{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Autoencoders and multi-stage training for MNIST classification\n", "\n", "In [this blog post](https://blog.keras.io/building-autoencoders-in-keras.html), [Francois Chollet](https://twitter.com/fchollet) demonstrates how to build several different variations of image auto-encoders\n", "in Keras.\n", "\n", "We build on the example above using `timeserio`'s `multinetwork`, and demonstrate some key features:\n", "\n", "- we add a digit classifier that uses pre-trained encodings\n", "- we encapsulate a neural network with multiple inter-connected parts using `MultiNetworkBase`\n", "- we show how to implement multi-stage training with layer freezing\n", "- we show how to add training callbacks and inspect multi-stage training history" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and normalize data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def to_onehot(y, num_classes=10):\n", " \"\"\"Convert numpy array to one-hot.\"\"\"\n", " onehot = np.zeros((len(y), num_classes))\n", " onehot[np.arange(len(y)), y] = 1\n", " return onehot" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "from keras.datasets import mnist\n", "\n", "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", "\n", "x_train = x_train.astype('float32') / 255.\n", "x_test = x_test.astype('float32') / 255.\n", "\n", "y_train_oh = to_onehot(y_train)\n", "y_test_oh = to_onehot(y_test)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 28, 28) (10000, 28, 28) (60000,) (10000,) (60000, 10) (10000, 10)\n" ] } ], "source": [ "print(x_train.shape, x_test.shape, y_train.shape, y_test.shape, y_train_oh.shape, y_test_oh.shape)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def plot_images(x, y=None):\n", " \"\"\"Plot all images in x, with optional labels given by y.\n", " \n", " Expect x.shape == (n, h, w), where n = number images, h = image height, w = image width\n", " \"\"\"\n", " plt.figure(figsize=(20, 4))\n", " n = x.shape[0]\n", " for i in range(n):\n", " image = x[i]\n", " ax = plt.subplot(2, n, i + 1)\n", " plt.imshow(x[i])\n", " plt.gray()\n", " if y is not None:\n", " label = y[i]\n", " plt.title(label)\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_images(x_train[:10], y_train[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define network architectures\n", "\n", "We follow the above blog post closely, but demonstrate some of the convenient features of `timeserio`.\n", "In addition to the encoder-decoder, we add a classification model with softmax output that can be used either with image encodings,\n", "or combined with the encoder for a full image classification pipeline:\n", "\n", "![](img/MNIST.svg)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from timeserio.keras.multinetwork import MultiNetworkBase\n", "\n", "from keras.layers import Input, Dense, Flatten, Reshape\n", "from keras.models import Model\n", "from keras.callbacks import EarlyStopping, ReduceLROnPlateau\n", "\n", "from IPython.display import SVG\n", "from keras.utils.vis_utils import model_to_dot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "class AutoEncoderNetwork(MultiNetworkBase):\n", " def _model(self, image_side=28, encoding_dim=32, classifier_units=32, num_classes=10):\n", " \"\"\"Define model architectures.\"\"\"\n", " image_shape = (image_side, image_side)\n", " flat_shape = image_shape[0] * image_shape[1]\n", "\n", " input_img = Input(shape=image_shape, name=\"input_image\")\n", " encoded = Dense(encoding_dim, activation='tanh')(Flatten()(input_img))\n", " encoder_model = Model(input_img, encoded, name=\"encoder\")\n", " \n", " input_encoded = Input(shape=(encoding_dim,), name=\"input_encoding\")\n", " decoded = Reshape(image_shape)(Dense(flat_shape, activation='sigmoid')(input_encoded))\n", " decoder_model = Model(input_encoded, decoded, name=\"decoder\")\n", " \n", " autoencoder_model = Model(input_img, decoder_model(encoder_model(input_img)))\n", " autoencoder_model.compile(optimizer='adam', loss='binary_crossentropy')\n", " \n", " clf_intermediate = Dense(classifier_units, activation='relu')(input_encoded)\n", " clf = Dense(num_classes, activation='softmax')(clf_intermediate)\n", " # this model classifies encoding vectors\n", " encoding_clf_model = Model(input_encoded, clf, name=\"encoder_classifier\")\n", " \n", " # this model classifies images\n", " classifier_model = Model(input_img, encoding_clf_model(encoder_model(input_img)), name=\"image_classifier\")\n", " classifier_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['categorical_accuracy'])\n", "\n", " return {\n", " 'encoder': encoder_model,\n", " 'decoder': decoder_model,\n", " 'autoencoder': autoencoder_model,\n", " 'encoding_classifier': encoding_clf_model, # we expose this model to allow granular freezing/un-freezing\n", " 'classifier': classifier_model,\n", " }\n", " \n", " def _callbacks(\n", " self,\n", " *,\n", " es_params={\n", " 'patience': 20,\n", " 'monitor': 'val_loss'\n", " },\n", " lr_params={\n", " 'monitor': 'val_loss',\n", " 'patience': 4,\n", " 'factor': 0.2\n", " }\n", " ):\n", " \"\"\"Define optional callbacks for each model.\"\"\"\n", " early_stopping = EarlyStopping(**es_params)\n", " learning_rate_reduction = ReduceLROnPlateau(**lr_params)\n", " return {\n", " 'autoencoder': [early_stopping, learning_rate_reduction],\n", " 'classifier': [early_stopping, learning_rate_reduction],\n", " }\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "multinetwork = AutoEncoderNetwork(encoding_dim=32)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5541096080\n", "\n", "input_image: InputLayer\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 28, 28)\n", "\n", "\n", "\n", "5541096248\n", "\n", "flatten_1: Flatten\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 784)\n", "\n", "\n", "\n", "5541096080->5541096248\n", "\n", "\n", "\n", "\n", "\n", "5541096024\n", "\n", "dense_1: Dense\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 784)\n", "\n", "(None, 32)\n", "\n", "\n", "\n", "5541096248->5541096024\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['encoder'], show_shapes=True).create(prog='dot', format='svg'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5541096080\n", "\n", "input_image: InputLayer\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 28, 28)\n", "\n", "\n", "\n", "5541096584\n", "\n", "encoder: Model\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 32)\n", "\n", "\n", "\n", "5541096080->5541096584\n", "\n", "\n", "\n", "\n", "\n", "5541340944\n", "\n", "decoder: Model\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 32)\n", "\n", "(None, 28, 28)\n", "\n", "\n", "\n", "5541096584->5541340944\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['autoencoder'], show_shapes=True).create(prog='dot', format='svg'))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "G\n", "\n", "\n", "\n", "5541096080\n", "\n", "input_image: InputLayer\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 28, 28)\n", "\n", "\n", "\n", "5541096584\n", "\n", "encoder: Model\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 28, 28)\n", "\n", "(None, 32)\n", "\n", "\n", "\n", "5541096080->5541096584\n", "\n", "\n", "\n", "\n", "\n", "5542527608\n", "\n", "encoder_classifier: Model\n", "\n", "input:\n", "\n", "output:\n", "\n", "(None, 32)\n", "\n", "(None, 10)\n", "\n", "\n", "\n", "5541096584->5542527608\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SVG(model_to_dot(multinetwork.model['classifier'], show_shapes=True).create(prog='dot', format='svg'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train autoencoder\n", "\n", "We see that using `adam` optimizer gives us a better loss compared to `adadelta`, even for a shallow auto-encoder" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "multinetwork.fit(\n", " x_train, x_train,\n", " model='autoencoder',\n", " reset_weights=True,\n", " epochs=100,\n", " batch_size=2 ** 8,\n", " shuffle=True,\n", " validation_data=(x_test, x_test),\n", " verbose=1,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training history is stored in the `multinetwork.history` list. Every time we call `fit`, a new history record is appended.\n", "This allows us to track training history over multiple pre-/post-training runs.\n", "History includes information such as learning rate (`lr`) and time duration per epoch." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "array([,\n", " ,\n", " ],\n", " dtype=object)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from kerashistoryplot.plot import plot_history\n", "\n", "h = multinetwork.history[-1][\"history\"]\n", "plot_history(h, batches=True, n_cols=3, figsize=(15,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Encode and decode some digits\n", "Sweet, eh?" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "encoded_imgs = multinetwork.predict(x_test, model='encoder')\n", "decoded_imgs = multinetwork.predict(encoded_imgs, model='decoder')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_images(x_test[:10], y_test[:10])\n", "plot_images(decoded_imgs[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize encodings\n", "We use simple PCA to visualize 32-dimensional embeddings in 2D." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "encoded_imgs_2D = PCA(n_components=2).fit_transform(encoded_imgs)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for label in range(10):\n", " encodings = encoded_imgs_2D[y_test == label, :]\n", " plt.scatter(encodings[:, 0], encodings[:, 1], alpha=.5, label=label)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit classifier model\n", "Using the pre-trained encoder, we can fit a classification model by training the dense layers of the `encoding_classifier` model only." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "multinetwork.fit(\n", " x_train, y_train_oh,\n", " model='classifier', # this is the compiled model we use to perform gradient descent\n", " trainable_models=['encoding_classifier'], # only the layers in this model will be un-frozen\n", " epochs=100,\n", " batch_size=2 ** 8,\n", " shuffle=True,\n", " validation_data=(x_test, y_test_oh),\n", " verbose=1,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training history\n", "Note that `multinetwork.history` now contains two records: one for the autoencoder pre-training, and one for post-training the dense layers.\n", "By freezing the encoder, we also speed up classifier post-training significantly." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training model: autoencoder, trainable: ['encoder', 'decoder', 'autoencoder', 'encoding_classifier', 'classifier']\n" ] } ], "source": [ "pre_training = multinetwork.history[0]\n", "print(f\"Training model: {pre_training['model']}, trainable: {pre_training['trainable_models']}\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "array([,\n", " ,\n", " ],\n", " dtype=object)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_history(pre_training[\"history\"], batches=True, n_cols=3, figsize=(15,5))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training model: classifier, trainable: ['encoding_classifier']\n" ] } ], "source": [ "post_training = multinetwork.history[1]\n", "print(f\"Training model: {post_training['model']}, trainable: {post_training['trainable_models']}\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_history(post_training[\"history\"], batches=False, n_cols=2, figsize=(15,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Final classifier score\n", "Our classifier performance is not ground-breaking, but our example show a simple way to implement multi-stage training using a `multinetwork`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.113, accuracy: 0.967\n" ] } ], "source": [ "loss, acc = multinetwork.evaluate(x_test, y_test_oh, model='classifier')\n", "print(f\"Loss: {loss:.3f}, accuracy: {acc:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some examples\n", "We plot original images from the test set with their true labels on top, and decoded images with classifier labels on the bottom." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "y_test_pred_oh = multinetwork.predict(x_test, model='classifier')\n", "y_test_pred = np.argmax(y_test_pred_oh, axis=1)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "n = 20\n", "idx = np.random.choice(len(x_test), size=n, replace=False)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True labels: \n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted labels: \n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"True labels: \")\n", "plot_images(x_test[idx], y_test[idx])\n", "print(\"Predicted labels: \")\n", "plot_images(decoded_imgs[idx], y_test_pred[idx])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }