From 46dd6743b3929cd9de1a2732d33b88000b104a07 Mon Sep 17 00:00:00 2001 From: Maxim Ziatdinov <34245227+ziatdinovmax@users.noreply.github.com> Date: Fri, 18 Jun 2021 20:49:17 -0400 Subject: [PATCH] Created using Colaboratory --- examples/pyroVED_examples_C_cont_VAE.ipynb | 1057 ++++++++++++++++++++ 1 file changed, 1057 insertions(+) create mode 100644 examples/pyroVED_examples_C_cont_VAE.ipynb diff --git a/examples/pyroVED_examples_C_cont_VAE.ipynb b/examples/pyroVED_examples_C_cont_VAE.ipynb new file mode 100644 index 0000000..222bd5e --- /dev/null +++ b/examples/pyroVED_examples_C_cont_VAE.ipynb @@ -0,0 +1,1057 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "pyroVED_examples_C_cont_VAE.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "caW4JMQ2tcuY" + }, + "source": [ + "# Conditioning VAE on a continuous \"property\" vector\n", + "\n", + "Prepared by Maxim Ziatdinov\n", + "\n", + "\n", + "---\n", + "\n", + "This notebook denonstrates how to condition VAE on a *known* property (orproperties) of the data to help it discover the unknown ones. We demnstrate it using synthetic 1D spectral data with random variations in peak position and width.\n", + "\n", + "---\n", + "\n", + "\n", + "\n", + "E-mail: ziatdinovmax@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-SZPuudhPDiu" + }, + "source": [ + "Install pyroVED package:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DbarJgF9KPu0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "095f0ee3-bf52-4494-e108-938863cdb995" + }, + "source": [ + "!pip install git+https://github.com/ziatdinovmax/pyroved" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting git+https://github.com/ziatdinovmax/pyroved\n", + " Cloning https://github.com/ziatdinovmax/pyroved to /tmp/pip-req-build-g_yddg2_\n", + " Running command git clone -q https://github.com/ziatdinovmax/pyroved /tmp/pip-req-build-g_yddg2_\n", + "Collecting pyro-ppl>=1.6.0\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/aa/7a/fbab572fd385154a0c07b0fa138683aa52e14603bb83d37b198e5f9269b1/pyro_ppl-1.6.0-py3-none-any.whl (634kB)\n", + "\u001b[K |████████████████████████████████| 634kB 15.6MB/s \n", + "\u001b[?25hRequirement already satisfied: matplotlib<3.4,>=3.2 in /usr/local/lib/python3.7/dist-packages (from pyroved==0.2.3) (3.2.2)\n", + "Requirement already satisfied: torchvision>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from pyroved==0.2.3) (0.10.0+cu102)\n", + "Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (1.19.5)\n", + "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (3.3.0)\n", + "Requirement already satisfied: tqdm>=4.36 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (4.41.1)\n", + "Collecting pyro-api>=0.1.1\n", + " Downloading https://files.pythonhosted.org/packages/fc/81/957ae78e6398460a7230b0eb9b8f1cb954c5e913e868e48d89324c68cec7/pyro_api-0.1.2-py3-none-any.whl\n", + "Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.7/dist-packages (from