated {v.name} ({alpha_type}) with new thresholds value {new_thresholds}") - return qmodel + # Construct the expected variable names and assign if they exist + if new_alpha is not None: + # Note: TFMOT might name variables slightly differently. + # This searches for common patterns. + for name_pattern in [ + f"/{attr_type}_alpha:0", + f"_{attr_type}_alpha:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_alpha) + + if new_levels is not None: + for name_pattern in [ + f"/{attr_type}_levels:0", + f"_{attr_type}_levels:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_levels) + + if new_thresholds is not None: + for name_pattern in [ + f"/{attr_type}_thresholds:0", + f"_{attr_type}_thresholds:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_thresholds) def apply_alpha_dict(qmodel, alpha_dict): @@ -418,6 +435,7 @@ def base_flex_quantizer_space_complexity( "bias": bthresholds, } apply_flex_dict(qmodel, alpha_dict, levels_dict, thresholds_dict) + qmodel(tf.random.normal(input_shape)) # 6) compare to your implementation computed_bits = compute_space_complexity_model(qmodel) diff --git a/src/utils/metrics_test.py b/src/utils/metrics_test.py index 760be67..5a3368b 100755 --- a/src/utils/metrics_test.py +++ b/src/utils/metrics_test.py @@ -1,10 +1,16 @@ #!/usr/bin/env python3 import unittest +from collections import Counter +import numpy as np import tensorflow as tf +from tensorflow_model_optimization.python.core.quantization.keras.quantize_wrapper import ( + QuantizeWrapperV2, +) from configs.qmodel import apply_quantization +from quantizers.flex_quantizer import FlexQuantizer from quantizers.uniform_quantizer import UniformQuantizer from utils.metrics import ( compute_space_complexity_model, @@ -12,6 +18,103 @@ ) +def apply_flex_dict(qmodel, alpha_dict, levels_dict, thresholds_dict): + """Sets the internal state (alpha, levels, thresholds) of FlexQuantizers + within a quantized model by directly finding and assigning to the live + tf.Variable objects.""" + for layer in qmodel.layers: + if not isinstance(layer, QuantizeWrapperV2): + continue + + orig_layer_name = layer.layer.name + if orig_layer_name in alpha_dict: + # Find all variables in the wrapper layer and create a map by name + var_map = {v.name: v for v in layer.weights} + + # Iterate through the types ('kernel', 'bias') we might want to change + for attr_type in ["kernel", "bias"]: + new_alpha = alpha_dict.get(orig_layer_name, {}).get(attr_type) + new_levels = levels_dict.get(orig_layer_name, {}).get( + attr_type + ) + new_thresholds = thresholds_dict.get(orig_layer_name, {}).get( + attr_type + ) + + # Construct the expected variable names and assign if they exist + if new_alpha is not None: + # Note: TFMOT might name variables slightly differently. + # This searches for common patterns. + for name_pattern in [ + f"/{attr_type}_alpha:0", + f"_{attr_type}_alpha:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_alpha) + + if new_levels is not None: + for name_pattern in [ + f"/{attr_type}_levels:0", + f"_{attr_type}_levels:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_levels) + + if new_thresholds is not None: + for name_pattern in [ + f"/{attr_type}_thresholds:0", + f"_{attr_type}_thresholds:0", + ]: + var_name = layer.name + name_pattern + if var_name in var_map: + var_map[var_name].assign(new_thresholds) + + +def check_weights(qlayer): + qlayer_weights = qlayer.get_weights() + qconfig = qlayer.quantize_config + weights_and_quantizers = qconfig.get_weights_and_quantizers(qlayer.layer) + weights_from_config = [ + weight_and_quantizer[0] + for weight_and_quantizer in weights_and_quantizers + ] + quantizers = [ + weight_and_quantizer[1] + for weight_and_quantizer in weights_and_quantizers + ] + + qlayer_weights = qlayer.get_weights() + + # Original weights from the quantized layer + weights_in_layer = qlayer_weights[0] + print("Non-quantized weights in layer:") + print(weights_in_layer) + print() + + weights_quantized_from_config = weights_from_config[0].numpy() + print("Weights from config:") + print(weights_quantized_from_config) + print() + + quantizer = quantizers[0] if quantizers else None + print("Quantizer levels:") + print(quantizer.levels.numpy()) + print() + + weights_manually_quantized = quantizer.quantize_op( + qlayer_weights[0] + ).numpy() + print("Manually quantized weights:") + print(weights_manually_quantized) + print() + + assert np.array_equal( + weights_quantized_from_config, weights_manually_quantized + ) + + # From tensorflow internal code def _compute_memory_size(weight): weight_counts = weight.shape.num_elements() @@ -66,6 +169,128 @@ def test_compute_space_complexity_uniform_only(self): self.assertEqual(quantized_size, expected_size) + def test_understanding_weights(self): + """Verify that we can access the weights of a quantized layer.""" + layer = tf.keras.layers.Dense(10, input_shape=(5,), name="dense_1") + layer.build((None, 5)) + qconfig = { + "dense_1": { + "weights": { + "kernel": FlexQuantizer(bits=2, n_levels=4, signed=True), + "bias": FlexQuantizer(bits=2, n_levels=4, signed=True), + }, + }, + } + model = tf.keras.Sequential([layer]) + qmodel = apply_quantization(model, qconfig) + qmodel.build((None, 5)) + # Run an inference to have access to the variables. + qmodel(tf.random.normal((1, 5))) + # Access the quantized layer + qlayer = qmodel.get_layer("quant_dense_1") + + check_weights(qlayer) + # Define the quantizer parameters based on our ideal state + alpha = 1.0 + # 2. Calculate the expected complexity based on a known data distribution + ideal_levels = np.array([-0.8, -0.2, 0.3, 0.9], dtype=np.float32) + midpoints = (ideal_levels[:-1] + ideal_levels[1:]) / 2.0 + thresholds = np.concatenate(([-alpha], midpoints, [alpha])).astype( + np.float32 + ) + + apply_flex_dict( + qmodel, + alpha_dict={"dense_1": {"kernel": alpha}}, + levels_dict={"dense_1": {"kernel": ideal_levels}}, + thresholds_dict={"dense_1": {"kernel": thresholds}}, + ) + qmodel(tf.random.normal((1, 5))) # Force weight creation + check_weights(qlayer) + + def test_compute_space_complexity_flex_only(self): + """Verify that for a flex configuration a layer size is as expected.""" + # 1. Setup the initial layer and model + layer = tf.keras.layers.Dense( + 10, input_shape=(5,), name="dense_1", use_bias=False + ) + model = tf.keras.Sequential([layer]) + model.build((None, 5)) + + # Define the FlexQuantizer configuration + qconfig = { + "dense_1": { + "weights": { + "kernel": FlexQuantizer(bits=4, n_levels=4, signed=True), + }, + }, + } + + # 2. Calculate the expected complexity based on a known data distribution + ideal_levels = np.array([-0.8, -0.2, 0.3, 0.9], dtype=np.float32) + ideal_weight_data = np.random.choice( + ideal_levels, size=(5, 10), replace=True + ) + + counter = Counter(ideal_weight_data.flatten()) + total_elements = sum(counter.values()) + emp_probs = np.array(list(counter.values())) / total_elements + entropy = -np.sum(emp_probs * np.log2(emp_probs)) + + huffman_size = ideal_weight_data.size * entropy + levels_size = len(ideal_levels) * 4 # n_levels * bits + expected_size = huffman_size + levels_size + + # 3. Apply quantization to get the qmodel structure + qmodel = apply_quantization(model, qconfig) + + # 4. Force weight creation by calling the model with a dummy input. + dummy_input_shape = (1,) + model.input_shape[1:] + qmodel(tf.random.normal(dummy_input_shape)) + + # 5. Inject the known state into the qmodel + q_layer = qmodel.get_layer("quant_dense_1") + + # Find the actual tf.Variable for the kernel. + kernel_var = None + for v in q_layer.trainable_weights: + if v.name.endswith("kernel:0"): + kernel_var = v + break + + self.assertIsNotNone( + kernel_var, "Could not find the kernel variable to assign." + ) + kernel_var.assign(ideal_weight_data) + + kernel_weights = qmodel.get_layer("quant_dense_1").get_weights() + print("Kernel Weights before assignment:") + print(kernel_weights) + + # Define the quantizer parameters based on our ideal state + alpha = 1.0 + # KEY CHANGE: Calculate thresholds correctly to match the quantizer's expected variable shape. + # The shape should be (n_levels + 1) to include outer bounds. + midpoints = (ideal_levels[:-1] + ideal_levels[1:]) / 2.0 + thresholds = np.concatenate(([-alpha], midpoints, [alpha])).astype( + np.float32 + ) + + # Use our helper to set the FlexQuantizer's internal state + apply_flex_dict( + qmodel, + alpha_dict={"dense_1": {"kernel": alpha}}, + levels_dict={"dense_1": {"kernel": ideal_levels}}, + thresholds_dict={"dense_1": {"kernel": thresholds}}, + ) + qmodel(tf.random.normal(dummy_input_shape)) # Force assigment + + # 6. Compute the quantized size using the metric function + quantized_size = compute_space_complexity_quantize(q_layer) + + # 7. Assert that the computed size matches the theoretical expected size + self.assertAlmostEqual(quantized_size, expected_size, places=6) + def test_compute_non_quantized_model(self): """Verify that computing the size of the model.""" layer = tf.keras.layers.Dense(30, input_shape=(5,), name="dense_1") From 357da9e70a3e02b61bf8bb83bb2fc90afadb3406 Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Fri, 13 Jun 2025 19:45:40 -0300 Subject: [PATCH 06/14] Some improvements --- src/stage/main.py | 5 +-- src/stage/stage.py | 78 ++++++++++++++++++++-------------------------- 2 files changed, 35 insertions(+), 48 deletions(-) mode change 100644 => 100755 src/stage/main.py diff --git a/src/stage/main.py b/src/stage/main.py old mode 100644 new mode 100755 index 2e769a2..aa9c3a3 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -1,4 +1,4 @@ -# main.py +#!/usr/bin/env python3 from functools import partial @@ -88,7 +88,6 @@ {"type": "uniform", "bits": 8}, ], }, - "is_quantized": True, }, # Stage 5: Alpha initialization { @@ -116,7 +115,6 @@ "learning_rate": 0.0001, "validation_split": 0.1, }, - "is_quantized": True, }, { "name": "final_evaluation", @@ -127,7 +125,6 @@ "input_shape": [None, 28, 28, 1], "categories": 10, }, - "is_quantized": True, }, ] diff --git a/src/stage/stage.py b/src/stage/stage.py index 914213e..e4ff1cc 100644 --- a/src/stage/stage.py +++ b/src/stage/stage.py @@ -1,7 +1,8 @@ -# stage.py +# stage from __future__ import annotations +import functools import hashlib import json import time @@ -50,11 +51,18 @@ class StageConfig: """ name: str + function: str seed: int parameters: Dict[str, Any] - # The crucial link: the hash of the stage that came before this one. previous_hash: Optional[str] = None + def to_hash(self) -> str: + """Generates a unique hash for this configuration.""" + # asdict converts the dataclass to a dictionary. + # sort_keys ensures the hash is consistent. + config_str = json.dumps(asdict(self), sort_keys=True) + return hashlib.md5(config_str.encode()).hexdigest() + class Stage: def __init__( @@ -64,22 +72,12 @@ def __init__( ): self.function = function self.initial_config = initial_config - print(f"initial_config: {self.initial_config}") - self.config: Optional[StageConfig] = None # Will be set at runtime - self.hash: Optional[str] = None - self.checkpoint_dir = Path( - "checkpoints" - ) # Use a dedicated checkpoint dir + self.config: StageConfig = None # Will be set at runtime + self.hash: str = None + self.checkpoint_dir = Path("checkpoints") self.checkpoint_dir.mkdir(parents=True, exist_ok=True) self.is_quantized = initial_config.get("is_quantized", False) - def _generate_hash(self) -> str: - """Generates a unique hash from the immutable StageConfig.""" - # asdict converts the dataclass to a dictionary. - # sort_keys ensures the hash is consistent. - config_str = json.dumps(asdict(self.config), sort_keys=True) - return hashlib.md5(config_str.encode()).hexdigest() - def _save_metadata(self): """Saves the current stage configuration to a JSON file. @@ -101,14 +99,17 @@ def _save_model(self, model: tf.keras.Model): if self.hash is None: raise ValueError("Hash is not set. Run the stage first.") - if self.is_quantized: - model_path = self.checkpoint_dir / f"{self.hash}" - save_qmodel(model, model_path) - print(f"Quantized model saved to '{model_path}'") - else: - model_path = self.checkpoint_dir / f"{self.hash}.keras" - model.save(model_path) - print(f"Model saved to '{model_path}'") + # if self.is_quantized: + # model_path = self.checkpoint_dir / f"{self.hash}" + # save_qmodel(model, model_path) + # print(f"Quantized model saved to '{model_path}'") + # else: + # model_path = self.checkpoint_dir / f"{self.hash}.keras" + # model.save(model_path) + # print(f"Model saved to '{model_path}'") + model_path = self.checkpoint_dir / f"{self.hash}" + save_qmodel(model, model_path) + print(f"Model saved to '{model_path}'") def save(self, model: tf.keras.Model): """Saves the model and its configuration to disk. @@ -135,46 +136,35 @@ def run( # 1. Create the final, traceable config for this run self.config = StageConfig( name=self.initial_config["name"], - seed=self.initial_config.get( - "seed", int(time.time()) - ), # Use a seed or timestamp + seed=self.initial_config.get("seed", int(time.time())), + function=( + self.function.__name__ + if not isinstance(self.function, functools.partial) + else self.function.func.__name__ + ), parameters=self.initial_config["kwargs"], previous_hash=previous_hash, ) # 2. Generate the unique hash for this specific configuration - self.hash = self._generate_hash() - - model_path = self.checkpoint_dir / f"{self.hash}" - if not self.is_quantized: - model_path = self.checkpoint_dir / f"{self.hash}.keras" - self.checkpoint_dir / f"{self.hash}.json" + self.hash = self.config.to_hash() print(f"--- Running Stage({self.config.name}) ---") print(f" Hash: {self.hash}") print(f" Depends on: {self.config.previous_hash}") + model_path = self.checkpoint_dir / f"{self.hash}" # 3. Checkpoint logic: If a model with this exact history exists, load it. if model_path.exists(): print(f" Checkpoint FOUND. Loading model from '{model_path}'") - if self.is_quantized: - output_model = load_qmodel(model_path) - else: - output_model = tf.keras.models.load_model( - model_path, compile=False - ) + output_model = load_qmodel(model_path) else: print(" Checkpoint NOT FOUND. Executing function...") output_model = self.function( model=input_model, **self.config.parameters ) - # 4. Save the work using the hash as the filename - self._save_model(output_model) - - # --- THIS IS YOUR TRACEABILITY --- - # Save the configuration (metadata) that produced this model. - self._save_metadata() + self.save(output_model) print(f"--- Stage finished in {time.time() - start_time:.2f}s ---\n") From fe19586b4f8ab18e5de52919d6d6eb97af91f08c Mon Sep 17 00:00:00 2001 From: Francisco Rossi Date: Tue, 24 Jun 2025 10:05:18 -0300 Subject: [PATCH 07/14] WIP --- docker/Dockerfile | 3 +- functions.diff | 99 +++++++++ org.MD | 21 ++ src/quantizers/flex_quantizer.py | 12 +- src/quantizers/integration_test.py | 46 +++++ src/quantizers/uniform_quantizer.py | 2 +- ...cifar_10_lenet5_model_accuracy_vs_size.png | Bin 0 -> 157278 bytes ...on_mnist_lenet5_model_accuracy_vs_size.png | Bin 0 -> 165638 bytes src/stage/flex_main.py | 195 ++++++++++++++++++ src/stage/functions.py | 189 ++++++++++++----- src/stage/main.py | 182 ++++++++++++++-- src/stage/model_accuracy_vs_size.png | Bin 0 -> 350687 bytes src/stage/plot.py | 136 ++++++++++++ src/stage/stage.py | 161 ++++++++------- src/utils/metrics.py | 10 +- src/utils/metrics_integration_test.py | 62 ++++++ 16 files changed, 970 insertions(+), 148 deletions(-) create mode 100644 functions.diff create mode 100644 org.MD create mode 100755 src/quantizers/integration_test.py create mode 100644 src/stage/cifar_10_lenet5_model_accuracy_vs_size.png create mode 100644 src/stage/fashion_mnist_lenet5_model_accuracy_vs_size.png create mode 100755 src/stage/flex_main.py create mode 100644 src/stage/model_accuracy_vs_size.png create mode 100644 src/stage/plot.py diff --git a/docker/Dockerfile b/docker/Dockerfile index 4876623..d3313ff 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -5,7 +5,8 @@ RUN pip3 install \ matplotlib \ scikit-learn \ tensorflow-model-optimization \ - kagglehub + kagglehub \ + pandas # Set backward compatibility for tfmot RUN pip3 install tf_keras --no-deps diff --git a/functions.diff b/functions.diff new file mode 100644 index 0000000..1d2b0d0 --- /dev/null +++ b/functions.diff @@ -0,0 +1,99 @@ +diff --git a/src/stage/functions.py b/src/stage/functions.py +index 3e06394..919615c 100644 +--- a/src/stage/functions.py ++++ b/src/stage/functions.py +@@ -277,62 +277,49 @@ def model_quantize(model: tf.keras.Model, **params) -> tf.keras.Model: + + # --- Alpha Initialization for QAT --- + +- +-def compute_alpha_dict(model, x_train, batch_size=128): +- """Computes alpha values for weights and activations.""" +- alpha_dict = {} +- # Compute weight alphas +- for layer in tqdm( +- model.layers, +- desc="Computing weight alphas", +- file=sys.stdout, +- leave=False, +- ): +- if layer.get_weights(): +- alpha_dict[layer.name] = {} +- # Simplified alpha calculation for weights +- weights = layer.get_weights()[0] +- alpha_dict[layer.name]["kernel"] = np.max(np.abs(weights)) +- +- # Compute activation alphas ++def