{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Ndo4ERqnwQOU" }, "source": [ "##### Copyright 2020 The TensorFlow Authors." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2024-07-19T01:30:27.467479Z", "iopub.status.busy": "2024-07-19T01:30:27.467089Z", "iopub.status.idle": "2024-07-19T01:30:27.470850Z", "shell.execute_reply": "2024-07-19T01:30:27.470307Z" }, "id": "MTKwbguKwT4R" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "xfNT-mlFwxVM" }, "source": [ "# Convolutional Variational Autoencoder" ] }, { "cell_type": "markdown", "metadata": { "id": "0TD5ZrvEMbhZ" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
\n", " \n", " \n", " View on TensorFlow.org\n", " \n", " \n", " \n", " Run in Google Colab\n", " \n", " \n", " \n", " View source on GitHub\n", " \n", " Download notebook\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "ITZuApL56Mny" }, "source": [ "This notebook demonstrates how to train a Variational Autoencoder (VAE) ([1](https://arxiv.org/abs/1312.6114), [2](https://arxiv.org/abs/1401.4082)) on the MNIST dataset. A VAE is a probabilistic take on the autoencoder, a model which takes high dimensional input data and compresses it into a smaller representation. Unlike a traditional autoencoder, which maps the input onto a latent vector, a VAE maps the input data into the parameters of a probability distribution, such as the mean and variance of a Gaussian. This approach produces a continuous, structured latent space, which is useful for image generation.\n", "\n", "![CVAE image latent space](images/cvae_latent_space.jpg)" ] }, { "cell_type": "markdown", "metadata": { "id": "e1_Y75QXJS6h" }, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:27.474431Z", "iopub.status.busy": "2024-07-19T01:30:27.473863Z", "iopub.status.idle": "2024-07-19T01:30:37.614563Z", "shell.execute_reply": "2024-07-19T01:30:37.613721Z" }, "id": "P-JuIu2N_SQf" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting tensorflow-probability\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Downloading tensorflow_probability-0.24.0-py2.py3-none-any.whl.metadata (13 kB)\r\n", "Requirement already satisfied: absl-py in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (2.1.0)\r\n", "Requirement already 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[ "Downloading tensorflow_probability-0.24.0-py2.py3-none-any.whl (6.9 MB)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading cloudpickle-3.0.0-py3-none-any.whl (20 kB)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Installing collected packages: cloudpickle, tensorflow-probability\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Successfully installed cloudpickle-3.0.0 tensorflow-probability-0.24.0\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: imageio in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (2.34.2)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: numpy in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from imageio) (1.26.4)\r\n", "Requirement already satisfied: pillow>=8.3.2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from imageio) (10.4.0)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Collecting git+https://github.com/tensorflow/docs\r\n", " Cloning https://github.com/tensorflow/docs to /tmpfs/tmp/pip-req-build-h7nn_1gg\r\n", " Running command git clone --filter=blob:none --quiet https://github.com/tensorflow/docs /tmpfs/tmp/pip-req-build-h7nn_1gg\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Resolved https://github.com/tensorflow/docs to commit 773bcc865af5d5a45b405c80faf6fcc3cc510d7d\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Preparing metadata (setup.py) ... \u001b[?25l-" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b \bdone\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[?25hCollecting astor (from tensorflow-docs==2024.7.15.51478)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Downloading astor-0.8.1-py2.py3-none-any.whl.metadata (4.2 kB)\r\n", "Requirement already satisfied: absl-py in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from 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tensorflow-docs: filename=tensorflow_docs-2024.7.15.51478-py3-none-any.whl size=182587 