"
]
},
{
"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",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e1_Y75QXJS6h"
},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2024-08-16T06:55:30.922247Z",
"iopub.status.busy": "2024-08-16T06:55:30.921685Z",
"iopub.status.idle": "2024-08-16T06:55:40.178601Z",
"shell.execute_reply": "2024-08-16T06:55:40.177775Z"
},
"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 satisfied: six>=1.10.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (1.16.0)\r\n",
"Requirement already satisfied: numpy>=1.13.3 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (1.26.4)\r\n",
"Requirement already satisfied: decorator in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (5.1.1)\r\n",
"Collecting cloudpickle>=1.3 (from tensorflow-probability)\r\n",
" Using cached cloudpickle-3.0.0-py3-none-any.whl.metadata (7.0 kB)\r\n",
"Requirement already satisfied: gast>=0.3.2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (0.6.0)\r\n",
"Requirement already satisfied: dm-tree in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-probability) (0.1.8)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading tensorflow_probability-0.24.0-py2.py3-none-any.whl (6.9 MB)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached 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 (2.35.0)\r\n",
"Requirement already satisfied: numpy<2.0.0 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-sw5djmkh\r\n",
" Running command git clone --filter=blob:none --quiet https://github.com/tensorflow/docs /tmpfs/tmp/pip-req-build-sw5djmkh\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Resolved https://github.com/tensorflow/docs to commit 7d4187e1624afa1caf0639de9ca5b7ccd5ad19e3\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",
" Using cached 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 tensorflow-docs==2024.7.15.51478) (2.1.0)\r\n",
"Requirement already satisfied: jinja2 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-docs==2024.7.15.51478) (3.1.4)\r\n",
"Requirement already satisfied: nbformat in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-docs==2024.7.15.51478) (5.10.4)\r\n",
"Requirement already satisfied: protobuf>=3.12 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-docs==2024.7.15.51478) (3.20.3)\r\n",
"Requirement already satisfied: pyyaml in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from tensorflow-docs==2024.7.15.51478) (6.0.2)\r\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jinja2->tensorflow-docs==2024.7.15.51478) (2.1.5)\r\n",
"Requirement already satisfied: fastjsonschema>=2.15 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from nbformat->tensorflow-docs==2024.7.15.51478) (2.20.0)\r\n",
"Requirement already satisfied: jsonschema>=2.6 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from nbformat->tensorflow-docs==2024.7.15.51478) (4.23.0)\r\n",
"Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from nbformat->tensorflow-docs==2024.7.15.51478) (5.7.2)\r\n",
"Requirement already satisfied: traitlets>=5.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from nbformat->tensorflow-docs==2024.7.15.51478) (5.14.3)\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: attrs>=22.2.0 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2024.7.15.51478) (24.2.0)\r\n",
"Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2024.7.15.51478) (2023.12.1)\r\n",
"Requirement already satisfied: referencing>=0.28.4 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2024.7.15.51478) (0.35.1)\r\n",
"Requirement already satisfied: rpds-py>=0.7.1 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jsonschema>=2.6->nbformat->tensorflow-docs==2024.7.15.51478) (0.20.0)\r\n",
"Requirement already satisfied: platformdirs>=2.5 in /tmpfs/src/tf_docs_env/lib/python3.9/site-packages (from jupyter-core!=5.0.*,>=4.12->nbformat->tensorflow-docs==2024.7.15.51478) (4.2.2)\r\n",
"Using cached astor-0.8.1-py2.py3-none-any.whl (27 kB)\r\n",
"Building wheels for collected packages: tensorflow-docs\r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Building wheel for tensorflow-docs (setup.py) ... \u001b[?25l-"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b \b\\"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b \bdone\r\n",
"\u001b[?25h Created wheel for tensorflow-docs: filename=tensorflow_docs-2024.7.15.51478-py3-none-any.whl size=182589 sha256=d61cec79619cea120c1f05a6bbc6135e0f9113143e59a45cdd9cb9b894c365cf\r\n",
" Stored in directory: /tmpfs/tmp/pip-ephem-wheel-cache-l1x9ko4y/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": "2024-08-16T06:55:40.182715Z",
"iopub.status.busy": "2024-08-16T06:55:40.182439Z",
"iopub.status.idle": "2024-08-16T06:55:43.448783Z",
"shell.execute_reply": "2024-08-16T06:55:43.448066Z"
},
"id": "YfIk2es3hJEd"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-08-16 06:55:40.936586: 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",