get_activations_output(model, x_train, batch_size=128): ++ """Gets the activations of the model for the training data.""" + intermediate_model = models.Model( + inputs=model.input, outputs=[layer.output for layer in model.layers] + ) + activations = intermediate_model.predict( + x_train, batch_size=batch_size, verbose=0 + ) ++ return activations ++ ++def compute_alpha_dict(model, x_train, batch_size=128): ++ """Computes alpha values for weights and activations in a single comprehension.""" ++ activations = get_activations_output(model, x_train, batch_size) + +- for layer, activation_data in tqdm( +- zip(model.layers, activations), +- total=len(model.layers), +- desc="Computing activation alphas", +- file=sys.stdout, +- leave=False, +- ): +- if layer.name not in alpha_dict: +- alpha_dict[layer.name] = {} +- alpha_dict[layer.name]["activation"] = np.max(np.abs(activation_data)) ++ alpha_dict = { ++ layer.name: { ++ **{weight.name: np.max(np.abs(weight.numpy())) for weight in layer.weights}, ++ 'activation': np.max(np.abs(activation_data)) ++ } ++ for layer, activation_data in zip(model.layers, activations) ++ } + + return alpha_dict + +- +-def apply_alpha_dict(q_model, alpha_dict): ++def apply_alpha_dict(model, alpha_dict): + """Applies pre-computed alpha values to a quantized model.""" +- for layer in q_model.layers: +- original_name = layer.name.replace("quant_", "") +- if original_name in alpha_dict: +- for alpha_type in ["kernel", "activation"]: +- if new_alpha := alpha_dict[original_name].get(alpha_type): +- for weight_var in layer.weights: +- if ( +- alpha_type in weight_var.name +- and "alpha" in weight_var.name +- ): +- weight_var.assign(new_alpha) +- print( +- f"Updated {weight_var.name} with alpha: {new_alpha:.4f}" +- ) +- return q_model ++ for layer in model.layers: ++ original_layer_name = layer.name.replace("quant_", "") ++ ++ if original_layer_name not in alpha_dict: ++ continue ++ ++ for weight in layer.weights: ++ if weight.name not in alpha_dict[original_layer_name]: ++ continue ++ ++ # See the quantizers weight naming convention ++ # No name_suffix for now ++ weight.assign( ++ alpha_dict[original_layer_name][weight.name] ++ ) ++ print(f"Updated {weight.name} with alpha: {alpha_dict[original_layer_name][weight.name]:.4f}") ++ return model + + + def model_initialize_parameters(model, ref_model, **params) -> tf.keras.Model: diff --git a/org.MD b/org.MD new file mode 100644 index 0000000..e42f5d9 --- /dev/null +++ b/org.MD @@ -0,0 +1,21 @@ +# Dataset + - cifar10 has more characteristics +# Model + - Lenet5_custom_v2 + +# QConfig +All Uniform arithmetic +2->8 uniform + +Flex -- Uniform +4, 6 y 8 bits. +levels [2-20] que sean validos. + + +Setear la seed y probar un par de seeds. +3 runs con seeds distintas. + +Graficar la media y la varianza de todas las corridas. + +## Second step + - dsp vemos. diff --git a/src/quantizers/flex_quantizer.py b/src/quantizers/flex_quantizer.py index bec60cc..bed5988 100644 --- a/src/quantizers/flex_quantizer.py +++ b/src/quantizers/flex_quantizer.py @@ -157,10 +157,8 @@ def grad(upstream): ##### dq_dx uses STE ##### dq_dx = tf.where( tf.logical_and( - tf.greater_equal(x, self.thresholds[0]), - tf.less_equal( - x, self.thresholds[-1] - ), # should it be alpha? + tf.greater_equal(x, thresholds[0]), + tf.less_equal(x, thresholds[-1]), # should it be alpha? ), upstream, tf.zeros_like(x), @@ -207,7 +205,7 @@ def grad(upstream): ##### dq_dthresholds using piecewise-STE ##### dq_dthresholds = tf.zeros_like(thresholds) - for i in range(1, self.thresholds.shape[0] - 1): + for i in range(1, thresholds.shape[0] - 1): delta_y = qlevels[i - 1] - qlevels[i] delta_x = thresholds[i + 1] - thresholds[i - 1] @@ -215,8 +213,8 @@ def grad(upstream): # Fall within the range of the two borderline levels masked_upstream = tf.where( tf.logical_and( - tf.greater_equal(x, self.thresholds[i - 1]), - tf.less_equal(x, self.thresholds[i + 1]), + tf.greater_equal(x, thresholds[i - 1]), + tf.less_equal(x, thresholds[i + 1]), ), upstream, tf.zeros_like(x), diff --git a/src/quantizers/integration_test.py b/src/quantizers/integration_test.py new file mode 100755 index 0000000..913b794 --- /dev/null +++ b/src/quantizers/integration_test.py @@ -0,0 +1,46 @@ +#!/usr/bin/env python3 +import unittest + +from tensorflow.keras.layers import Dense +from tensorflow.keras.models import Sequential + +from configs.qmodel import apply_quantization +from quantizers.uniform_quantizer import UniformQuantizer + + +class TestQuantizers(unittest.TestCase): + def test_quantizers(self): + model = Sequential( + [ + Dense(10, activation="relu", input_shape=(20,), name="dense1"), + Dense(5, activation="softmax"), + ] + ) + + qconfig = { + "dense1": { + "weights": { + "kernel": UniformQuantizer( + bits=4, + signed=True, + ), + "bias": UniformQuantizer( + bits=4, + signed=True, + ), + }, + "activations": { + "activation": UniformQuantizer( + bits=4, + signed=True, + ) + }, + } + } + + apply_quantization(model, qconfig) + # print(quantized_model.weights) + + +if __name__ == "__main__": + unittest.main() diff --git a/src/quantizers/uniform_quantizer.py b/src/quantizers/uniform_quantizer.py index 384b848..2a3f7cd 100755 --- a/src/quantizers/uniform_quantizer.py +++ b/src/quantizers/uniform_quantizer.py @@ -66,10 +66,10 @@ def __call__(self, w): # Use epsilon to avoid dividing by zero during backpropagation. return tf.clip_by_value(w, tf.keras.backend.epsilon(), np.inf) + print(f"name is {name}") alpha = layer.add_weight( name=f"{name}{self.name_suffix}_alpha", initializer=self.initializer, - # shape=(1,), trainable=True, dtype=tf.float32, regularizer=self.regularizer, diff --git a/src/stage/cifar_10_lenet5_model_accuracy_vs_size.png b/src/stage/cifar_10_lenet5_model_accuracy_vs_size.png new file mode 100644 index 0000000000000000000000000000000000000000..8ecfb7ea688eda40ccc6fb61c297a6cccc554dfc GIT binary patch literal 157278 zcmeFZ_gj=#+cruPjfpjOK~Q5CM3i0x>`D`*N)IA+7<#Y9f*llGFe#cjiS~jl4za$+_Uvf~jHgRw^v@_;VGIX%9w05vGzr4fA*v{VE+Dhoq 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Pipeline Stages --- +# This list defines the blueprint for our pipeline. Each dictionary +# will be used to initialize a Stage object. + + +stages_hyperparams = [ + # Stage 0: Model creation + { + "name": "model_creation", + "seed": 12345, + "function": "model_create", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + "model_name": "lenet5_custom", + }, + }, + # Stage 1: Initial training + { + "name": "initial_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + "epochs": 50, + "batch_size": 1024, + "learning_rate": 0.001, + "validation_split": 0.1, + }, + }, + # Stage 2: BN folding + { + "name": "bnf", + "seed": 12345, + "function": "model_transform_bnf", + "kwargs": { + "merge_activation": True, + }, + }, + # Stage 3: Post BN folding training + { + "name": "pbnf_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + "epochs": 1, + "batch_size": 32, + "learning_rate": 0.0005, + "validation_split": 0.1, + }, + }, + # Stage 4: Model quantization + { + "name": "quantization", + "seed": 12345, + "function": "model_quantize", + "kwargs": { + "input_shape": [None, 32, 32, 3], + # 'kernel' is set to None because it will be dynamically + # updated inside the experimental loop below. + "kernel": None, + "bias": [ + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + ], + "activations": [ + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + ], + }, + }, + # Stage 5: Alpha initialization + { + "name": "alpha_initialization", # Fixed typo from original "initialiation" + "seed": 12345, + "function": "model_initialize_parameters", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + "type": "alpha", + }, + }, + # Stage 6: QAT + { + "name": "qat", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + "epochs": 10, + "batch_size": 32, + "learning_rate": 0.0001, + "validation_split": 0.1, + }, + }, + { + "name": "final_evaluation", + "seed": 12345, + "function": "model_evaluate", + "kwargs": { + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], + "categories": 10, + }, + }, +] + +if __name__ == "__main__": + + # This is the main experimental loop from your coworker's script. + # It runs the entire 7-stage pipeline multiple times. + # bits = range(8, 11) + bits = range(1, 11) + n_levels = [2, 3, 4, 5, 6, 7, 8, 12, 16, 20] + combinations = [(b, n) for b in bits for n in n_levels if n <= 2**b] + + for bits, n_levels in combinations: + print( + f"\n{'='*20} STARTING EXPERIMENT: FLEX BITS = {bits}, N_LEVELS = {n_levels} {'='*20}\n" + ) + + # --- Configure the Experiment --- + # Dynamically