From cceabf23c1c02120a730654805661eeb25b156b3 Mon Sep 17 00:00:00 2001 From: Jorge Manuel Sarrato Alos Date: Wed, 5 Mar 2025 11:05:29 +0000 Subject: [PATCH 1/2] implemented conditioning mlp --- score_models/architectures/mlp.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/score_models/architectures/mlp.py b/score_models/architectures/mlp.py index dea7acc..326dd20 100644 --- a/score_models/architectures/mlp.py +++ b/score_models/architectures/mlp.py @@ -29,7 +29,7 @@ def __init__( raise ValueError(f"Conditioning must be in ['None', 'Input'], received {c}") if c.lower() != "none": self.conditioned = True - if conditioning_channels is not None: + if conditioning_channels is None: raise ValueError("conditioning_channels must be provided when the network is conditioned") elif c.lower() == "none" and self.conditioned: raise ValueError(f"Cannot have a mix of 'None' and other type of conditioning, received the list {conditioning}") @@ -57,7 +57,13 @@ def __init__( for _ in range(time_branch_layers): modules.append(nn.Linear(t_dim, t_dim)) # main branch - modules.append(nn.Linear(dimensions+t_dim, units)) + if self.conditioned: + total_cond_channels = 0 + for chan in conditioning_channels: + total_cond_channels+=chan + modules.append(nn.Linear(dimensions+t_dim+total_cond_channels, units)) + else: + modules.append(nn.Linear(dimensions+t_dim, units)) if bottleneck is not None: assert isinstance(bottleneck, int) self.bottleneck = bottleneck @@ -79,7 +85,7 @@ def __init__( self.act = get_activation(activation) self.all_modules = nn.ModuleList(modules) - def forward(self, t, x): + def forward(self, t, x, *args): B, D = x.shape modules = self.all_modules temb = modules[0](t) @@ -87,7 +93,7 @@ def forward(self, t, x): for _ in range(self.time_branch_layers): temb = self.act(modules[i](temb)) i += 1 - x = torch.cat([x, temb], dim=1) + x = torch.cat([x, temb, *args], dim=1) x = modules[i](x) i += 1 for _ in range(self.layers//2): From 7547a01d99e0821e576516ad335ca031e18384d1 Mon Sep 17 00:00:00 2001 From: Jorge Manuel Sarrato Alos Date: Wed, 5 Mar 2025 12:24:39 +0000 Subject: [PATCH 2/2] Add notebook for conditioned mlp --- notebooks/two_moons_demo_conditioned.ipynb | 482 +++++++++++++++++++++ 1 file changed, 482 insertions(+) create mode 100644 notebooks/two_moons_demo_conditioned.ipynb diff --git a/notebooks/two_moons_demo_conditioned.ipynb b/notebooks/two_moons_demo_conditioned.ipynb new file mode 100644 index 0000000..5d3add2 --- /dev/null +++ b/notebooks/two_moons_demo_conditioned.ipynb @@ -0,0 +1,482 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CONDITIONAL MLP\n", + "Let's train a mlp architecture for the two moons distribution, conditioned on the center of the distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.distributions as tfd\n", + "import torch\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.interpolate import interpn\n", + "from matplotlib.colors import Normalize\n", + "import matplotlib.pylab as pylab\n", + "\n", + "plt.style.use(\"dark_background\")\n", + "params = {\n", + " 'legend.fontsize': 20,\n", + " 'figure.figsize': (5, 5),\n", + " 'axes.labelsize': 20,\n", + " 