pyro-ppl>=1.6.0->pyroved==0.2.3) (1.9.0+cu102)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (1.3.1)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (2.4.7)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (0.10.0)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.4,>=3.2->pyroved==0.2.3) (2.8.1)\n", + "Requirement already satisfied: pillow>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision>=0.7.0->pyroved==0.2.3) (7.1.2)\n", + "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.8.0->pyro-ppl>=1.6.0->pyroved==0.2.3) (3.7.4.3)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib<3.4,>=3.2->pyroved==0.2.3) (1.15.0)\n", + "Building wheels for collected packages: pyroved\n", + " Building wheel for pyroved (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for pyroved: filename=pyroved-0.2.3-cp37-none-any.whl size=46301 sha256=57f4ad56344e5d42e54fdfe56417ecaed571a2e379a465e0f4d6e07fd1cb43b3\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-ad2mzal0/wheels/2d/11/95/d917fd32a13c6886b23783a3ac409d888b53a5389ae07d26d5\n", + "Successfully built pyroved\n", + "Installing collected packages: pyro-api, pyro-ppl, pyroved\n", + "Successfully installed pyro-api-0.1.2 pyro-ppl-1.6.0 pyroved-0.2.3\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yaevNk8GxmwM" + }, + "source": [ + "Imports:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WK-h3pm5KZyd" + }, + "source": [ + "import pyroved as pv\n", + "import torch\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cwEybJEX0_7r" + }, + "source": [ + "First, we prepare our synthetic data representing 1D Gaussian signals with different widths that is randomly shifted along the *x*-axis and is corrupted by noise." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KT3bq7NJxs1G" + }, + "source": [ + "def gaussian(x, mu, sig):\n", + " return torch.exp(-torch.pow(x - mu, 2.) / (2 * torch.pow(sig, 2.)))\n", + "\n", + "n_samples = 5000 # number of samples\n", + "l_signal = 100 # signal length\n", + "\n", + "# Generate synthetic dataset with randomly shifted noisy 1D signal\n", + "torch.manual_seed(1) # for reproducibility\n", + "x = torch.linspace(-12, 12, l_signal).expand(n_samples, l_signal)\n", + "noise = torch.randint(1, 100, (n_samples, 1)) / 1e3\n", + "mu = torch.randint(-30, 30, size=(n_samples, 1)) / 10\n", + "sig = torch.randint(50, 500, size=(n_samples, 1)) / 1e2\n", + "train_data = gaussian(x, mu, sig) + noise * torch.randn(size=(n_samples, l_signal))\n", + "# Normalize to (0, 1)\n", + "train_data = (train_data - train_data.min()) / (train_data.max() - train_data.min())" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_ouqe1kjg9IJ" + }, + "source": [ + "# Initialize train loader\n", + "train_loader = pv.utils.init_dataloader(train_data.unsqueeze(1), mu, batch_size=64)" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 469 + }, + "id": "YE8vs9-VuKBA", + "outputId": "3c7532ec-98b2-42b5-fe4e-63265dd4f561" + }, + "source": [ + "fig, axes = plt.subplots(8, 8, figsize=(8, 8),\n", + " subplot_kw={'xticks':[], 'yticks':[]},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "for ax, (y, m) in zip(axes.flat, train_loader):\n", + " ax.plot(x[0], y[0, 0])\n", + " ax.set_ylim(-0.15, 1.0)\n", + " ax.text(0.05, 0.05, str(np.around(m[0].item(), decimals=4)),\n", + " transform=ax.transAxes, color='green')" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VR4LX4QQOL6i" + }, + "source": [ + "Train VAE model where our prior is conditioned on a continuous vector $c$ as $p(z|c)$. Here we pass the information about shifts as our $c$ vector." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DqC8GQPaK7RL", + "outputId": "fefd3996-2b18-46e9-ba97-5011c892e5a4" + }, + "source": [ + "in_dim = (100,)\n", + "\n", + "# Initialize VAE (we specify c_dim=1 to add extra-dimension corresponding to c-vector to the decoder)\n", + "vae = pv.models.iVAE(in_dim, latent_dim=2, c_dim=1, invariances=None, seed=0)\n", + "\n", + "# Initialize SVI trainer\n", + "trainer = pv.trainers.SVItrainer(vae)\n", + "\n", + "# Train for n epochs:\n", + "for e in range(250):\n", + " trainer.step(train_loader)\n", + " trainer.print_statistics()" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Epoch: 1 Training loss: 61.1289\n", + "Epoch: 2 Training loss: 59.8919\n", + "Epoch: 3 Training loss: 59.8143\n", + "Epoch: 4 Training loss: 59.6454\n", + "Epoch: 5 Training loss: 59.0023\n", + "Epoch: 6 Training loss: 58.8899\n", + "Epoch: 7 Training loss: 58.8430\n", + "Epoch: 8 Training loss: 58.8052\n", + "Epoch: 9 Training loss: 58.8105\n", + "Epoch: 10 Training loss: 58.8100\n", + "Epoch: 11 Training loss: 58.7720\n", + "Epoch: 12 Training loss: 58.7680\n", + "Epoch: 13 Training loss: 58.7616\n", + "Epoch: 14 Training loss: 58.7508\n", + "Epoch: 15 Training loss: 58.7523\n", + "Epoch: 16 Training loss: 58.7396\n", + "Epoch: 17 Training loss: 58.7439\n", + "Epoch: 18 Training loss: 58.7386\n", + "Epoch: 19 Training loss: 58.7352\n", + "Epoch: 20 Training loss: 58.7352\n", + "Epoch: 21 Training loss: 58.7172\n", + "Epoch: 22 Training loss: 58.7212\n", + "Epoch: 23 Training loss: 58.7244\n", + "Epoch: 24 Training loss: 58.7125\n", + "Epoch: 25 Training loss: 58.7321\n", + "Epoch: 26 Training loss: 58.7284\n", + "Epoch: 27 Training loss: 58.7181\n", + "Epoch: 28 Training loss: 58.7085\n", + "Epoch: 29 Training loss: 58.7266\n", + "Epoch: 30 Training loss: 58.7146\n", + "Epoch: 31 Training loss: 58.7151\n", + "Epoch: 32 Training loss: 58.7282\n", + "Epoch: 33 Training loss: 58.7181\n", + "Epoch: 34 Training loss: 58.7183\n", + "Epoch: 35 Training loss: 58.7015\n", + "Epoch: 36 Training loss: 58.7362\n", + "Epoch: 37 Training loss: 58.7118\n", + "Epoch: 38 Training loss: 58.7108\n", + "Epoch: 39 Training loss: 58.6958\n", + "Epoch: 40 Training loss: 58.6957\n", + "Epoch: 41 Training loss: 58.6973\n", + "Epoch: 42 Training loss: 58.6909\n", + "Epoch: 43 Training loss: 58.6970\n", + "Epoch: 44 Training loss: 58.6859\n", + "Epoch: 45 Training loss: 58.7387\n", + "Epoch: 46 Training loss: 58.6965\n", + "Epoch: 47 Training loss: 58.7066\n", + "Epoch: 48 Training loss: 58.6955\n", + "Epoch: 49 Training loss: 58.6885\n", + "Epoch: 50 Training loss: 58.6877\n", + "Epoch: 51 Training loss: 58.7015\n", + "Epoch: 52 Training loss: 58.7123\n", + "Epoch: 53 Training loss: 58.7016\n", + "Epoch: 54 Training loss: 58.6829\n", + "Epoch: 55 Training loss: 58.6901\n", + 