set the 'kernel' quantization parameter for this specific run. + kernel_config = [ + {"type": "flexible", "bits": bits, "n_levels": n_levels} + for _ in range(5) + ] + stages_hyperparams[4]["kwargs"]["kernel"] = kernel_config + + # Create the list of Stage objects from the (now updated) configurations + dataset = stages_hyperparams[0]["kwargs"].get("dataset") + model_name = stages_hyperparams[0]["kwargs"].get("model_name") + pipeline = [ + Stage( + function=FUNCTION_MAP[config["function"]], + initial_config=config, + checkpoint_path=Path("checkpoints") + / f"flex_{model_name}-{dataset}", + metadata_path=Path(f"{bits}_bit-{n_levels}_levels"), + ) + for config in stages_hyperparams + ] + + # --- The Orchestrator --- + # It tracks both the model object and the hash of the last operation + model: tf.keras.Model | None = None + previous_hash: str | None = None + + # The loop's responsibility is to pass the state (model & hash) between stages + for stage in pipeline: + # We need to set the ref model + if stage.initial_config["name"] == "alpha_initialization": + assert ( + ref_model is not None + ), "Reference model for alpha initialization is not set." + stage.function = partial(stage.function, ref_model=ref_model) + model, previous_hash = stage.run( + input_model=model, previous_hash=previous_hash + ) + + # Save the ref model after the last stage we dont quantize + if stage.initial_config["name"] == "pbnf_training": + ref_model = tf.keras.models.clone_model(model) + + print( + f"\n{'='*20} FINISHED EXPERIMENT: FLEX BITS = {bits}, N_LEVELS = {n_levels} {'='*20}\n" + ) + print( + f"Final model for {bits}-bit experiment corresponds to hash: {previous_hash}" + ) diff --git a/src/stage/functions.py b/src/stage/functions.py index 3e06394..6f66316 100644 --- a/src/stage/functions.py +++ b/src/stage/functions.py @@ -1,6 +1,5 @@ # functions.py -import sys import numpy as np import tensorflow as tf @@ -8,7 +7,6 @@ from tensorflow.keras.datasets import mnist from tensorflow.keras.optimizers import Adam from tensorflow.keras.utils import to_categorical -from tqdm import tqdm from configs.qmodel import apply_quantization from quantizers.flex_quantizer import FlexQuantizer @@ -30,6 +28,63 @@ def load_data(dataset_name: str) -> dict: y_train = to_categorical(y_train, 10) y_test = to_categorical(y_test, 10) + return { + "x_train": x_train, + "y_train": y_train, + "x_test": x_test, + "y_test": y_test, + } + if dataset_name == "fashion_mnist": + (x_train, y_train), (x_test, y_test) = ( + tf.keras.datasets.fashion_mnist.load_data() + ) + + # Reshape and normalize images + x_train = x_train.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + x_test = x_test.reshape(-1, 28, 28, 1).astype("float32") / 255.0 + + # One-hot encode labels + y_train = to_categorical(y_train, 10) + y_test = to_categorical(y_test, 10) + + return { + "x_train": x_train, + "y_train": y_train, + "x_test": x_test, + "y_test": y_test, + } + if dataset_name == "cifar10": + (x_train, y_train), (x_test, y_test) = ( + tf.keras.datasets.cifar10.load_data() + ) + + # Normalize images + x_train = x_train.astype("float32") / 255.0 + x_test = x_test.astype("float32") / 255.0 + + # One-hot encode labels + y_train = to_categorical(y_train, 10) + y_test = to_categorical(y_test, 10) + + return { + "x_train": x_train, + "y_train": y_train, + "x_test": x_test, + "y_test": y_test, + } + if dataset_name == "cifar100": + (x_train, y_train), (x_test, y_test) = ( + tf.keras.datasets.cifar100.load_data() + ) + + # Normalize images + x_train = x_train.astype("float32") / 255.0 + x_test = x_test.astype("float32") / 255.0 + + # One-hot encode labels + y_train = to_categorical(y_train, 100) + y_test = to_categorical(y_test, 100) + return { "x_train": x_train, "y_train": y_train, @@ -48,7 +103,6 @@ def model_create(model, **params: dict) -> tf.keras.Model: model_name = params["model_name"] input_shape = params["input_shape"] categories = params["categories"] - if model_name == "lenet5_custom": new_model = models.Sequential( [ @@ -76,6 +130,49 @@ def model_create(model, **params: dict) -> tf.keras.Model: metrics=["accuracy"], ) return new_model + + if model_name == "lenet5_custom_v2": + new_model = models.Sequential( + [ + layers.Conv2D( + 32, + kernel_size=5, + activation="relu", + padding="same", + input_shape=input_shape[1:], + ), + layers.AveragePooling2D(), + layers.Conv2D(64, kernel_size=5, activation="relu"), + layers.AveragePooling2D(), + layers.Conv2D(64, kernel_size=5, activation="relu"), + layers.AveragePooling2D(), + layers.Flatten(), + layers.Dense(128, activation="relu"), + layers.Dense(256, activation="relu"), + layers.Dense(categories, activation="softmax"), + ], + name=model_name, + ) + + new_model.compile( + optimizer=Adam(), + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + return new_model + if model_name == "vgg16": + new_model = tf.keras.applications.VGG16( + include_top=True, + weights=None, + input_shape=input_shape[1:], + classes=categories, + ) + new_model.compile( + optimizer=Adam(), + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + return new_model else: raise ValueError(f"Unknown model_name: {model_name!r}") @@ -278,61 +375,61 @@ def model_quantize(model: tf.keras.Model, **params) -> tf.keras.Model: # --- Alpha Initialization for QAT --- -def compute_alpha_dict(model, x_train, batch_size=128): - """Computes alpha values for weights and activations.""" - alpha_dict = {} - # Compute weight alphas - for layer in tqdm( - model.layers, - desc="Computing weight alphas", - file=sys.stdout, - leave=False, - ): - if layer.get_weights(): - alpha_dict[layer.name] = {} - # Simplified alpha calculation for weights - weights = layer.get_weights()[0] - alpha_dict[layer.name]["kernel"] = np.max(np.abs(weights)) - - # Compute activation alphas +def get_activations_output(model, x_train, batch_size=128): + """Gets the activations of the model for the training data.""" intermediate_model = models.Model( inputs=model.input, outputs=[layer.output for layer in model.layers] ) activations = intermediate_model.predict( x_train, batch_size=batch_size, verbose=0 ) + return activations + - for layer, activation_data in tqdm( - zip(model.layers, activations), - total=len(model.layers), - desc="Computing activation alphas", - file=sys.stdout, - leave=False, - ): - if layer.name not in alpha_dict: - alpha_dict[layer.name] = {} - alpha_dict[layer.name]["activation"] = np.max(np.abs(activation_data)) +def compute_alpha_dict(model, x_train, batch_size=128): + """Computes alpha values for weights and activations in a single + comprehension.""" + activations = get_activations_output(model, x_train, batch_size) + + alpha_dict = { + layer.name: { + **{ + weight.name: np.max(np.abs(weight.numpy())) + for weight in layer.weights + }, + "activation": np.max(np.abs(activation_data)), + } + for layer, activation_data in zip(model.layers, activations) + } return alpha_dict -def apply_alpha_dict(q_model, alpha_dict): +# def compute_flex_dict(model, x_train, batch_size=128): + + +def apply_alpha_dict(model, alpha_dict): """Applies pre-computed alpha values to a quantized model.""" - for layer in q_model.layers: - original_name = layer.name.replace("quant_", "") - if original_name in alpha_dict: - for alpha_type in ["kernel", "activation"]: - if new_alpha := alpha_dict[original_name].get(alpha_type): - for weight_var in layer.weights: - if ( - alpha_type in weight_var.name - and "alpha" in weight_var.name - ): - weight_var.assign(new_alpha) - print( - f"Updated {weight_var.name} with alpha: {new_alpha:.4f}" - ) - return q_model + for layer in model.layers: + original_layer_name = layer.name.replace("quant_", "") + + if original_layer_name not in alpha_dict: + continue + + for weight in layer.weights: + if ( + not weight.name.endswith("_alpha") + or weight.name not in alpha_dict[original_layer_name] + ): + continue + + # See the quantizers weight naming convention + # No name_suffix for now + weight.assign(alpha_dict[original_layer_name][weight.name]) + print( + f"Updated {weight.name} with alpha: {alpha_dict[original_layer_name][weight.name]:.4f}" + ) + return model def model_initialize_parameters(model, ref_model, **params) -> tf.keras.Model: diff --git a/src/stage/main.py b/src/stage/main.py index aa9c3a3..fad5e64 100755 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -1,6 +1,7 @@ #!