sha256=3409e30df0ff890cc5efa1bfecf25a445b7a1c26586820bdc77c044e273d0282\r\n", " Stored in directory: /tmpfs/tmp/pip-ephem-wheel-cache-7p0ot2y2/wheels/fc/f8/3b/5d21409a59cb1be9b1ade11f682039ced75b84de9dd6a0c8de\r\n", "Successfully built tensorflow-docs\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Installing collected packages: astor, tensorflow-docs\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Successfully installed astor-0.8.1 tensorflow-docs-2024.7.15.51478\r\n" ] } ], "source": [ "!pip install tensorflow-probability\n", "\n", "# to generate gifs\n", "!pip install imageio\n", "!pip install git+https://github.com/tensorflow/docs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:37.618811Z", "iopub.status.busy": "2024-07-19T01:30:37.618549Z", "iopub.status.idle": "2024-07-19T01:30:40.805376Z", "shell.execute_reply": "2024-07-19T01:30:40.804564Z" }, "id": "YfIk2es3hJEd" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-07-19 01:30:38.342004: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-07-19 01:30:38.363631: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-07-19 01:30:38.370108: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n" ] } ], "source": [ "from IPython import display\n", "\n", "import glob\n", "import imageio\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import PIL\n", "import tensorflow as tf\n", "import tensorflow_probability as tfp\n", "import time" ] }, { "cell_type": "markdown", "metadata": { "id": "iYn4MdZnKCey" }, "source": [ "## Load the MNIST dataset\n", "Each MNIST image is originally a vector of 784 integers, each of which is between 0-255 and represents the intensity of a pixel. Model each pixel with a Bernoulli distribution in our model, and statically binarize the dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:40.809801Z", "iopub.status.busy": "2024-07-19T01:30:40.809162Z", "iopub.status.idle": "2024-07-19T01:30:41.184858Z", "shell.execute_reply": "2024-07-19T01:30:41.184124Z" }, "id": "a4fYMGxGhrna" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "\u001b[1m 0/11490434\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 0s/step" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" ] } ], "source": [ "(train_images, _), (test_images, _) = tf.keras.datasets.mnist.load_data()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:41.188844Z", "iopub.status.busy": "2024-07-19T01:30:41.188545Z", "iopub.status.idle": "2024-07-19T01:30:41.728260Z", "shell.execute_reply": "2024-07-19T01:30:41.727518Z" }, "id": "NFC2ghIdiZYE" }, "outputs": [], "source": [ "def preprocess_images(images):\n", " images = images.reshape((images.shape[0], 28, 28, 1)) / 255.\n", " return np.where(images > .5, 1.0, 0.0).astype('float32')\n", "\n", "train_images = preprocess_images(train_images)\n", "test_images = preprocess_images(test_images)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:41.732188Z", "iopub.status.busy": "2024-07-19T01:30:41.731882Z", "iopub.status.idle": "2024-07-19T01:30:41.735156Z", "shell.execute_reply": "2024-07-19T01:30:41.734580Z" }, "id": "S4PIDhoDLbsZ" }, "outputs": [], "source": [ "train_size = 60000\n", "batch_size = 32\n", "test_size = 10000" ] }, { "cell_type": "markdown", "metadata": { "id": "PIGN6ouoQxt3" }, "source": [ "## Use *tf.data* to batch and shuffle the data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:41.738376Z", "iopub.status.busy": "2024-07-19T01:30:41.738142Z", "iopub.status.idle": "2024-07-19T01:30:44.488618Z", "shell.execute_reply": "2024-07-19T01:30:44.487942Z" }, "id": "-yKCCQOoJ7cn" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "I0000 00:00:1721352642.351068 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "I0000 00:00:1721352642.355091 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.358649 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.362175 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.373764 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.377289 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.380561 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.383904 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.387324 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.390869 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.394180 