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+ }, + { + "cell_type": "markdown", + "metadata": { + "id": "9cwX2eW1Ppx0" + }, + "source": [ + "Encode the training data into the latent space:" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 396 + }, + "id": "B_jDOtumPm4C", + "outputId": "f5e2a43e-89a4-4f0e-b655-4f4344d52328" + }, + "source": [ + "z_mean, z_sd = vae.encode(train_data)\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", + "im1 = ax1.scatter(z_mean[:, -1], z_mean[:, -2], s=1, c=mu)\n", + "ax1.set_xlabel(\"$z_2$\", fontsize=14)\n", + "ax1.set_ylabel(\"$z_1$\", fontsize=14)\n", + "cbar1 = fig.colorbar(im1, ax=ax1, shrink=.8)\n", + "cbar1.set_label(\"$\\mu$\", fontsize=14)\n", + "ax1.set_xlim(-2, 2)\n", + "ax1.set_ylim(-2, 2)\n", + "im2 = ax2.scatter(z_mean[:, -1], z_mean[:, -2], s=1, c=sig)\n", + "ax2.set_xlabel(\"$z_2$\", fontsize=14)\n", + "ax2.set_ylabel(\"$z_1$\", fontsize=14)\n", + "cbar2 = fig.colorbar(im2, ax=ax2, shrink=.8)\n", + "cbar2.set_label(\"$\\sigma$\", fontsize=14)\n", + "ax2.set_xlim(-2, 2)\n", + "ax2.set_ylim(-2, 2);" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CEVlZG2VuL5Y" + }, + "source": [ + "Our data had only two factors of variation, peak position and peak width. By conditioning the model on the \"known\" property (shift) it was able to clearly identify the unknown one (width). Notice that [without the conditioning](https://colab.research.google.com/github/ziatdinovmax/pyroVED/blob/master/examples/shiftVAE.ipynb?authuser=1#scrollTo=B_jDOtumPm4C&line=8&uniqifier=1), the two factors of variation wouldn't be completely disentangled." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cIZlk3dfPw0g" + }, + "source": [ + "Plot the learned latent manifolds conditioned on the shift:" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "w7qw_GUgPyuW", + "outputId": "ee8de85c-3fb5-4b67-8b71-c8b8fc8a89c2" + }, + "source": [ + "y_all = [-2, 0, 2]\n", + "for y in y_all:\n", + " y = torch.tensor(y).unsqueeze(0)\n", + " vae.manifold2d(10, y)" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YqpMXN84BLXQ" + }, + "source": [ + "Plot the latent variables vs. the ground truth:" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 610 + }, + "id": "abAd16hrB0_i", + "outputId": "1b3d062f-f4dc-4687-d72d-90cf26742c32" + }, + "source": [ + "_, ax = plt.subplots(2, 2, figsize=(10, 10))\n", + "ax[0, 0].scatter(z_mean[:, 0], mu, c='blue')\n", + "ax[0, 0].set_xlabel(\"$\\mu$\", fontsize=14)\n", + "ax[0, 0].set_ylabel(\"Latent variable 1\", fontsize=14)\n", + "ax[0, 1].scatter(z_mean[:, 1], mu, c='blue')\n", + "ax[0, 1].set_xlabel(\"$\\mu$\", fontsize=14)\n", + "ax[0, 1].set_ylabel(\"Latent variable 2\", fontsize=14)\n", + "ax[1, 0].scatter(z_mean[:, 0], sig, c='blue')\n", + "ax[1, 0].set_xlabel(\"$\\sigma$\", fontsize=14)\n", + "ax[1, 0].set_ylabel(\"Latent variable 1\", fontsize=14)\n", + "ax[1, 1].scatter(z_mean[:, 1], sig, c='blue')\n", + "ax[1, 1].set_xlabel(\"$\\sigma$\", fontsize=14)\n", + "ax[1, 1].set_ylabel(\"Latent variable 2\", fontsize=14);" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pm8GgK5715Ek" + }, + "source": [ + "Now let's condition on a 2-dimensional vector containing information on the peak shifts and widths." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sQjQyU7e0P76" + }, + "source": [ + "# Initialize train loader\n", + "train_loader = pv.utils.init_dataloader(\n", + " train_data.unsqueeze(1), torch.cat([mu, sig], -1), batch_size=64)" + ], + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "OGONVp7Yx1mt", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9ed51f3d-c0a0-483b-82ad-3345fe60eed1" + }, + "source": [ + "in_dim = (100,)\n", + "\n", + "# Initialize VAE (we specify c_dim=2 to add extra dimensions corresponding to c-vector to the decoder)\n", + "svae = pv.models.iVAE(in_dim, latent_dim=2, c_dim=2, seed=0)\n", + "\n", + "# Initialize SVI trainer\n", + "trainer = pv.trainers.SVItrainer(svae)\n", + "\n", + "# Train for n epochs:\n", + "for e in range(250):\n", + " trainer.step(train_loader)\n", + " trainer.print_statistics()" + ], + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Epoch: 1 Training loss: 60.0581\n", + "Epoch: 2 Training loss: 57.8816\n", + "Epoch: 3 Training loss: 57.6853\n", + "Epoch: 4 Training loss: 57.5942\n", + "Epoch: 5 Training loss: 57.5242\n", + "Epoch: 6 Training loss: 57.4824\n", + "Epoch: 7 Training loss: 57.4460\n", + "Epoch: 8 Training loss: 57.4231\n", + "Epoch: 9 Training loss: 57.4140\n", + "Epoch: 10 Training loss: 57.4059\n", + "Epoch: 11 Training loss: 57.3960\n", + "Epoch: 12 Training loss: 57.3891\n", + "Epoch: 13 Training loss: 57.3854\n", + "Epoch: 14 Training loss: 57.3818\n", + "Epoch: 15 Training loss: 57.3789\n", + "Epoch: 16 Training loss: 57.3753\n", + "Epoch: 17 Training loss: 57.3730\n", + "Epoch: 18 Training loss: 57.3719\n", + "Epoch: 19 Training loss: 57.3697\n", + "Epoch: 20 Training loss: 57.3681\n", + "Epoch: 21 Training loss: 57.3662\n", + "Epoch: 22 Training loss: 57.3664\n", + "Epoch: 23 Training loss: 57.3644\n", + "Epoch: 24 Training loss: 57.3618\n", + "Epoch: 25 Training loss: 57.3623\n", + "Epoch: 26 Training loss: 57.3616\n", + "Epoch: 27 Training loss: 57.3603\n", + "Epoch: 28 Training loss: 57.3603\n", + "Epoch: 29 Training loss: 57.3601\n", + "Epoch: 30 Training loss: 57.3592\n", + "Epoch: 31 Training loss: 57.3594\n", + "Epoch: 32 Training loss: 57.3573\n", + "Epoch: 33 Training loss: 57.3579\n", + "Epoch: 34 Training loss: 57.3563\n", + "Epoch: 35 Training loss: 57.3559\n", + "Epoch: 36 Training loss: 57.3563\n", + "Epoch: 37 Training loss: 57.3558\n", + "Epoch: 38 Training loss: 57.3555\n", + "Epoch: 39 Training loss: 57.3552\n", + "Epoch: 40 Training loss: 57.3533\n", + "Epoch: 41 Training loss: 57.3547\n", + "Epoch: 42 Training loss: 57.3535\n", + "Epoch: 43 Training loss: 57.3542\n", + "Epoch: 44 Training loss: 57.3526\n", + "Epoch: 45 Training loss: 57.3535\n", + "Epoch: 46 Training loss: 57.3542\n", + "Epoch: 47 Training loss: 57.3540\n", + "Epoch: 48 Training loss: 57.3515\n", + "Epoch: 49 Training loss: 57.3521\n", + "Epoch: 50 Training loss: 57.3521\n", + "Epoch: 51 Training loss: 57.3522\n", + "Epoch: 52 Training loss: 57.3522\n", + "Epoch: 53 