/usr/bin/env python3 from functools import partial +from pathlib import Path import tensorflow as tf from functions import FUNCTION_MAP @@ -18,10 +19,10 @@ "seed": 12345, "function": "model_create", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, - "model_name": "lenet5_custom", + "model_name": "lenet5_custom_v2", }, }, # Stage 1: Initial training @@ -30,10 +31,10 @@ "seed": 12345, "function": "model_train", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, - "epochs": 2, + "epochs": 200, "batch_size": 1024, "learning_rate": 0.001, "validation_split": 0.1, @@ -54,8 +55,8 @@ "seed": 12345, "function": "model_train", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, "epochs": 1, "batch_size": 32, @@ -69,7 +70,7 @@ "seed": 12345, "function": "model_quantize", "kwargs": { - "input_shape": [None, 28, 28, 1], + "input_shape": [None, 32, 32, 3], # 'kernel' is set to None because it will be dynamically # updated inside the experimental loop below. "kernel": None, @@ -95,8 +96,8 @@ "seed": 12345, "function": "model_initialize_parameters", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, "type": "alpha", }, @@ -107,10 +108,10 @@ "seed": 12345, "function": "model_train", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, - "epochs": 2, + "epochs": 10, "batch_size": 32, "learning_rate": 0.0001, "validation_split": 0.1, @@ -121,18 +122,157 @@ "seed": 12345, "function": "model_evaluate", "kwargs": { - "dataset": "mnist", - "input_shape": [None, 28, 28, 1], + "dataset": "cifar10", + "input_shape": [None, 32, 32, 3], "categories": 10, }, }, ] +vgg_stages_hyperparams = [ + # Stage 0: Model creation + { + "name": "model_creation", + "seed": 12345, + "function": "model_create", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + "model_name": "vgg16", + }, + }, + # Stage 1: Initial training + { + "name": "initial_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + "epochs": 20, + "batch_size": 1024, + "learning_rate": 0.001, + "validation_split": 0.1, + }, + }, + # Stage 2: BN folding + { + "name": "bnf", + "seed": 12345, + "function": "model_transform_bnf", + "kwargs": { + "merge_activation": True, + }, + }, + # Stage 3: Post BN folding training + { + "name": "pbnf_training", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + "epochs": 1, + "batch_size": 128, + "learning_rate": 0.0005, + "validation_split": 0.1, + }, + }, + # Stage 4: Model quantization + { + "name": "quantization", + "seed": 12345, + "function": "model_quantize", + "kwargs": { + "input_shape": [None, 32, 32, 3], + # 'kernel' is set to None because it will be dynamically + # updated inside the experimental loop below. + "kernel": None, + "bias": [ + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + {"type": None}, + ], + "activations": [ + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + ], + }, + }, + # Stage 5: Alpha initialization + { + "name": "alpha_initialization", # Fixed typo from original "initialiation" + "seed": 12345, + "function": "model_initialize_parameters", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + "type": "alpha", + }, + }, + # Stage 6: QAT + { + "name": "qat", + "seed": 12345, + "function": "model_train", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + "epochs": 10, + "batch_size": 32, + "learning_rate": 0.0001, + "validation_split": 0.1, + }, + }, + { + "name": "final_evaluation", + "seed": 12345, + "function": "model_evaluate", + "kwargs": { + "dataset": "cifar100", + "input_shape": [None, 32, 32, 3], + "categories": 100, + }, + }, +] + if __name__ == "__main__": # This is the main experimental loop from your coworker's script. # It runs the entire 7-stage pipeline multiple times. - for bits in [8, 16]: + for bits in range(1, 11): print( f"\n{'='*20} STARTING EXPERIMENT: UNIFORM BITS = {bits} {'='*20}\n" ) @@ -143,10 +283,15 @@ stages_hyperparams[4]["kwargs"]["kernel"] = kernel_config # Create the list of Stage objects from the (now updated) configurations + dataset = stages_hyperparams[0]["kwargs"].get("dataset") + model_name = stages_hyperparams[0]["kwargs"].get("model_name") pipeline = [ Stage( function=FUNCTION_MAP[config["function"]], initial_config=config, + checkpoint_path=Path("checkpoints") + / f"{model_name}-{dataset}", + metadata_path=Path(f"{bits}_bit"), ) for config in stages_hyperparams ] @@ -172,9 +317,6 @@ if stage.initial_config["name"] == "pbnf_training": ref_model = tf.keras.models.clone_model(model) - stage.evaluate(model) - stage.compute_complexity(model) - print( f"\n{'='*20} FINISHED EXPERIMENT: UNIFORM BITS = {bits} {'='*20}\n" ) diff --git a/src/stage/model_accuracy_vs_size.png b/src/stage/model_accuracy_vs_size.png new file mode 100644 index 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matplotlib.pyplot as plt +import pandas as pd + +# path = Path("checkpoints/lenet5_custom-fashion_mnist") +path = Path("checkpoints/flex_lenet5_custom-cifar10") + +experiment_paths = [ + experiment_path + for experiment_path in path.iterdir() + if experiment_path.is_dir() and experiment_path.name != "artifacts" +] + +df = pd.DataFrame() +for experiment_path in experiment_paths: + if not experiment_path.exists(): + print(f"Metadata path '{experiment_path}' does not exist. Skipping.") + continue + for metadata_file in experiment_path.glob("*.json"): + with metadata_file.open("r") as f: + metadata = pd.read_json(f, orient="index").T + metadata["experiment"] = experiment_path.name + # Select only the desired columns + selected_columns = [ + "experiment", + "name", + "loss", + "accuracy", + "complexity", + ] + metadata = metadata[ + [col for col in selected_columns if col in metadata.columns] + ] + df = pd.concat([df, metadata], ignore_index=True) + +simple_df = df[df["name"].isin(["pbnf_training", "final_evaluation"])].copy() + +simple_df["name"] = simple_df["name"].replace( + { + "pbnf_training": "Original", + "final_evaluation": "Quantized", + } +) + +# Convert complexity from bits to Kbits +simple_df["complexity"] = simple_df["complexity"] / 1024 + +pivoted_df = simple_df.pivot_table( + index="experiment", columns="name", values=["accuracy", "complexity"] +) + + +# The accuracy of the common points doesn't match, fix that. + +df = pivoted_df.copy() +# Sort the DataFrame by this new column +df = df.sort_values(by=("complexity", "Quantized"), ascending=True) +pd.set_option("display.max_rows", None) +print(df) + +# df.sort_index(inplace=True, sort_by=['complexity']) +# --- 2. Create the Plot (using tuple access) --- + +# Get the data for the original model from the first row +# Note the use of tuples to access the columns +original_accuracy = df[("accuracy", "Original")].iloc[0] +original_size = df[("complexity", "Original")].iloc[0] + +# Set up the plot size and style +plt.style.use("seaborn-v0_8-whitegrid") +fig, ax = plt.subplots(figsize=(10, 7)) + +# --- 3. Plot Each Point --- + +# Plot the single point for the Original Model +ax.scatter( + x=original_size, + y=original_accuracy, + marker="*", + s=250, + color="red", + label="Original Model", + zorder=5, +) + +# Plot the points for ALL of your Quantized Models +# We use tuples to get the correct columns for the X and Y axes +ax.scatter( + x=df[("complexity", "Quantized")], + y=df[("accuracy", "Quantized")], + s=60, + color="royalblue", + label="Quantized Models", +) + +# Plot the line connecting quantized models and the original model as the final item +quantized_sizes = df[("complexity", "Quantized")].tolist() +quantized_accuracies = df[("accuracy", "Quantized")].tolist() + +# Append the original model as the final item +quantized_sizes.append(original_size) +quantized_accuracies.append(original_accuracy) + +ax.plot( + quantized_sizes, + quantized_accuracies, + color="royalblue", + linestyle="--", + linewidth=1, + zorder=1, +) + +# --- 4. Add Labels to make the plot readable --- + +# Loop through the DataFrame index (e.g., '1_bit', '2_bit') +for experiment_name in df.index: + ax.annotate( + experiment_name.rstrip("_bit"), + ( + df.loc[experiment_name, ("complexity", "Quantized")], + df.loc[experiment_name, ("accuracy", "Quantized")], + ), + textcoords="offset points", + xytext=(-5, 15), # Shift right and down + ha="left", + va="top", + ) + +# Add titles and labels for the axes +ax.set_title("Model Accuracy vs. Size Trade-off", fontsize=16) +ax.set_xlabel("Model Size (Complexity in KB)", fontsize=12) +ax.set_ylabel("Model Accuracy", fontsize=12) +ax.legend(fontsize=11) + +plt.savefig("model_accuracy_vs_size.png", dpi=300, bbox_inches="tight") diff --git a/src/stage/stage.py b/src/stage/stage.py index e4ff1cc..f307838 100644 --- a/src/stage/stage.py +++ b/src/stage/stage.py @@ -11,36 +11,12 @@ from typing import Any, Callable, Dict, Optional, Tuple import tensorflow as tf - -# This shouldnt be here. -from tensorflow.keras.datasets import mnist -from tensorflow.keras.utils import to_categorical +from functions import load_data from configs.serialization.serialization import load_qmodel, save_qmodel from utils.metrics import compute_space_complexity_model - -def load_data(dataset_name: str) -> dict: - """Loads and preprocesses the specified dataset.""" - if dataset_name == "mnist": - (x_train, y_train), (x_test, y_test) = mnist.load_data() - - # Reshape and normalize images - x_train = x_train.reshape(-1, 28, 28, 1).astype("float32") / 255.0 - x_test = x_test.reshape(-1, 28, 28, 1).astype("float32") / 255.0 - - # One-hot encode labels - y_train = to_categorical(y_train, 10) - y_test = to_categorical(y_test, 10) - - return { - "x_train": x_train, - "y_train": y_train, - "x_test": x_test, - "y_test": y_test, - } - else: - raise ValueError(f"Unknown dataset: {dataset_name!r}") +# This shouldnt be here. @dataclass(frozen=True) @@ -69,14 +45,23 @@ def __init__( self, function: Callable, initial_config: Dict[str, Any], # We'll start with a dict + checkpoint_path: Optional[Path] = None, + metadata_path: str = "metadata", ): self.function = function self.initial_config = initial_config self.config: StageConfig = None # Will be set at runtime - self.hash: str = None - self.checkpoint_dir = Path("checkpoints") - self.checkpoint_dir.mkdir(parents=True, exist_ok=True) - self.is_quantized = initial_config.get("is_quantized", False) + self.hash: str = None # Will be set at runtime + self.loss = None # The loss after running the stage + self.accuracy = None # The accuracy after running the stage + self.complexity = None # The complexity after running the stage + checkpoint_path = checkpoint_path or Path("checkpoints") + checkpoint_path.mkdir(parents=True, exist_ok=True) + self.artifacts_path = checkpoint_path / "artifacts" + self.artifacts_path.mkdir(parents=True, exist_ok=True) + self.config_path = checkpoint_path / metadata_path + self.config_path.mkdir(parents=True, exist_ok=True) + self.model = None # The model after running the stage def _save_metadata(self): """Saves the current stage configuration to a JSON file. @@ -86,12 +71,17 @@ def _save_metadata(self): if self.config is None: raise ValueError("StageConfig is not set. Run the stage first.") - metadata_path = self.checkpoint_dir / f"{self.hash}.json" + metadata_path = self.config_path / f"{self.config.name}.json" + config_dict = asdict(self.config) + config_dict["accuracy"] = self.accuracy + config_dict["loss"] = self.loss + config_dict["complexity"] = self.complexity + config_dict["hash"] = self.hash with metadata_path.open("w") as f: - json.dump(asdict(self.config), f, indent=2) + json.dump(config_dict, f, indent=2) print(f"Configuration saved to '{metadata_path}'") - def _save_model(self, model: tf.keras.Model): + def _save_model(self): """Saves the model to a file using the unique hash as the filename. This is useful for traceability and caching. @@ -99,19 +89,11 @@ def _save_model(self, model: tf.keras.Model): if self.hash is None: raise ValueError("Hash is not set. Run the stage first.") - # if self.is_quantized: - # model_path = self.checkpoint_dir / f"{self.hash}" - # save_qmodel(model, model_path) - # print(f"Quantized model saved to '{model_path}'") - # else: - # model_path = self.checkpoint_dir / f"{self.hash}.keras" - # model.save(model_path) - # print(f"Model saved to '{model_path}'") - model_path = self.checkpoint_dir / f"{self.hash}" - save_qmodel(model, model_path) + model_path = self.artifacts_path / f"{self.hash}" + save_qmodel(self.model, model_path) print(f"Model saved to '{model_path}'") - def save(self, model: tf.keras.Model): + def save(self): """Saves the model and its configuration to disk. This is useful for traceability and caching. @@ -120,7 +102,15 @@ def save(self, model: tf.keras.Model): raise ValueError("StageConfig is not set. Run the stage first.") self._save_metadata() - self._save_model(model) + self._save_model() + + def load(self, hash: str): + """Loads the model and its configuration from disk.""" + model_path = self.artifacts_path / hash + if not model_path.exists(): + raise FileNotFoundError(f"Model file not found: {model_path}") + + self.model = load_qmodel(model_path) def run( self, @@ -153,42 +143,75 @@ def run( print(f" Hash: {self.hash}") print(f" Depends on: {self.config.previous_hash}") - model_path = self.checkpoint_dir / f"{self.hash}" - # 3. Checkpoint logic: If a model with this exact history exists, load it. - if model_path.exists(): - print(f" Checkpoint FOUND. Loading model from '{model_path}'") - output_model = load_qmodel(model_path) - else: - print(" Checkpoint NOT FOUND. Executing function...") - output_model = self.function( + try: + self.load(self.hash) + except FileNotFoundError as e: + print(f" Checkpoint NOT FOUND. {e} Executing function...") + self.model = self.function( model=input_model, **self.config.parameters ) + self._save_model() + # Evaluate the model if a dataset is provided in the parameters + dataset = self.config.parameters.get("dataset", None) + if dataset is not None: + self.loss, self.accuracy = self.evaluate(load_data(dataset)) + # Compute the complexity of the model + self.complexity = self.compute_complexity() - self.save(output_model) + self._save_metadata() print(f"--- Stage finished in {time.time() - start_time:.2f}s ---\n") # 5. Return both the model and its hash to the orchestrator - return output_model, self.hash + return self.model, self.hash - def evaluate(self, model): - if model is None: - raise ValueError("No model to evaluate. Run the stage first.") - # After loading it is not compiled I think.... - model.compile( + def evaluate(self, data): + # After loading it is not compiled I think... + self.model.compile( optimizer="adam", loss="categorical_crossentropy", metrics=["accuracy"], ) - if "dataset" in self.config.parameters.keys(): - data = load_data(self.config.parameters["dataset"]) - loss, accuracy = model.evaluate( - data["x_test"], data["y_test"], verbose=0 - ) - print("Evaluation results:") - print(f"Loss: {loss:.4f}, Accuracy: {accuracy:.4f}") + loss, accuracy = self.model.evaluate( + data["x_test"], data["y_test"], verbose=0 + ) + print("Evaluation results:") + print(f"Loss: {loss:.4f}, Accuracy: {accuracy:.4f}") + return loss, accuracy - def compute_complexity(self, model): - complexity = compute_space_complexity_model(model) + def compute_complexity(self): + complexity = compute_space_complexity_model(self.model) print("Space complexity of the model:") print(complexity) + return complexity + + +class Pipeline: + def __init__(self, stages: list[Stage]): + self.stages = stages + + def add(self, stage: Stage): + """Adds a new stage to the pipeline.""" + self.stages.append(stage) + + def remove(self, stages_names: list[str] | str): + """Removes stages by their names.""" + if isinstance(stages_names, str): + stages_names = [stages_names] + self.stages = [ + stage + for stage in self.stages + if stage.config.name not in stages_names + ] + + def run(self, input_model: Optional[tf.keras.Model] = None): + """Runs the entire pipeline, passing the model from one stage to the + next.""" + previous_hash = None + + for stage in self.stages: + current_model, previous_hash = stage.run( + input_model=input_model, previous_hash=previous_hash + ) + + return current_model diff --git a/src/utils/metrics.py b/src/utils/metrics.py index f7ebcbd..a5ac6d6 100644 --- a/src/utils/metrics.py +++ b/src/utils/metrics.py @@ -30,8 +30,7 @@ def compute_space_complexity_quantize(qlayer: QuantizeWrapperV2) -> float: if isinstance(quantizer, UniformQuantizer): weight_size = weight.shape.num_elements() * quantizer.bits elif isinstance(quantizer, FlexQuantizer): - qweight = quantizer.quantize_op(weight) - weight_size = compute_huffman_nominal_complexity(qweight) + weight_size = compute_huffman_nominal_complexity(weight) weight_size += quantizer.n_levels * quantizer.bits else: raise ValueError(f"Unknown quantizer type: {type(quantizer)}") @@ -42,7 +41,7 @@ def compute_space_complexity_quantize(qlayer: QuantizeWrapperV2) -> float: def compute_space_complexity(layer): """Compute the space complexity for a normal layer.""" - total_layer_size = 0 + total_layer_size = 0.0 for weight in layer.weights: weight_size = ( 8 * weight.dtype.size * weight.shape.num_elements() @@ -55,7 +54,10 @@ def compute_space_complexity(layer): def compute_space_complexity_model(model: tf.keras.Model) -> float: """Compute the uniform space complexity of a model based on its quantization configuration.""" - total_space_complexity = 0 + total_space_complexity = 0.0 + + # Make an