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352642.397590 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.644752 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.647036 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.649085 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.651174 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.653386 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.655453 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.657394 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.659382 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.661502 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.663573 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.665510 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.667510 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.706138 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.708308 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.710309 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.712329 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.714578 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.716662 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.718598 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.720588 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.722732 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.725317 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.727813 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "I0000 00:00:1721352643.730233 16272 cuda_executor.cc:1015] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n" ] } ], "source": [ "train_dataset = (tf.data.Dataset.from_tensor_slices(train_images)\n", " .shuffle(train_size).batch(batch_size))\n", "test_dataset = (tf.data.Dataset.from_tensor_slices(test_images)\n", " .shuffle(test_size).batch(batch_size))" ] }, { "cell_type": "markdown", "metadata": { "id": "THY-sZMiQ4UV" }, "source": [ "## Define the encoder and decoder networks with *tf.keras.Sequential*\n", "\n", "In this VAE example, use two small ConvNets for the encoder and decoder networks. In the literature, these networks are also referred to as inference/recognition and generative models respectively. Use `tf.keras.Sequential` to simplify implementation. Let $x$ and $z$ denote the observation and latent variable respectively in the following descriptions.\n", "\n", "### Encoder network\n", "This defines the approximate posterior distribution $q(z|x)$, which takes as input an observation and outputs a set of parameters for specifying the conditional distribution of the latent representation $z$. \n", "In this example, simply model the distribution as a diagonal Gaussian, and the network outputs the mean and log-variance parameters of a factorized Gaussian. \n", "Output log-variance instead of the variance directly for numerical stability.\n", "\n", "### Decoder network \n", "This defines the conditional distribution of the observation $p(x|z)$, which takes a latent sample $z$ as input and outputs the parameters for a conditional distribution of the observation.\n", "Model the latent distribution prior $p(z)$ as a unit Gaussian.\n", "\n", "### Reparameterization trick\n", "To generate a sample $z$ for the decoder during training, you can sample from the latent distribution defined by the parameters outputted by the encoder, given an input observation $x$.\n", "However, this sampling operation creates a bottleneck because backpropagation cannot flow through a random node.\n", "\n", "To address this, use a reparameterization trick.\n", "In our example, you approximate $z$ using the decoder parameters and another parameter $\\epsilon$ as follows:\n", "\n", "$$z = \\mu + \\sigma \\odot \\epsilon$$\n", "\n", "where $\\mu$ and $\\sigma$ represent the mean and standard deviation of a Gaussian distribution respectively. They can be derived from the decoder output. The $\\epsilon$ can be thought of as a random noise used to maintain stochasticity of $z$. Generate $\\epsilon$ from a standard normal distribution.\n", "\n", "The latent variable $z$ is now generated by a function of $\\mu$, $\\sigma$ and $\\epsilon$, which would enable the model to backpropagate gradients in the encoder through $\\mu$ and $\\sigma$ respectively, while maintaining stochasticity through $\\epsilon$.\n", "\n", "### Network architecture\n", "For the encoder network, use two convolutional layers followed by a fully-connected layer. In the decoder network, mirror this architecture by using a fully-connected layer followed by three convolution transpose layers (a.k.a. deconvolutional layers in some contexts). Note, it's common practice to avoid using batch normalization when training VAEs, since the additional stochasticity due to using mini-batches may aggravate instability on top of the stochasticity from sampling.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.492152Z", "iopub.status.busy": "2024-07-19T01:30:44.491908Z", "iopub.status.idle": "2024-07-19T01:30:44.501952Z", "shell.execute_reply": "2024-07-19T01:30:44.501359Z" }, "id": "VGLbvBEmjK0a" }, "outputs": [], "source": [ "class CVAE(tf.keras.Model):\n", " \"\"\"Convolutional variational autoencoder.\"\"\"\n", "\n", " def __init__(self, latent_dim):\n", " super(CVAE, self).__init__()\n", " self.latent_dim = latent_dim\n", " self.encoder = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.InputLayer(input_shape=(28, 28, 1)),\n", " tf.keras.layers.Conv2D(\n", " filters=32, kernel_size=3, strides=(2, 2), activation='relu'),\n", " tf.keras.layers.Conv2D(\n", " filters=64, kernel_size=3, strides=(2, 2), activation='relu'),\n", " tf.keras.layers.Flatten(),\n", " # No activation\n", " tf.keras.layers.Dense(latent_dim + latent_dim),\n", " ]\n", " )\n", "\n", " self.decoder = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.InputLayer(input_shape=(latent_dim,)),\n", " tf.keras.layers.Dense(units=7*7*32, activation=tf.nn.relu),\n", " tf.keras.layers.Reshape(target_shape=(7, 7, 32)),\n", " tf.keras.layers.Conv2DTranspose(\n", " filters=64, kernel_size=3, strides=2, padding='same',\n", " activation='relu'),\n", " tf.keras.layers.Conv2DTranspose(\n", " filters=32, kernel_size=3, strides=2, padding='same',\n", " activation='relu'),\n", " # No activation\n", " tf.keras.layers.Conv2DTranspose(\n", " filters=1, kernel_size=3, strides=1, padding='same'),\n", " ]\n", " )\n", "\n", " @tf.function\n", " def sample(self, eps=None):\n", " if eps is None:\n", " eps = tf.random.normal(shape=(100, self.latent_dim))\n", " return self.decode(eps, apply_sigmoid=True)\n", "\n", " def encode(self, x):\n", " mean, logvar = tf.split(self.encoder(x), num_or_size_splits=2, axis=1)\n", " return mean, logvar\n", "\n", " def reparameterize(self, mean, logvar):\n", " eps = tf.random.normal(shape=mean.shape)\n", " return eps * tf.exp(logvar * .5) + mean\n", "\n", " def decode(self, z, apply_sigmoid=False):\n", " logits = self.decoder(z)\n", " if apply_sigmoid:\n", " probs = tf.sigmoid(logits)\n", " return probs\n", " return logits" ] }, { "cell_type": "markdown", "metadata": { "id": "0FMYgY_mPfTi" }, "source": [ "## Define the loss function and the optimizer\n", "\n", "VAEs train by maximizing the evidence lower bound (ELBO) on the marginal log-likelihood:\n", "\n", "$$\\log p(x) \\ge \\text{ELBO} = \\mathbb{E}_{q(z|x)}\\left[\\log \\frac{p(x, z)}{q(z|x)}\\right].$$\n", "\n", "In practice, optimize the single sample Monte Carlo estimate of this expectation:\n", "\n", "$$\\log p(x| z) + \\log p(z) - \\log q(z|x),$$\n", "where $z$ is sampled from $q(z|x)$.\n", "\n", "Note: You could also analytically compute the KL term, but here you incorporate all three terms in the Monte Carlo estimator for simplicity." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.504940Z", "iopub.status.busy": "2024-07-19T01:30:44.504698Z", "iopub.status.idle": "2024-07-19T01:30:44.515977Z", "shell.execute_reply": "2024-07-19T01:30:44.515357Z" }, "id": "iWCn_PVdEJZ7" }, "outputs": [], "source": [ "optimizer = tf.keras.optimizers.Adam(1e-4)\n", "\n", "\n", "def log_normal_pdf(sample, mean, logvar, raxis=1):\n", " log2pi = tf.math.log(2. * np.pi)\n", " return tf.reduce_sum(\n", " -.5 * ((sample - mean) ** 2. * tf.exp(-logvar) + logvar + log2pi),\n", " axis=raxis)\n", "\n", "\n", "def compute_loss(model, x):\n", " mean, logvar = model.encode(x)\n", " z = model.reparameterize(mean, logvar)\n", " x_logit = model.decode(z)\n", " cross_ent = tf.nn.sigmoid_cross_entropy_with_logits(logits=x_logit, labels=x)\n", " logpx_z = -tf.reduce_sum(cross_ent, axis=[1, 2, 3])\n", " logpz = log_normal_pdf(z, 0., 0.)\n", " logqz_x = log_normal_pdf(z, mean, logvar)\n", " return -tf.reduce_mean(logpx_z + logpz - logqz_x)\n", "\n", "\n", "@tf.function\n", "def train_step(model, x, optimizer):\n", " \"\"\"Executes one training step and returns the loss.\n", "\n", " This function computes the loss and gradients, and uses the latter to\n", " update the model's parameters.\n", " \"\"\"\n", " with tf.GradientTape() as tape:\n", " loss = compute_loss(model, x)\n", " gradients = tape.gradient(loss, model.trainable_variables)\n", " optimizer.apply_gradients(zip(gradients, model.trainable_variables))" ] }, { "cell_type": "markdown", "metadata": { "id": "Rw1fkAczTQYh" }, "source": [ "## Training\n", "\n", "* Start by iterating over the dataset\n", "* During each iteration, pass the image to the encoder to obtain a set of mean and log-variance parameters of the approximate posterior $q(z|x)$\n", "* then apply the *reparameterization trick* to sample from $q(z|x)$\n", "* Finally, pass the reparameterized samples to the decoder to obtain the logits of the generative distribution $p(x|z)$\n", "* Note: Since you use the dataset loaded by keras with 60k datapoints in the training set and 10k datapoints in the test set, our resulting ELBO on the test set is slightly higher than reported results in the literature which uses dynamic binarization of Larochelle's MNIST.\n", "\n", "### Generating images\n", "\n", "* After training, it is time to generate some images\n", "* Start by sampling a set of latent vectors from the unit Gaussian prior distribution $p(z)$\n", "* The generator will then convert the latent sample $z$ to logits of the observation, giving a distribution $p(x|z)$\n", "* Here, plot the probabilities of Bernoulli distributions\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.519140Z", "iopub.status.busy": "2024-07-19T01:30:44.518914Z", "iopub.status.idle": "2024-07-19T01:30:44.598197Z", "shell.execute_reply": "2024-07-19T01:30:44.597560Z" }, "id": "NS2GWywBbAWo" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmpfs/src/tf_docs_env/lib/python3.9/site-packages/keras/src/layers/core/input_layer.py:26: UserWarning: Argument `input_shape` is deprecated. Use `shape` instead.\n", " warnings.warn(\n" ] } ], "source": [ "epochs = 10\n", "# set the dimensionality of the latent space to a plane for visualization later\n", "latent_dim = 2\n", "num_examples_to_generate = 16\n", "\n", "# keeping the random vector constant for generation (prediction) so\n", "# it will be easier to see the improvement.\n", "random_vector_for_generation = tf.random.normal(\n", " shape=[num_examples_to_generate, latent_dim])\n", "model = CVAE(latent_dim)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.601063Z", "iopub.status.busy": "2024-07-19T01:30:44.600839Z", "iopub.status.idle": "2024-07-19T01:30:44.605396Z", "shell.execute_reply": "2024-07-19T01:30:44.604814Z" }, "id": "RmdVsmvhPxyy" }, "outputs": [], "source": [ "def generate_and_save_images(model, epoch, test_sample):\n", " mean, logvar = model.encode(test_sample)\n", " z = model.reparameterize(mean, logvar)\n", " predictions = model.sample(z)\n", " fig = plt.figure(figsize=(4, 4))\n", "\n", " for i in range(predictions.shape[0]):\n", " plt.subplot(4, 4, i + 1)\n", " plt.imshow(predictions[i, :, :, 0], cmap='gray')\n", " plt.axis('off')\n", "\n", " # tight_layout minimizes the overlap between 2 sub-plots\n", " plt.savefig('image_at_epoch_{:04d}.png'.format(epoch))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.608542Z", "iopub.status.busy": "2024-07-19T01:30:44.608016Z", "iopub.status.idle": "2024-07-19T01:30:44.658161Z", "shell.execute_reply": "2024-07-19T01:30:44.657412Z" }, "id": "swCyrbqQQ-Ri" }, "outputs": [], "source": [ "# Pick a sample of the test set for generating output images\n", "assert batch_size >= num_examples_to_generate\n", "for test_batch in test_dataset.take(1):\n", " test_sample = test_batch[0:num_examples_to_generate, :, :, :]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:30:44.662006Z", "iopub.status.busy": "2024-07-19T01:30:44.661461Z", "iopub.status.idle": "2024-07-19T01:32:48.679509Z", "shell.execute_reply": "2024-07-19T01:32:48.678738Z" }, "id": "2M7LmLtGEMQJ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 