'axes.titlesize': 25,\n", + " 'xtick.labelsize': 18,\n", + " 'ytick.labelsize': 18,\n", + " 'figure.titlesize': 25,\n", + " 'xtick.major.size': 8,\n", + " 'xtick.minor.size': 4,\n", + " 'xtick.major.width': 1,\n", + " 'xtick.minor.width': 1,\n", + " 'ytick.major.size': 8,\n", + " 'ytick.minor.size': 4,\n", + " 'ytick.major.width': 1,\n", + " 'ytick.minor.width': 1,\n", + " 'font.size': 20 # for annotate\n", + "}\n", + "pylab.rcParams.update(params)\n", + "\n", + "\n", + "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "\n", + "def two_moons(modes=128, width=0.1, size=1, offset=0, device=DEVICE) -> tfd.Distribution:\n", + " \"\"\"\n", + " Returns a 2 moons distributions from a mixture of gaussian distributions\n", + " :param modes: Number of modes inside each moon\n", + " :param width: Width of the moons\n", + " :param size: scales the coordinates by this amount\n", + " :param offset: shifts the distribution center in x and y by the same amount\n", + " \"\"\"\n", + " outer_circ_x = torch.cos(torch.linspace(0, np.pi, modes)) - .5 + offset\n", + " outer_circ_y = torch.sin(torch.linspace(0, np.pi, modes)) - .25 + offset\n", + " inner_circ_x = - torch.cos(torch.linspace(0, np.pi, modes)) + .5 + offset\n", + " inner_circ_y = - torch.sin(torch.linspace(0, np.pi, modes)) + .25 + offset\n", + " x = torch.concat([outer_circ_x, inner_circ_x])\n", + " y = torch.concat([outer_circ_y, inner_circ_y])\n", + " coords = size * torch.stack([x, y], dim=1).to(device)\n", + " mixture = tfd.Categorical(probs=torch.ones(2*modes).to(device), validate_args=False) # Uniform\n", + " component = tfd.Independent(tfd.Normal(loc=coords, scale=width, validate_args=False), 1) # Diagonal Multivariate Normal\n", + " return tfd.MixtureSameFamily(mixture, component, validate_args=False)\n", + "\n", + "def density_scatter(points, fig=None, ax=None, sort=True, bins=40, cmap=\"magma\", norm=None, ticks=None, colorbar=False, **kwargs):\n", + " \"\"\"\n", + " Scatter plot colored by 2d histogram\n", + " \"\"\"\n", + " x = points[:, 0]\n", + " y = points[:, 1]\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + " data, x_edges, y_edges = np.histogram2d(x, y, bins=bins, density=True)\n", + " x_bins = 0.5 * (x_edges[1:] + x_edges[:-1])\n", + " y_bins = 0.5 * (y_edges[1:] + y_edges[:-1])\n", + " z = interpn((x_bins, y_bins), data, np.vstack([x, y]).T, method=\"splinef2d\", bounds_error=False)\n", + " z[np.where(np.isnan(z))] = 0.0\n", + " # Sort the points by density, so that the densest points are plotted last\n", + " if sort:\n", + " idx = z.argsort()\n", + " x, y, z = x[idx], y[idx], z[idx]\n", + " if norm is None:\n", + " norm = Normalize(vmin=z.min(), vmax=z.max())\n", + " ax.scatter(x, y, c=z, cmap=cmap, norm=norm, **kwargs)\n", + " if fig is not None:\n", + " sm = plt.cm.ScalarMappable(norm=norm, cmap=cmap)\n", + " sm.set_array([])\n", + " box = ax.get_position()\n", + " cax = plt.axes([box.x0*1.01 + box.width * 1.05, box.y0, 0.02, box.height])\n", + " fig.colorbar(sm, cax=cax, ticks=ticks)\n", + " cax.set_ylabel('Density')\n", + " return ax\n", + "\n", + "\n", + "def density_contours(density_function, xmin, xmax, ymin, ymax, confidence_intervals, dx=0.01, dy=0.01, fig=None, ax=None):\n", + " x = np.arange(xmin, xmax, dx)\n", + " y = np.arange(ymin, ymax, dy)\n", + " n = x.size\n", + " m = y.size\n", + " points = np.stack(np.meshgrid(x, y), axis=-1).reshape((-1, 2))\n", + " p = density_function(torch.tensor(points).to(DEVICE)).detach().numpy().reshape([m, n])\n", + " if ax is None:\n", + " fig, ax = plt.subplots()\n", + "\n", + " cumul = np.sort(p.ravel() * dx * dy)[::-1].cumsum()\n", + " ps = []\n", + " len_ci = len(confidence_intervals)\n", + " for ci in confidence_intervals:\n", + " p_at_ci = np.sort(p.ravel())[::-1][np.argmin((cumul - ci)**2)]\n", + " ps.append(p_at_ci)\n", + " cs = ax.contour(x, y, p, levels=ps[::-1], colors=[plt.cm.cool(i/(len_ci-1)) for i in range(len_ci)], linewidths=2, linestyles=\"--\")\n", + "\n", + " def fmt(x):\n", + " ci = cumul[np.argmin((x - np.sort(p.ravel())[::-1])**2)]\n", + " s = f\"{ci*100:.1f}\"\n", + " if s.endswith(\"0\"):\n", + " s = f\"{ci*100:.0f}\"\n", + " return rf\"{s} \\%\" if plt.rcParams[\"text.usetex\"] else f\"{s} %\"\n", + " ax.clabel(cs, cs.levels, inline=True, fmt=fmt, fontsize=10)\n", + "\n", + " return ax\n", + "\n", + "\n", + "class Dataset(torch.utils.data.Dataset):\n", + " def __init__(self, distribution, offsets, size=2000, device=DEVICE):\n", + " self.distribution = distribution\n", + " self.size = size\n", + " self.device = device\n", + " self.offsets = offsets\n", + "\n", + " def __len__(self):\n", + " return self.size\n", + "\n", + " def __getitem__(self, index):\n", + " # This method now returns not only the data but also the condition(s)\n", + " dist = self.distribution(width = 0.1, offset = self.offsets[index])\n", + " return dist.sample([1]).to(self.device).view(-1), torch.tensor(self.offsets[index], dtype = torch.float32).to(self.device).view(-1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sigma_x0 = 0.1 # width of distributions\n", + "\n", + "c1, c2 = 0, 0.5 # two different centers of distributions\n", + "\n", + "dist1 = two_moons(width=sigma_x0, offset = c1)\n", + "dist2 = two_moons(width=sigma_x0, offset = c2)\n", + "\n", + "x1 = dist1.sample([10000])\n", + "x2 = dist2.sample([10000])\n", + "\n", + "xmax = 2\n", + "ymax = 2\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", + "ax1 = density_scatter(x1.cpu().numpy(), ax=ax1, s=1)\n", + "ax1.set_title(\"Target distribution 1\")\n", + "ax1.set_ylabel(r\"x$_{2}$\")\n", + "ax1.set_xlabel(r\"x$_{1}$\")\n", + "ax1.set_xlim(-xmax, xmax)\n", + "ax1.set_ylim(-ymax, ymax)\n", + "ax1.scatter(c1, c1, color = 'red')\n", + "ax1.axvline(x = 0, ls = '--', color = 'white')\n", + "ax1.axhline(y = 0, ls = '--', color = 'white')\n", + "\n", + "ax2 = density_scatter(x2.cpu().numpy(), fig=fig, ax=ax2, s=1)\n", + "ax2.set_title(\"Target distribution 2\")\n", + "ax2.set_ylabel(r\"x$_{2}$\")\n", + "ax2.set_xlabel(r\"x$_{1}$\")\n", + "ax2.set_xlim(-xmax, xmax)\n", + "ax2.set_ylim(-ymax, ymax)\n", + "ax2.scatter(c2, c2, color = 'red')\n", + "ax2.axvline(x = 0, ls = '--', color = 'white')\n", + "ax2.axhline(y = 0, ls = '--', color = 'white')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using the Variance Exploding SDE\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 50 | Cost: 1.1e+00 |: 100%|██████████| 50/50 [10:11<00:00, 12.22s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished training after 0.170 hours.