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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
"\n",
"# <!-- TITLE --> [AE1] - AutoEncoder (AE) with MNIST\n",
"<!-- DESC --> Episode 1 : Model construction and Training\n",
"\n",
"<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
"\n",
"## Objectives :\n",
" - Understanding and implementing a **variational autoencoder** neurals network (VAE)\n",
" - Understanding a more **advanced programming model**\n",
"\n",
"The calculation needs being important, it is preferable to use a very simple dataset such as MNIST to start with.\n",
"\n",
"## What we're going to do :\n",
"\n",
" - Defining a VAE model\n",
" - Build the model\n",
" - Train it\n",
" - Follow the learning process with Tensorboard\n",
"\n",
"## Acknowledgements :\n",
"Thanks to **François Chollet** who is at the base of this example. \n",
"François Chollet is not only the author of Keras and a great guru, he is also a sorcerer ;-) \n",
"See : https://keras.io/examples/generative/vae\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1 - Init python stuff"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
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"text/plain": [
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"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/markdown": [
"**FIDLE 2020 - Practical Work Module**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Version : 0.6.1 DEV\n",
"Notebook id : AE1\n",
"Run time : Saturday 26 December 2020, 12:10:52\n",
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"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run/AE-MNIST.001\n",
"Running mode : full\n",
"Update keras cache : False\n",
"Save figs : True\n",
"Path figs : ./run/AE-MNIST.001/figs\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers\n",
"\n",
"from modules.callbacks import ImagesCallback\n",
"from modules.data_generator import DataGenerator\n",
"from tensorflow.keras.callbacks import ModelCheckpoint, TensorBoard\n",
"\n",
"import os,sys,json,time,datetime\n",
"from importlib import reload\n",
"from IPython.display import display,Image,Markdown,HTML\n",
"\n",
"from modules.loader_MNIST import Loader_MNIST\n",
"from modules.callbacks import ImagesCallback2, BestModelCallback\n",
"\n",
"sys.path.append('..')\n",
"import fidle.pwk as pwk\n",
"\n",
"run_dir = './run/AE-MNIST.001'\n",
"datasets_dir = pwk.init('AE1', run_dir)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Prepare data\n",
"### 2.1 - Get basic dataset"
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]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset loaded.\n",
"Normalized.\n",
"x_train shape : (60000, 28, 28, 1)\n",
"y_train shape : (60000,)\n",
"x_test shape : (10000, 28, 28, 1)\n",
"y_test shape : (10000,)\n"
]
}
],
"source": [
"x_train, y_train, x_test, y_test = Loader_MNIST.get(concatenate=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 - Add noise to dataset\n",
"Nous allons ajouter du buit a notre dataset en entrée (x_train, x_test) \n",
"Notre objectif est de prédire les données sans bruit (y_train, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
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"source": [
"noise_factor=0.7\n",
"\n",
"# ---- What we want\n",
"#\n",
"y_train = np.copy(x_train)\n",
"y_test = np.copy(x_test)\n",
"\n",
"# ---- Add noise\n",
"#\n",
"x_train = x_train + noise_factor * np.random.normal(0, 1, x_train.shape)\n",
"x_test = x_test + noise_factor * np.random.normal(0, 1, x_test.shape ) \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.3 - Have a look"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Noisy train dataset (x_train) : (60000, 28, 28, 1)\n",
"Clean train dataset (y_train) : (60000, 28, 28, 1)\n",
"Noisy test dataset (x_test) : (10000, 28, 28, 1)\n",
"Clean test dataset (y_test) : (10000, 28, 28, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-01-noisy</div>"
],
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"<IPython.core.display.HTML object>"
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"data": {
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\n",
"text/plain": [
"<Figure size 1080x241.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-01-original</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x241.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print('Noisy train dataset (x_train) : ',x_train.shape)\n",
"print('Clean train dataset (y_train) : ',y_train.shape)\n",
"print('Noisy test dataset (x_test) : ',x_test.shape)\n",
"print('Clean test dataset (y_test) : ',y_test.shape)\n",
"\n",
"pwk.plot_images(x_train[:5], None, indices='all', columns=5, x_size=3,y_size=3, save_as='01-noisy')\n",
"pwk.plot_images(y_train[:5], None, indices='all', columns=5, x_size=3,y_size=3, save_as='01-original')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3 - Build model"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"latent_dim = 4\n",
"\n",
"# X = tf.ones([10,10,10]) * 100\n",
"# Y = noiseLayer(mean = 0, std = 0.1)(X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 4 - Instanciate and compile model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Encoder"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [],
"source": [
"reload(modules.AE)\n",
"from modules.AE import AE\n",
"\n",
"inputs = keras.Input(shape=(28, 28, 1))\n",
"x = layers.Conv2D(32, 3, activation=\"relu\", strides=2, padding=\"same\")(inputs)\n",
"x = layers.Conv2D(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
"x = layers.Flatten()(x)\n",
"x = layers.Dense(16, activation=\"relu\")(x)\n",
"z = layers.Dense(latent_dim)(x)\n",
"\n",
"encoder = keras.Model(inputs, z, name=\"encoder\")\n",