inference to ensure the model is built + model(tf.random.normal((1,) + model.input_shape[1:])) for layer in model.layers: if isinstance(layer, QuantizeWrapperV2): diff --git a/src/utils/metrics_integration_test.py b/src/utils/metrics_integration_test.py index a631980..53719d8 100755 --- a/src/utils/metrics_integration_test.py +++ b/src/utils/metrics_integration_test.py @@ -9,6 +9,7 @@ from configs.qmodel import apply_quantization from configs.serialization.serialization import load_qmodel, save_qmodel +from quantizers.flex_quantizer import FlexQuantizer from quantizers.uniform_quantizer import UniformQuantizer from utils.metrics import compute_space_complexity_model @@ -75,6 +76,67 @@ def test_save_and_load_model(self): compute_space_complexity_model(loaded_model), ) + def test_save_and_load_model_flex(self): + """Test saving and loading a model with metrics.""" + model = tf.keras.Sequential( + [ + tf.keras.layers.Dense(10, input_shape=(5,), name="dense_1"), + tf.keras.layers.Dense(5, name="dense_2"), + ] + ) + + qconfig = { + "dense_1": { + "weights": { + "kernel": FlexQuantizer(bits=4, n_levels=5, signed=True), + "bias": FlexQuantizer(bits=4, n_levels=4, signed=True), + }, + }, + "dense_2": { + "weights": { + "kernel": FlexQuantizer(bits=4, n_levels=5, signed=True), + "bias": FlexQuantizer(bits=4, n_levels=4, signed=True), + }, + }, + } + qmodel = apply_quantization(model, qconfig) + qmodel.build((None, 5)) + + tmpdir = tempfile.mkdtemp() + save_qmodel(qmodel, tmpdir) + loaded_model = load_qmodel(tmpdir) + # make an inference to ensure the model is loaded correctly + loaded_model(tf.random.normal((1, 5))) + + original_weights = {w.name: w.numpy() for w in qmodel.weights} + loaded_weights = {w.name: w.numpy() for w in loaded_model.weights} + + # First, check that the set of weight names is identical + self.assertEqual( + set(original_weights.keys()), + set(loaded_weights.keys()), + "Models have different sets of weight names.", + ) + + # Now, compare each weight tensor by name + for name, orig_w in original_weights.items(): + loaded_w = loaded_weights[name] + # print(f"Comparing weight tensor: {name}") + # print(f"Weights: {orig_w}") + # print(f"Loaded: {loaded_w}") + np.testing.assert_allclose( + orig_w, + loaded_w, + rtol=1e-6, + atol=1e-6, + err_msg=f"Weight tensor '{name}' differs.", + ) + + self.assertEqual( + compute_space_complexity_model(qmodel), + compute_space_complexity_model(loaded_model), + ) + if __name__ == "__main__": unittest.main() From 109649b4261e4655c13ecc8105dcc2f391260936 Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 05:48:56 -0300 Subject: [PATCH 08/14] compute_alpha_dict was changed, as it was consuming too much memory --- src/stage/functions.py | 80 +++++++++++++++++++++++++++++------------- 1 file changed, 55 insertions(+), 25 deletions(-) diff --git a/src/stage/functions.py b/src/stage/functions.py index 6f66316..e0bd3a5 100644 --- a/src/stage/functions.py +++ b/src/stage/functions.py @@ -123,7 +123,6 @@ def model_create(model, **params: dict) -> tf.keras.Model: ], name=model_name, ) - new_model.compile( optimizer=Adam(), loss="categorical_crossentropy", @@ -153,13 +152,13 @@ def model_create(model, **params: dict) -> tf.keras.Model: ], name=model_name, ) - new_model.compile( optimizer=Adam(), loss="categorical_crossentropy", metrics=["accuracy"], ) return new_model + if model_name == "vgg16": new_model = tf.keras.applications.VGG16( include_top=True, @@ -375,32 +374,63 @@ def model_quantize(model: tf.keras.Model, **params) -> tf.keras.Model: # --- Alpha Initialization for QAT --- -def get_activations_output(model, x_train, batch_size=128): - """Gets the activations of the model for the training data.""" - intermediate_model = models.Model( - inputs=model.input, outputs=[layer.output for layer in model.layers] - ) - activations = intermediate_model.predict( - x_train, batch_size=batch_size, verbose=0 - ) - return activations +def compute_alpha_dict( + model, x_train, batch_size=1, sample_size=512, random_state=None +): + """Compute the maximum absolute values of weights and activations using + only `sample_size` samples from x_train (if specified), processed in + batches of `batch_size`. + + Args: + model: A tf.keras.Model instance. + x_train: Training data array of shape (N, ...). + batch_size: Size of each batch for predict_on_batch. + sample_size: Optional number of samples to draw (approximate). + random_state: Seed for reproducible sampling. + + Returns: + alpha_dict: A dict mapping each layer name to a sub‐dict containing: + 'activation': maximum |activation| over the sampled data, + weight_name : maximum |weight| for each weight in the layer. + """ + # 1) Prepare the sample subset + n_total = x_train.shape[0] + if sample_size is not None and sample_size < n_total: + # Create a RNG for reproducible sampling + rng = np.random.RandomState(random_state) + # Randomly choose `sample_size` distinct indices + idx = rng.choice(n_total, size=sample_size, replace=False) + x_sample = x_train[idx] + else: + # Use the entire dataset if no sampling or sample_size >= total + x_sample = x_train + # 2) Initialize dictionary of maximums for weights and activations + alpha_dict = {} + for layer in model.layers: + # Compute max absolute value for each weight tensor in this layer + weights_max = { + w.name: float(np.max(np.abs(w.numpy()))) for w in layer.weights + } + # Start activation max at zero + alpha_dict[layer.name] = {"activation": 0.0, **weights_max} -def compute_alpha_dict(model, x_train, batch_size=128): - """Computes alpha values for weights and activations in a single - comprehension.""" - activations = get_activations_output(model, x_train, batch_size) + # 3) Build an intermediate model that outputs every layer's activations + intermediate = tf.keras.Model( + inputs=model.input, outputs=[lay.output for lay in model.layers] + ) - alpha_dict = { - layer.name: { - **{ - weight.name: np.max(np.abs(weight.numpy())) - for weight in layer.weights - }, - "activation": np.max(np.abs(activation_data)), - } - for layer, activation_data in zip(model.layers, activations) - } + # 4) Iterate over the sampled data in small batches + n_samples = x_sample.shape[0] + for start in range(0, n_samples, batch_size): + x_batch = x_sample[start : start + batch_size] + # Predict activations for this batch (low memory overhead) + acts = intermediate.predict_on_batch(x_batch) + # Update the activation max per layer if this batch has a larger value + for lay, act in zip(model.layers, acts): + batch_max = float(np.max(np.abs(act))) + if batch_max > alpha_dict[lay.name]["activation"]: + alpha_dict[lay.name]["activation"] = batch_max return alpha_dict From efb20bda8763d40a13880a03236bee1ac07c802d Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 05:51:00 -0300 Subject: [PATCH 09/14] new model added: colo_custom_cnn1_for_cifar10 --- src/stage/functions.py | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/src/stage/functions.py b/src/stage/functions.py index e0bd3a5..19f55fe 100644 --- a/src/stage/functions.py +++ b/src/stage/functions.py @@ -159,6 +159,32 @@ def model_create(model, **params: dict) -> tf.keras.Model: ) return new_model + if model_name == "colo_custom_cnn1_for_cifar10": + new_model = models.Sequential( + [ + layers.Conv2D( + 64, + (3, 3), + padding="same", + activation="relu", + input_shape=input_shape[1:], + ), + layers.MaxPooling2D((2, 2)), + layers.Conv2D(128, (3, 3), padding="same", activation="relu"), + layers.MaxPooling2D((2, 2)), + layers.Flatten(), + layers.Dense(256, activation="relu"), + layers.Dropout(0.5), + layers.Dense(categories, activation="softmax"), + ] + ) + new_model.compile( + optimizer=Adam(), + loss="categorical_crossentropy", + metrics=["accuracy"], + ) + return new_model + if model_name == "vgg16": new_model = tf.keras.applications.VGG16( include_top=True, From f7d8aa0776abf595a4b328ac531187bb4a3752fb Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 05:52:56 -0300 Subject: [PATCH 10/14] BNF stages removed --- src/stage/plot.