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'DSM loss')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from score_models import ScoreModel, MLP\n", + "\n", + "\n", + "offsets = np.repeat(np.linspace(0,1,20),2000)\n", + "\n", + "size = len(offsets)\n", + "\n", + "dataset = Dataset(distribution=two_moons, offsets=offsets, size=size)\n", + "\n", + "\n", + "hyperparameters = {\n", + " \"dimensions\": 2,\n", + " \"units\": 100,\n", + " \"layers\": 4,\n", + " \"time_embedding_dimensions\": 100,\n", + " \"embedding_scale\": 64,\n", + " \"activation\": \"swish\",\n", + " \"time_branch_layers\": 1,\n", + " \"bottleneck\": 32,\n", + " \"attention\": True,\n", + " \"conditioning\": [\"Input\"], \n", + " \"conditioning_channels\": [1]\n", + "}\n", + "net = MLP(**hyperparameters).to(DEVICE)\n", + "model = ScoreModel(model=net, sigma_min=1e-2, sigma_max=10)\n", + "\n", + "# Define any preprocessing function if needed\n", + "def preprocessing_fn(x):\n", + " return x\n", + "\n", + "# Set the hyperparameters and other options for training\n", + "learning_rate = 1e-3\n", + "batch_size = 256\n", + "epochs = 50\n", + "ema_decay = 0.99\n", + "checkpoints_directory = \"models\"\n", + "checkpoints = 10 # save a checkpoint every 10 epochs\n", + "models_to_keep = 1 # only keep one model, erase previous ones\n", + "seed = 42\n", + "\n", + "# Fit the model to the dataset\n", + "losses = model.fit(\n", + " dataset,\n", + " preprocessing_fn=preprocessing_fn,\n", + " learning_rate=learning_rate,\n", + " batch_size=batch_size,\n", + " epochs=epochs,\n", + " ema_decay=ema_decay,\n", + " checkpoints_directory=checkpoints_directory,\n", + " checkpoints=checkpoints,\n", + " models_to_keep=models_to_keep,\n", + " seed=seed\n", + " )\n", + "plt.plot(losses)\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"DSM loss\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling from the prior | t = 0.0 | sigma = 1.1e-02| scale ~ 7.1e-01: 100%|██████████| 100/100 [00:01<00:00, 67.67it/s]\n", + "Sampling from the prior | t = 0.0 | sigma = 1.1e-02| scale ~ 7.1e-01: 100%|██████████| 100/100 [00:01<00:00, 66.32it/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 100 # Number of Euler-Maruyama steps\n", + "\n", + "center1 = 0\n", + "samples1 = model.sample(shape=[10000, 2], steps=N, condition=[torch.ones((10000,1))*center1])\n", + "dist1 = two_moons(width=sigma_x0, offset=center1)\n", + "x1 = dist1.sample([10000])\n", + "\n", + "center2 = 0.5\n", + "samples2 = model.sample(shape=[10000, 2], steps=N, condition=[torch.ones((10000,1))*center2])\n", + "dist2 = two_moons(width=sigma_x0, offset=center2)\n", + "x2 = dist2.sample([10000])\n", + "\n", + "fig, ax = plt.subplots(2, 2, figsize=(10, 10), sharey=True)\n", + "ax[0,0] = density_scatter(x1.cpu().numpy(), ax=ax[0,0], s=1)\n", + "ax[0,0].set_title(\"Target distribution 