Training loss: 57.3531\n", + "Epoch: 54 Training loss: 57.3512\n", + "Epoch: 55 Training loss: 57.3518\n", + "Epoch: 56 Training loss: 57.3515\n", + "Epoch: 57 Training loss: 57.3509\n", + "Epoch: 58 Training loss: 57.3499\n", + "Epoch: 59 Training loss: 57.3508\n", + "Epoch: 60 Training loss: 57.3504\n", + "Epoch: 61 Training loss: 57.3494\n", + "Epoch: 62 Training loss: 57.3501\n", + "Epoch: 63 Training loss: 57.3490\n", + "Epoch: 64 Training loss: 57.3502\n", + "Epoch: 65 Training loss: 57.3499\n", + "Epoch: 66 Training loss: 57.3492\n", + "Epoch: 67 Training loss: 57.3492\n", + "Epoch: 68 Training loss: 57.3486\n", + "Epoch: 69 Training loss: 57.3493\n", + "Epoch: 70 Training loss: 57.3481\n", + "Epoch: 71 Training loss: 57.3492\n", + "Epoch: 72 Training loss: 57.3486\n", + "Epoch: 73 Training loss: 57.3478\n", + "Epoch: 74 Training loss: 57.3481\n", + "Epoch: 75 Training loss: 57.3484\n", + "Epoch: 76 Training loss: 57.3485\n", + "Epoch: 77 Training loss: 57.3483\n", + "Epoch: 78 Training loss: 57.3495\n", + "Epoch: 79 Training loss: 57.3517\n", + "Epoch: 80 Training loss: 57.3478\n", + "Epoch: 81 Training loss: 57.3480\n", + "Epoch: 82 Training loss: 57.3478\n", + "Epoch: 83 Training loss: 57.3476\n", + "Epoch: 84 Training loss: 57.3478\n", + "Epoch: 85 Training loss: 57.3476\n", + "Epoch: 86 Training loss: 57.3474\n", + "Epoch: 87 Training loss: 57.3486\n", + "Epoch: 88 Training loss: 57.3480\n", + "Epoch: 89 Training loss: 57.3478\n", + "Epoch: 90 Training loss: 57.3485\n", + "Epoch: 91 Training loss: 57.3467\n", + "Epoch: 92 Training loss: 57.3450\n", + "Epoch: 93 Training loss: 57.3473\n", + "Epoch: 94 Training loss: 57.3467\n", + "Epoch: 95 Training loss: 57.3463\n", + "Epoch: 96 Training loss: 57.3473\n", + "Epoch: 97 Training loss: 57.3464\n", + "Epoch: 98 Training loss: 57.3451\n", + "Epoch: 99 Training loss: 57.3464\n", + "Epoch: 100 Training loss: 57.3462\n", + "Epoch: 101 Training loss: 57.3468\n", + "Epoch: 102 Training loss: 57.3473\n", + "Epoch: 103 Training loss: 57.3470\n", + "Epoch: 104 Training loss: 57.3465\n", + "Epoch: 105 Training loss: 57.3464\n", + "Epoch: 106 Training loss: 57.3461\n", + "Epoch: 107 Training loss: 57.3469\n", + "Epoch: 108 Training loss: 57.3477\n", + "Epoch: 109 Training loss: 57.3462\n", + "Epoch: 110 Training loss: 57.3459\n", + "Epoch: 111 Training loss: 57.3466\n", + "Epoch: 112 Training loss: 57.3473\n", + "Epoch: 113 Training loss: 57.3458\n", + "Epoch: 114 Training loss: 57.3460\n", + "Epoch: 115 Training loss: 57.3474\n", + "Epoch: 116 Training loss: 57.3467\n", + "Epoch: 117 Training loss: 57.3448\n", + "Epoch: 118 Training loss: 57.3466\n", + "Epoch: 119 Training loss: 57.3449\n", + "Epoch: 120 Training loss: 57.3453\n", + "Epoch: 121 Training loss: 57.3446\n", + "Epoch: 122 Training loss: 57.3457\n", + "Epoch: 123 Training loss: 57.3460\n", + "Epoch: 124 Training loss: 57.3455\n", + "Epoch: 125 Training loss: 57.3450\n", + "Epoch: 126 Training loss: 57.3452\n", + "Epoch: 127 Training loss: 57.3451\n", + "Epoch: 128 Training loss: 57.3454\n", + "Epoch: 129 Training loss: 57.3454\n", + "Epoch: 130 Training loss: 57.3454\n", + "Epoch: 131 Training loss: 57.3457\n", + "Epoch: 132 Training loss: 57.3442\n", + "Epoch: 133 Training loss: 57.3451\n", + "Epoch: 134 Training loss: 57.3441\n", + "Epoch: 135 Training loss: 57.3462\n", + "Epoch: 136 Training loss: 57.3444\n", + "Epoch: 137 Training loss: 57.3447\n", + "Epoch: 138 Training loss: 57.3450\n", + "Epoch: 139 Training loss: 57.3468\n", + "Epoch: 140 Training loss: 57.3454\n", + "Epoch: 141 Training loss: 57.3447\n", + "Epoch: 142 Training loss: 57.3457\n", + "Epoch: 143 Training loss: 57.3442\n", + "Epoch: 144 Training loss: 57.3438\n", + "Epoch: 145 Training loss: 57.3447\n", + "Epoch: 146 Training loss: 57.3449\n", + "Epoch: 147 Training loss: 57.3453\n", + "Epoch: 148 Training loss: 57.3439\n", + "Epoch: 149 Training loss: 57.3444\n", + "Epoch: 150 Training loss: 57.3434\n", + "Epoch: 151 Training loss: 57.3443\n", + "Epoch: 152 Training loss: 57.3434\n", + "Epoch: 153 Training loss: 57.3451\n", + "Epoch: 154 Training loss: 57.3435\n", + "Epoch: 155 Training loss: 57.3431\n", + "Epoch: 156 Training loss: 57.3438\n", + "Epoch: 157 Training loss: 57.3448\n", + "Epoch: 158 Training loss: 57.3442\n", + "Epoch: 159 Training loss: 57.3452\n", + "Epoch: 160 Training loss: 57.3435\n", + "Epoch: 161 Training loss: 57.3448\n", + "Epoch: 162 Training loss: 57.3436\n", + "Epoch: 163 Training loss: 57.3451\n", + "Epoch: 164 Training loss: 57.3432\n", + "Epoch: 165 Training loss: 57.3436\n", + "Epoch: 166 Training loss: 57.3435\n", + "Epoch: 167 Training loss: 57.3435\n", + "Epoch: 168 Training loss: 57.3432\n", + "Epoch: 169 Training loss: 57.3435\n", + "Epoch: 170 Training loss: 57.3439\n", + "Epoch: 171 Training loss: 57.3433\n", + "Epoch: 172 Training loss: 57.3436\n", + "Epoch: 173 Training loss: 57.3428\n", + "Epoch: 174 Training loss: 57.3435\n", + "Epoch: 175 Training loss: 57.3435\n", + "Epoch: 176 Training loss: 57.3432\n", + "Epoch: 177 Training loss: 57.3437\n", + "Epoch: 178 Training loss: 57.3431\n", + "Epoch: 179 Training loss: 57.3430\n", + "Epoch: 180 Training loss: 57.3434\n", + "Epoch: 181 Training loss: 57.3423\n", + "Epoch: 182 Training loss: 57.3440\n", + "Epoch: 183 Training loss: 57.3437\n", + "Epoch: 184 Training loss: 57.3454\n", + "Epoch: 185 Training loss: 57.3438\n", + "Epoch: 186 Training loss: 57.3431\n", + "Epoch: 187 Training loss: 57.3429\n", + "Epoch: 188 Training loss: 57.3437\n", + "Epoch: 189 Training loss: 57.3427\n", + "Epoch: 190 Training loss: 57.3424\n", + "Epoch: 191 Training loss: 57.3431\n", + "Epoch: 192 Training loss: 57.3436\n", + "Epoch: 193 Training loss: 57.3434\n", + "Epoch: 194 Training loss: 57.3437\n", + "Epoch: 195 Training loss: 57.3436\n", + "Epoch: 196 Training loss: 57.3432\n", + "Epoch: 197 Training loss: 57.3434\n", + "Epoch: 198 Training loss: 57.3420\n", + "Epoch: 199 Training loss: 57.3432\n", + "Epoch: 200 Training loss: 57.3431\n", + "Epoch: 201 Training loss: 57.3439\n", + "Epoch: 202 Training loss: 57.3440\n", + "Epoch: 203 Training loss: 57.3425\n", + "Epoch: 204 Training loss: 57.3427\n", + "Epoch: 205 Training loss: 57.3423\n", + "Epoch: 206 