10, Test set ELBO: -156.21522521972656, time elapse for current epoch: 7.375660181045532\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generate_and_save_images(model, 0, test_sample)\n", "\n", "for epoch in range(1, epochs + 1):\n", " start_time = time.time()\n", " for train_x in train_dataset:\n", " train_step(model, train_x, optimizer)\n", " end_time = time.time()\n", "\n", " loss = tf.keras.metrics.Mean()\n", " for test_x in test_dataset:\n", " loss(compute_loss(model, test_x))\n", " elbo = -loss.result()\n", " display.clear_output(wait=False)\n", " print('Epoch: {}, Test set ELBO: {}, time elapse for current epoch: {}'\n", " .format(epoch, elbo, end_time - start_time))\n", " generate_and_save_images(model, epoch, test_sample)" ] }, { "cell_type": "markdown", "metadata": { "id": "P4M_vIbUi7c0" }, "source": [ "### Display a generated image from the last training epoch" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:32:48.683177Z", "iopub.status.busy": "2024-07-19T01:32:48.682559Z", "iopub.status.idle": "2024-07-19T01:32:48.685972Z", "shell.execute_reply": "2024-07-19T01:32:48.685406Z" }, "id": "WfO5wCdclHGL" }, "outputs": [], "source": [ "def display_image(epoch_no):\n", " return PIL.Image.open('image_at_epoch_{:04d}.png'.format(epoch_no))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:32:48.688964Z", "iopub.status.busy": "2024-07-19T01:32:48.688446Z", "iopub.status.idle": "2024-07-19T01:32:48.765882Z", "shell.execute_reply": "2024-07-19T01:32:48.765266Z" }, "id": "5x3q9_Oe5q0A" }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 399.5, -0.5)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(display_image(epoch))\n", "plt.axis('off') # Display images" ] }, { "cell_type": "markdown", "metadata": { "id": "NywiH3nL8guF" }, "source": [ "### Display an animated GIF of all the saved images" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:32:48.769048Z", "iopub.status.busy": "2024-07-19T01:32:48.768756Z", "iopub.status.idle": "2024-07-19T01:32:48.926909Z", "shell.execute_reply": "2024-07-19T01:32:48.926284Z" }, "id": "IGKQgENQ8lEI" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmpfs/tmp/ipykernel_16272/1290275450.py:7: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n", " image = imageio.imread(filename)\n", "/tmpfs/tmp/ipykernel_16272/1290275450.py:9: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n", " image = imageio.imread(filename)\n" ] } ], "source": [ "anim_file = 'cvae.gif'\n", "\n", "with imageio.get_writer(anim_file, mode='I') as writer:\n", " filenames = glob.glob('image*.png')\n", " filenames = sorted(filenames)\n", " for filename in filenames:\n", " image = imageio.imread(filename)\n", " writer.append_data(image)\n", " image = imageio.imread(filename)\n", " writer.append_data(image)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:32:48.930114Z", "iopub.status.busy": "2024-07-19T01:32:48.929820Z", "iopub.status.idle": "2024-07-19T01:32:48.940516Z", "shell.execute_reply": "2024-07-19T01:32:48.939906Z" }, "id": "2ZqAEtdqUmJF" }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import tensorflow_docs.vis.embed as embed\n", "embed.embed_file(anim_file)" ] }, { "cell_type": "markdown", "metadata": { "id": "PeunRU6TSumT" }, "source": [ "### Display a 2D manifold of digits from the latent space\n", "\n", "Running the code below will show a continuous distribution of the different digit classes, with each digit morphing into another across the 2D latent space. Use [TensorFlow Probability](https://www.tensorflow.org/probability) to generate a standard normal distribution for the latent space." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "cellView": "code", "execution": { "iopub.execute_input": "2024-07-19T01:32:48.945035Z", "iopub.status.busy": "2024-07-19T01:32:48.944528Z", "iopub.status.idle": "2024-07-19T01:32:48.950634Z", "shell.execute_reply": "2024-07-19T01:32:48.950002Z" }, "id": "mNcaaYPBS3mj" }, "outputs": [], "source": [ "def plot_latent_images(model, n, digit_size=28):\n", " \"\"\"Plots n x n digit images decoded from the latent space.