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/src/stage/plot.py b/src/stage/plot.py index 1f5cc3c..3f57fbe 100644 --- a/src/stage/plot.py +++ b/src/stage/plot.py @@ -4,7 +4,10 @@ import pandas as pd # path = Path("checkpoints/lenet5_custom-fashion_mnist") -path = Path("checkpoints/flex_lenet5_custom-cifar10") +# path = Path("checkpoints/flex_lenet5_custom-cifar10") +# path = Path("checkpoints/flex_lenet5_custom-cifar10") +# path = Path("checkpoints/lenet5_custom-mnist") +path = Path("checkpoints/colo_custom_cnn1_for_cifar10-cifar10") experiment_paths = [ experiment_path @@ -34,11 +37,13 @@ ] df = pd.concat([df, metadata], ignore_index=True) -simple_df = df[df["name"].isin(["pbnf_training", "final_evaluation"])].copy() +simple_df = df[ + df["name"].isin(["initial_training", "final_evaluation"]) +].copy() simple_df["name"] = simple_df["name"].replace( { - "pbnf_training": "Original", + "initial_training": "Original", "final_evaluation": "Quantized", } ) From cdcbafd40e08fc2e0e70930bff65f03884e49684 Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 06:01:51 -0300 Subject: [PATCH 11/14] New model, BNF removed, and new stages --- src/stage/main.py | 201 +++++--------------------------------------- src/stage/script.sh | 3 + 2 files changed, 22 insertions(+), 182 deletions(-) create mode 100755 src/stage/script.sh diff --git a/src/stage/main.py b/src/stage/main.py index fad5e64..a227a42 100755 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -22,7 +22,7 @@ "dataset": "cifar10", "input_shape": [None, 32, 32, 3], "categories": 10, - "model_name": "lenet5_custom_v2", + "model_name": "colo_custom_cnn1_for_cifar10", }, }, # Stage 1: Initial training @@ -34,37 +34,13 @@ "dataset": "cifar10", "input_shape": [None, 32, 32, 3], "categories": 10, - "epochs": 200, - "batch_size": 1024, - "learning_rate": 0.001, - "validation_split": 0.1, - }, - }, - # Stage 2: BN folding - { - "name": "bnf", - "seed": 12345, - "function": "model_transform_bnf", - "kwargs": { - "merge_activation": True, - }, - }, - # Stage 3: Post BN folding training - { - "name": "pbnf_training", - "seed": 12345, - "function": "model_train", - "kwargs": { - "dataset": "cifar10", - "input_shape": [None, 32, 32, 3], - "categories": 10, - "epochs": 1, - "batch_size": 32, + "epochs": 100, + "batch_size": 512, "learning_rate": 0.0005, "validation_split": 0.1, }, }, - # Stage 4: Model quantization + # Stage 2: Model quantization { "name": "quantization", "seed": 12345, @@ -75,22 +51,20 @@ # updated inside the experimental loop below. "kernel": None, "bias": [ - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - ], - "activations": [ - {"type": "uniform", "bits": 8}, {"type": "uniform", "bits": 8}, {"type": "uniform", "bits": 8}, {"type": "uniform", "bits": 8}, {"type": "uniform", "bits": 8}, ], + "activations": [ + {"type": "uniform", "bits": 10}, + {"type": "uniform", "bits": 10}, + {"type": "uniform", "bits": 10}, + {"type": None}, + ], }, }, - # Stage 5: Alpha initialization + # Stage 3: Alpha initialization { "name": "alpha_initialization", # Fixed typo from original "initialiation" "seed": 12345, @@ -102,7 +76,7 @@ "type": "alpha", }, }, - # Stage 6: QAT + # Stage 4: QAT { "name": "qat", "seed": 12345, @@ -111,12 +85,13 @@ "dataset": "cifar10", "input_shape": [None, 32, 32, 3], "categories": 10, - "epochs": 10, - "batch_size": 32, + "epochs": 25, + "batch_size": 512, "learning_rate": 0.0001, "validation_split": 0.1, }, }, + # Stage 5: Final Evaluation { "name": "final_evaluation", "seed": 12345, @@ -129,150 +104,12 @@ }, ] -vgg_stages_hyperparams = [ - # Stage 0: Model creation - { - "name": "model_creation", - "seed": 12345, - "function": "model_create", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - "model_name": "vgg16", - }, - }, - # Stage 1: Initial training - { - "name": "initial_training", - "seed": 12345, - "function": "model_train", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - "epochs": 20, - "batch_size": 1024, - "learning_rate": 0.001, - "validation_split": 0.1, - }, - }, - # Stage 2: BN folding - { - "name": "bnf", - "seed": 12345, - "function": "model_transform_bnf", - "kwargs": { - "merge_activation": True, - }, - }, - # Stage 3: Post BN folding training - { - "name": "pbnf_training", - "seed": 12345, - "function": "model_train", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - "epochs": 1, - "batch_size": 128, - "learning_rate": 0.0005, - "validation_split": 0.1, - }, - }, - # Stage 4: Model quantization - { - "name": "quantization", - "seed": 12345, - "function": "model_quantize", - "kwargs": { - "input_shape": [None, 32, 32, 3], - # 'kernel' is set to None because it will be dynamically - # updated inside the experimental loop below. - "kernel": None, - "bias": [ - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, - ], - "activations": [ - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - ], - }, - }, - # Stage 5: Alpha initialization - { - "name": "alpha_initialization", # Fixed typo from original "initialiation" - "seed": 12345, - "function": "model_initialize_parameters", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - "type": "alpha", - }, - }, - # Stage 6: QAT - { - "name": "qat", - "seed": 12345, - "function": "model_train", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - "epochs": 10, - "batch_size": 32, - "learning_rate": 0.0001, - "validation_split": 0.1, - }, - }, - { - "name": "final_evaluation", - "seed": 12345, - "function": "model_evaluate", - "kwargs": { - "dataset": "cifar100", - "input_shape": [None, 32, 32, 3], - "categories": 100, - }, - }, -] - if __name__ == "__main__": # This is the main experimental loop from your coworker's script. # It runs the entire 7-stage pipeline multiple times. - for bits in range(1, 11): + # for bits in range(1, 25): + for bits in [1, 2, 3, 4, 5, 6, 8, 10, 16, 24]: print( f"\n{'='*20} STARTING EXPERIMENT: UNIFORM BITS = {bits} {'='*20}\n" ) @@ -280,7 +117,7 @@ # --- Configure the Experiment --- # Dynamically set the 'kernel' quantization parameter for this specific run. kernel_config = [{"type": "uniform", "bits": bits} for _ in range(5)] - stages_hyperparams[4]["kwargs"]["kernel"] = kernel_config + stages_hyperparams[2]["kwargs"]["kernel"] = kernel_config # Create the list of Stage objects from the (now updated) configurations dataset = stages_hyperparams[0]["kwargs"].get("dataset") @@ -314,7 +151,7 @@ ) # Save the ref model after the last stage we dont quantize - if stage.initial_config["name"] == "pbnf_training": + if stage.initial_config["name"] == "initial_training": ref_model = tf.keras.models.clone_model(model) print( diff --git a/src/stage/script.sh b/src/stage/script.sh new file mode 100755 index 0000000..7ef396e --- /dev/null +++ b/src/stage/script.sh @@ -0,0 +1,3 @@ +#!/bin/bash + +python main.py 2> ./errors.log | tee ./output.log From 58797e0abc712fdb41f53eb9da9c83339cddaf27 Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 07:00:01 -0300 Subject: [PATCH 12/14] Trying QAT w/o Act Q, and Q acts at the end --- src/stage/main.py | 23 +++++++++++++++++++---- 1 file changed, 19 insertions(+), 4 deletions(-) diff --git a/src/stage/main.py b/src/stage/main.py index a227a42..47c9ed9 100755 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -57,9 +57,9 @@ {"type": "uniform", "bits": 8}, ], "activations": [ - {"type": "uniform", "bits": 10}, - {"type": "uniform", "bits": 10}, - {"type": "uniform", "bits": 10}, + {"type": None}, + {"type": None}, + {"type": None}, {"type": None}, ], }, @@ -91,7 +91,22 @@ "validation_split": 0.1, }, }, - # Stage 5: Final Evaluation + # Stage 5: Model quantization + { + "name": "quantization", + "seed": 12345, + "function": "model_quantize", + "kwargs": { + "input_shape": [None, 32, 32, 3], + "activations": [ + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + {"type": "uniform", "bits": 8}, + ], + }, + }, + # Stage 6: Final Evaluation { "name": "final_evaluation", "seed": 12345, From ce49c83fbd2be35888181465b60549219763b47f Mon Sep 17 00:00:00 2001 From: colorete87 Date: Wed, 25 Jun 2025 07:26:54 -0300 Subject: [PATCH 13/14] Discarded 2 quantization stages, for now. Triying with 16 bits for A --- src/stage/main.py | 25 +++++-------------------- 1 file changed, 5 insertions(+), 20 deletions(-) diff --git a/src/stage/main.py b/src/stage/main.py index 47c9ed9..fecd3ec 100755 --- a/src/stage/main.py +++ b/src/stage/main.py @@ -57,10 +57,10 @@ {"type": "uniform", "bits": 8}, ], "activations": [ - {"type": None}, - {"type": None}, - {"type": None}, - {"type": None}, + {"type": "uniform", "bits": 16}, + {"type": "uniform", "bits": 16}, + {"type": "uniform", "bits": 16}, + {"type": "uniform", "bits": 16}, ], }, }, @@ -91,22 +91,7 @@ "validation_split": 0.1, }, }, - # Stage 5: Model quantization - { - "name": "quantization", - "seed": 12345, - "function": "model_quantize", - "kwargs": { - "input_shape": [None, 32, 32, 3], - "activations": [ - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - {"type": "uniform", "bits": 8}, - ], - }, - }, - # Stage 6: Final Evaluation + # Stage 5: Final Evaluation { 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