"2024-08-16 06:55:40.960527: 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",
"2024-08-16 06:55:40.967800: 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": "2024-08-16T06:55:43.453592Z",
"iopub.status.busy": "2024-08-16T06:55:43.452781Z",
"iopub.status.idle": "2024-08-16T06:55:43.720879Z",
"shell.execute_reply": "2024-08-16T06:55:43.720111Z"
},
"id": "a4fYMGxGhrna"
},
"outputs": [],
"source": [
"(train_images, _), (test_images, _) = tf.keras.datasets.mnist.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2024-08-16T06:55:43.725079Z",
"iopub.status.busy": "2024-08-16T06:55:43.724576Z",
"iopub.status.idle": "2024-08-16T06:55:44.263391Z",
"shell.execute_reply": "2024-08-16T06:55:44.262616Z"
},
"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": "2024-08-16T06:55:44.267402Z",
"iopub.status.busy": "2024-08-16T06:55:44.267143Z",
"iopub.status.idle": "2024-08-16T06:55:44.270390Z",
"shell.execute_reply": "2024-08-16T06:55:44.269792Z"
},
"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": "2024-08-16T06:55:44.274069Z",
"iopub.status.busy": "2024-08-16T06:55:44.273484Z",
"iopub.status.idle": "2024-08-16T06:55:47.022796Z",
"shell.execute_reply": "2024-08-16T06:55:47.022083Z"
},
"id": "-yKCCQOoJ7cn"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"I0000 00:00:1723791344.889848 186646 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 00:00:1723791344.893753 186646 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 00:00:1723791344.897409 186646 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 00:00:1723791344.901191 186646 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 00:00:1723791344.913006 186646 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 00:00:1723791344.916554 186646 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 00:00:1723791344.920055 186646 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 00:00:1723791344.923591 186646 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 00:00:1723791344.927078 186646 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 00:00:1723791344.930519 186646 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 00:00:1723791344.933863 186646 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 00:00:1723791344.937424 186646 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 00:00:1723791346.163311 186646 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 00:00:1723791346.165432 186646 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 00:00:1723791346.167444 186646 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 00:00:1723791346.169530 186646 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 00:00:1723791346.171510 186646 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 00:00:1723791346.173466 186646 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 00:00:1723791346.175373 186646 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 00:00:1723791346.177379 186646 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 00:00:1723791346.179286 186646 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 00:00:1723791346.181246 186646 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 00:00:1723791346.183147 186646 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 00:00:1723791346.185151 186646 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 00:00:1723791346.223572 186646 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 00:00:1723791346.225703 186646 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 00:00:1723791346.227658 186646 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 00:00:1723791346.229689 186646 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 00:00:1723791346.231647 186646 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 00:00:1723791346.233622 186646 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 00:00:1723791346.235530 186646 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 00:00:1723791346.237525 186646 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 00:00:1723791346.239502 186646 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 00:00:1723791346.241931 186646 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 00:00:1723791346.244282 186646 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 00:00:1723791346.246700 186646 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": "2024-08-16T06:55:47.026496Z",
"iopub.status.busy": "2024-08-16T06:55:47.026243Z",
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"shell.execute_reply": "2024-08-16T06:55:47.035689Z"
},
"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": "2024-08-16T06:55:47.039469Z",
"iopub.status.busy": "2024-08-16T06:55:47.039242Z",
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"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": "2024-08-16T06:55:47.053857Z",
"iopub.status.busy": "2024-08-16T06:55:47.053476Z",