\"\"\"\n", "\n", " norm = tfp.distributions.Normal(0, 1)\n", " grid_x = norm.quantile(np.linspace(0.05, 0.95, n))\n", " grid_y = norm.quantile(np.linspace(0.05, 0.95, n))\n", " image_width = digit_size*n\n", " image_height = image_width\n", " image = np.zeros((image_height, image_width))\n", "\n", " for i, yi in enumerate(grid_x):\n", " for j, xi in enumerate(grid_y):\n", " z = np.array([[xi, yi]])\n", " x_decoded = model.sample(z)\n", " digit = tf.reshape(x_decoded[0], (digit_size, digit_size))\n", " image[i * digit_size: (i + 1) * digit_size,\n", " j * digit_size: (j + 1) * digit_size] = digit.numpy()\n", "\n", " plt.figure(figsize=(10, 10))\n", " plt.imshow(image, cmap='Greys_r')\n", " plt.axis('Off')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2024-07-19T01:32:48.953797Z", "iopub.status.busy": "2024-07-19T01:32:48.953249Z", "iopub.status.idle": "2024-07-19T01:32:50.168353Z", "shell.execute_reply": "2024-07-19T01:32:50.167677Z" }, "id": "F-ZG69QCZnGY" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "W0000 00:00:1721352769.018876 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.020093 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.021224 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.022343 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.023468 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.024744 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.026066 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.032301 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.035066 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.036222 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.037402 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.038570 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.039790 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.041086 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.042403 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.044057 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.047623 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.048794 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.049909 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.051048 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.052241 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.053375 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.054575 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.055717 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.056867 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n", "W0000 00:00:1721352769.058011 16475 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n" ] }, { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_latent_images(model, 20)" ] }, { "cell_type": "markdown", "metadata": { "id": "HrJRef8Ln945" }, "source": [ "## Next steps\n", "\n", "This tutorial has demonstrated how to implement a convolutional variational autoencoder using TensorFlow. \n", "\n", "As a next step, you could try to improve the model output by increasing the network size. \n", "For instance, you could try setting the `filter` parameters for each of the `Conv2D` and `Conv2DTranspose` layers to 512. \n", "Note that in order to generate the final 2D latent image plot, you would need to keep `latent_dim` to 2. Also, the training time would increase as the network size increases.\n", "\n", "You could also try implementing a VAE using a different dataset, such as CIFAR-10.\n", "\n", "VAEs can be implemented in several different styles and of varying complexity. You can find additional implementations in the following sources:\n", "- [Variational AutoEncoder (keras.io)](https://keras.io/examples/generative/vae/)\n", "- [VAE example from \"Writing custom layers and models\" guide (tensorflow.org)](https://www.tensorflow.org/guide/keras/custom_layers_and_models#putting_it_all_together_an_end-to-end_example)\n", "- [TFP Probabilistic Layers: Variational Auto Encoder](https://www.tensorflow.org/probability/examples/Probabilistic_Layers_VAE)\n", "\n", "If you'd like to learn more about the details of VAEs, please refer to [An Introduction to Variational Autoencoders](https://arxiv.org/abs/1906.02691)." ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "cvae.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 0 }