"# encoder.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Decoder"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"inputs = keras.Input(shape=(latent_dim,))\n",
"x = layers.Dense(7 * 7 * 64, activation=\"relu\")(inputs)\n",
"x = layers.Reshape((7, 7, 64))(x)\n",
"x = layers.Conv2DTranspose(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
"x = layers.Conv2DTranspose(32, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
"outputs = layers.Conv2DTranspose(1, 3, activation=\"sigmoid\", padding=\"same\")(x)\n",
"\n",
"decoder = keras.Model(inputs, outputs, name=\"decoder\")\n",
"# decoder.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### AE\n"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"ae = AE(encoder, decoder)\n",
"\n",
"ae.compile(optimizer=keras.optimizers.Adam(), loss='binary_crossentropy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 5 - Train\n",
"20' on a CPU \n",
"1'12 on a GPU (V100, IDRIS)"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"# ---- Callback : Images\n",
"pwk.mkdir(f'{run_dir}/images')\n",
"filename = run_dir + \"/images/image-{epoch:03d}-{i:02d}.jpg\"\n",
"callbacks_images = ImagesCallback2(filename, x_test=x_test, z_dim=latent_dim, encoder=encoder,decoder=decoder)\n",
"\n",
"# ---- Callback : Best model\n",
"pwk.mkdir(f'{run_dir}/models')\n",
"filename = run_dir + \"/models/best_model\"\n",
"callback_bestmodel = BestModelCallback(filename)\n",
"\n",
"# ---- Callback tensorboard\n",
"dirname = run_dir + \"/logs\"\n",
"callback_tensorboard = TensorBoard(log_dir=dirname, histogram_freq=1)\n",
"\n",
"callbacks_list = [callbacks_images, callback_bestmodel, callback_tensorboard]"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/15\n",
"47/47 [==============================] - 3s 54ms/step - loss: 0.3885 (saved)\n",
"47/47 [==============================] - 2s 48ms/step - loss: 0.2653 (saved)\n",
"47/47 [==============================] - 2s 49ms/step - loss: 0.2626 (saved)\n",
"47/47 [==============================] - 2s 47ms/step - loss: 0.2598 (saved)\n",
"47/47 [==============================] - 2s 50ms/step - loss: 0.2524 (saved)\n",
"47/47 [==============================] - 2s 52ms/step - loss: 0.2426 (saved)\n",
"47/47 [==============================] - 2s 48ms/step - loss: 0.2252 (saved)\n",
"47/47 [==============================] - 2s 49ms/step - loss: 0.2091 (saved)\n",
"47/47 [==============================] - 2s 49ms/step - loss: 0.2015 (saved)\n",
"47/47 [==============================] - 2s 52ms/step - loss: 0.1971 (saved)\n",
"47/47 [==============================] - 3s 56ms/step - loss: 0.1936 (saved)\n",
"47/47 [==============================] - 3s 56ms/step - loss: 0.1911 (saved)\n",
"47/47 [==============================] - 3s 56ms/step - loss: 0.1883 (saved)\n",
"47/47 [==============================] - 3s 56ms/step - loss: 0.1862 (saved)\n",
"47/47 [==============================] - 3s 55ms/step - loss: 0.1840 (saved)\n",
"CPU times: user 3min 46s, sys: 11 s, total: 3min 57s\n",
"Wall time: 38 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"n = 6000\n",
"batch_size = 128\n",
"epochs = 15\n",
"\n",
"history = ae.fit(x_train[:n],y_train[:n], epochs=epochs, batch_size=batch_size, callbacks=callbacks_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 6 - History"
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-history_0</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pwk.plot_history(history, plot={\"Loss\":['loss']}, save_as='history')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 7 - Learning progression"
]
},
{
"data": {
"text/markdown": [
"<br>**Real images :**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-01-original-real</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x169.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"<br>**Noisy images :**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-02-original-noisy</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"image/png": 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\n",
"text/plain": [
"<Figure size 720x169.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"<br>**Learning...**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/AE-MNIST.001/figs/AE1-03-learning</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x2538 with 75 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/markdown": [
"<br>**Noisy images :**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x169.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"<br>**Real images :**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x169.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imgs=[]\n",
"labels=[]\n",
"for epoch in range(15):\n",
" for i in range(5):\n",
" filename = run_dir + \"/images/image-{epoch:03d}-{i:02d}.jpg\".format(epoch=epoch, i=i)\n",
" img = io.imread(filename)\n",
" imgs.append(img)\n",
" \n",
"\n",
"pwk.subtitle('Real images :')\n",
"pwk.plot_images(y_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, save_as='01-original-real')\n",
"\n",
"pwk.subtitle('Noisy images :')\n",
"pwk.plot_images(x_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, save_as='02-original-noisy')\n",
"\n",
"pwk.subtitle('Learning...')\n",
"pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, save_as='03-learning')\n",
"\n",
"pwk.subtitle('Noisy images :')\n",
"pwk.plot_images(x_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, save_as=None)\n",
"\n",
"pwk.subtitle('Real images :')\n",
"pwk.plot_images(y_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, save_as=None)\n"
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"End time is : Saturday 26 December 2020, 12:11:51\n",
"Duration is : 00:00:59 384ms\n",
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"This notebook ends here\n"
]
}
],
"source": [
"pwk.end()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}