"iopub.status.idle": "2024-08-16T06:55:47.750381Z",
"shell.execute_reply": "2024-08-16T06:55:47.749380Z"
},
"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": "2024-08-16T06:55:47.755045Z",
"iopub.status.busy": "2024-08-16T06:55:47.754363Z",
"iopub.status.idle": "2024-08-16T06:55:47.759958Z",
"shell.execute_reply": "2024-08-16T06:55:47.759092Z"
},
"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": "2024-08-16T06:55:47.763185Z",
"iopub.status.busy": "2024-08-16T06:55:47.762933Z",
"iopub.status.idle": "2024-08-16T06:55:47.814029Z",
"shell.execute_reply": "2024-08-16T06:55:47.813092Z"
},
"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": "2024-08-16T06:55:47.817364Z",
"iopub.status.busy": "2024-08-16T06:55:47.817105Z",
"iopub.status.idle": "2024-08-16T06:57:54.511080Z",
"shell.execute_reply": "2024-08-16T06:57:54.510419Z"
},
"id": "2M7LmLtGEMQJ"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 10, Test set ELBO: -156.98243713378906, time elapse for current epoch: 7.436727523803711\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"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": "2024-08-16T06:57:54.515039Z",
"iopub.status.busy": "2024-08-16T06:57:54.514565Z",
"iopub.status.idle": "2024-08-16T06:57:54.518193Z",
"shell.execute_reply": "2024-08-16T06:57:54.517592Z"
},
"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": "2024-08-16T06:57:54.521292Z",
"iopub.status.busy": "2024-08-16T06:57:54.520926Z",
"iopub.status.idle": "2024-08-16T06:57:54.598591Z",
"shell.execute_reply": "2024-08-16T06:57:54.597965Z"
},
"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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",
"text/plain": [
""
]
},
"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": "2024-08-16T06:57:54.602302Z",
"iopub.status.busy": "2024-08-16T06:57:54.601602Z",
"iopub.status.idle": "2024-08-16T06:57:54.759098Z",
"shell.execute_reply": "2024-08-16T06:57:54.758463Z"
},
"id": "IGKQgENQ8lEI"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmpfs/tmp/ipykernel_186646/1290275450.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_186646/1290275450.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": "2024-08-16T06:57:54.762868Z",
"iopub.status.busy": "2024-08-16T06:57:54.762122Z",
"iopub.status.idle": "2024-08-16T06:57:54.773254Z",
"shell.execute_reply": "2024-08-16T06:57:54.772564Z"
},
"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": "2024-08-16T06:57:54.778273Z",
"iopub.status.busy": "2024-08-16T06:57:54.777662Z",
"iopub.status.idle": "2024-08-16T06:57:54.785647Z",
"shell.execute_reply": "2024-08-16T06:57:54.785042Z"
},
"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": "2024-08-16T06:57:54.788901Z",
"iopub.status.busy": "2024-08-16T06:57:54.788494Z",
"iopub.status.idle": "2024-08-16T06:57:56.029958Z",
"shell.execute_reply": "2024-08-16T06:57:56.029300Z"
},
"id": "F-ZG69QCZnGY"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"W0000 00:00:1723791474.856095 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.857363 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.858508 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.859625 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.860753 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.862036 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.863389 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.869764 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.872697 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.873874 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.875030 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.876195 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.877401 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.878686 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.880003 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.881685 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.885242 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.886407 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.887527 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.888669 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.889868 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.891009 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.892217 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.893383 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.894542 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n",
"W0000 00:00:1723791474.895693 186849 gpu_timer.cc:114] Skipping the delay kernel, measurement accuracy will be reduced\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"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
},
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"display_name": "Python 3",
"name": "python3"
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"name": "python",
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