Training loss: 57.3425\n", + "Epoch: 207 Training loss: 57.3427\n", + "Epoch: 208 Training loss: 57.3426\n", + "Epoch: 209 Training loss: 57.3421\n", + "Epoch: 210 Training loss: 57.3422\n", + "Epoch: 211 Training loss: 57.3422\n", + "Epoch: 212 Training loss: 57.3436\n", + "Epoch: 213 Training loss: 57.3425\n", + "Epoch: 214 Training loss: 57.3440\n", + "Epoch: 215 Training loss: 57.3444\n", + "Epoch: 216 Training loss: 57.3418\n", + "Epoch: 217 Training loss: 57.3434\n", + "Epoch: 218 Training loss: 57.3430\n", + "Epoch: 219 Training loss: 57.3421\n", + "Epoch: 220 Training loss: 57.3431\n", + "Epoch: 221 Training loss: 57.3418\n", + "Epoch: 222 Training loss: 57.3423\n", + "Epoch: 223 Training loss: 57.3410\n", + "Epoch: 224 Training loss: 57.3421\n", + "Epoch: 225 Training loss: 57.3420\n", + "Epoch: 226 Training loss: 57.3416\n", + "Epoch: 227 Training loss: 57.3418\n", + "Epoch: 228 Training loss: 57.3421\n", + "Epoch: 229 Training loss: 57.3430\n", + "Epoch: 230 Training loss: 57.3421\n", + "Epoch: 231 Training loss: 57.3421\n", + "Epoch: 232 Training loss: 57.3421\n", + "Epoch: 233 Training loss: 57.3420\n", + "Epoch: 234 Training loss: 57.3435\n", + "Epoch: 235 Training loss: 57.3419\n", + "Epoch: 236 Training loss: 57.3428\n", + "Epoch: 237 Training loss: 57.3435\n", + "Epoch: 238 Training loss: 57.3425\n", + "Epoch: 239 Training loss: 57.3413\n", + "Epoch: 240 Training loss: 57.3424\n", + "Epoch: 241 Training loss: 57.3418\n", + "Epoch: 242 Training loss: 57.3420\n", + "Epoch: 243 Training loss: 57.3421\n", + "Epoch: 244 Training loss: 57.3415\n", + "Epoch: 245 Training loss: 57.3425\n", + "Epoch: 246 Training loss: 57.3433\n", + "Epoch: 247 Training loss: 57.3421\n", + "Epoch: 248 Training loss: 57.3431\n", + "Epoch: 249 Training loss: 57.3425\n", + "Epoch: 250 Training loss: 57.3428\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "N-CEtHptyLki", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 396 + }, + "outputId": "7bfd62d9-a93d-4c87-b336-6de18b31affd" + }, + "source": [ + "z_mean, z_sd = svae.encode(train_data)\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", + "im1 = ax1.scatter(z_mean[:, -1], z_mean[:, -2], s=1, c=mu)\n", + "ax1.set_xlabel(\"$z_2$\", fontsize=14)\n", + "ax1.set_ylabel(\"$z_1$\", fontsize=14)\n", + "cbar1 = fig.colorbar(im1, ax=ax1, shrink=.8)\n", + "cbar1.set_label(\"$\\mu$\", fontsize=14)\n", + "ax1.set_xlim(-2, 2)\n", + "ax1.set_ylim(-2, 2)\n", + "im2 = ax2.scatter(z_mean[:, -1], z_mean[:, -2], s=1, c=sig)\n", + "ax2.set_xlabel(\"$z_2$\", fontsize=14)\n", + "ax2.set_ylabel(\"$z_1$\", fontsize=14)\n", + "cbar2 = fig.colorbar(im2, ax=ax2, shrink=.8)\n", + "cbar2.set_label(\"$\\sigma$\", fontsize=14)\n", + "ax2.set_xlim(-2, 2)\n", + "ax2.set_ylim(-2, 2);" + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iNZDLMzszrYN" + }, + "source": [ + "As expected, the latent space is collapsed (there are no factors of variation left to discover)." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "jXKvLoHM2Mam" + }, + "source": [ + "" + ], + "execution_count": 12, + "outputs": [] + } + ] +} \ No newline at end of file