1\")\n", + "ax[0,0].set_ylabel(r\"x$_{2}$\")\n", + "ax[0,0].set_xlabel(r\"x$_{1}$\")\n", + "ax[0,0].set_xlim(-xmax, xmax)\n", + "ax[0,0].set_ylim(-ymax, ymax)\n", + "ax[0,0].axvline(x = 0, ls = '--', color = 'white')\n", + "ax[0,0].axhline(y = 0, ls = '--', color = 'white')\n", + "ax[0,0].scatter(center1, center1, color = 'red')\n", + "\n", + "\n", + "ax[0,1] = density_scatter(samples1.cpu().numpy(), fig=fig, ax=ax[0,1], s=1)\n", + "ax[0,1].set_title(\"Model samples 1\")\n", + "ax[0,1].set_ylabel(r\"x$_{2}$\")\n", + "ax[0,1].set_xlabel(r\"x$_{1}$\")\n", + "ax[0,1].set_xlim(-xmax, xmax)\n", + "ax[0,1].set_ylim(-ymax, ymax)\n", + "ax[0,1].axvline(x = 0, ls = '--', color = 'white')\n", + "ax[0,1].axhline(y = 0, ls = '--', color = 'white')\n", + "ax[0,1].scatter(center1, center1, color = 'red')\n", + "\n", + "\n", + "ax[1,0] = density_scatter(x2.cpu().numpy(), ax=ax[1,0], s=1)\n", + "ax[1,0].set_title(\"Target distribution 2\")\n", + "ax[1,0].set_ylabel(r\"x$_{2}$\")\n", + "ax[1,0].set_xlabel(r\"x$_{1}$\")\n", + "ax[1,0].set_xlim(-xmax, xmax)\n", + "ax[1,0].set_ylim(-ymax, ymax)\n", + "ax[1,0].axvline(x = 0, ls = '--', color = 'white')\n", + "ax[1,0].axhline(y = 0, ls = '--', color = 'white')\n", + "ax[1,0].scatter(center2, center2, color = 'red')\n", + "\n", + "\n", + "ax[1,1] = density_scatter(samples2.cpu().numpy(), fig=fig, ax=ax[1,1], s=1)\n", + "ax[1,1].set_title(\"Model samples 2\")\n", + "ax[1,1].set_ylabel(r\"x$_{2}$\")\n", + "ax[1,1].set_xlabel(r\"x$_{1}$\")\n", + "ax[1,1].set_xlim(-xmax, xmax)\n", + "ax[1,1].set_ylim(-ymax, ymax)\n", + "ax[1,1].axvline(x = 0, ls = '--', color = 'white')\n", + "ax[1,1].axhline(y = 0, ls = '--', color = 'white')\n", + "ax[1,1].scatter(center2, center2, color = 'red')\n", + "\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LIKELIHOOD ESTIMATION\n", + "We can also take a look at the likelihood for both condition values " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "N_steps = 100\n", + "\n", + "xs = np.linspace(-xmax, xmax, 50)\n", + "ys = np.linspace(-ymax, ymax, 50)\n", + "\n", + "XX, YY = np.meshgrid(xs, ys)\n", + "\n", + "ZZ1 = np.zeros_like(XX)\n", + "ZZ2 = np.zeros_like(XX)\n", + "\n", + "for ii in range(len(xs)):\n", + " for jj in range(len(ys)):\n", + " ZZ1[ii, jj] = model.log_likelihood(torch.tensor([[xs[ii], ys[jj]]], dtype=torch.float32), torch.tensor([[center1]], dtype=torch.float32), ode_steps=N_steps)\n", + " ZZ2[ii, jj] = model.log_likelihood(torch.tensor([[xs[ii], ys[jj]]], dtype=torch.float32), torch.tensor([[center2]], dtype=torch.float32), ode_steps=N_steps)\n", + "\n", + "# Find the global min and max for consistent normalization\n", + "vmin = min(ZZ1.min(), ZZ2.min())\n", + "vmax = max(ZZ1.max(), ZZ2.max())\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (12,4))\n", + "im1 = ax[0].imshow(ZZ1.T, origin='lower', extent=(-xmax, xmax, -ymax, ymax), vmin=vmin, vmax=vmax)\n", + "ax[0].set_title('Likelihood 1')\n", + "\n", + "im2 = ax[1].imshow(ZZ2.T, origin='lower', extent=(-xmax, xmax, -ymax, ymax), vmin=vmin, vmax=vmax)\n", + "ax[1].set_title('Likelihood 2')\n", + "\n", + "fig.colorbar(im2, ax=ax[1])\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "DynaML", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}