{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Variational Auto-Encoder\n", "\n", "Auto-encoder is a type of neural network that can learn a compact representation (encoding) of a dataset. \n", "\n", "Auto-encoders can be used for several purpose, including:\n", "- Dimensionality reduction, for the purpose of plotting, or to make further computations easier.\n", "- Data generation: create new data points resembling instances of the training set\n", "\n", "VAE uses a variational bayesian approach, i.e. it makes assumption about the distribution of the encoding and uses probability theory and statistical tools to train the encoder and decoders.\n", "\n", "We'll use VAE to cluster and classify instances of the [Epileptic Seizure Recognition Data Set](https://archive.ics.uci.edu/ml/datasets/Epileptic+Seizure+Recognition).\n", "\n", "Data points have 178 dimensions, so we'll use VAE to come up with a more compact representation, perhaps in as few as 2 or 3 dimensions. We will then apply clustering and classification (seizure vs no seizure) techniques before and after the dimensionality reduction, and see what works best.\n", "\n", "Resources:\n", "- [VAE original paper](https://arxiv.org/pdf/1312.6114.pdf)\n", "- [Good explanations of some of the maths in the paper](https://blog.evjang.com/2016/08/variational-bayes.html)\n", "- [Implementing VAE with Tensorflow](https://danijar.com/building-variational-auto-encoders-in-tensorflow/)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/Cellar/python/3.6.5/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import collections\n", "\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import sklearn.cluster\n", "import sklearn.manifold\n", "import sklearn.model_selection\n", "import sklearn.preprocessing\n", "import tensorflow as tf\n", "\n", "from classifier import BinaryClassifier\n", "from vae_model import VariationalAutoEncoder\n", "\n", "sns.set(font_scale=1.5, palette='colorblind')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dataset = pd.read_csv(\"data/epileptic_seizure_dataset.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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X170 X171 X172 X173 X174 X175 X176 X177 X178 y \n", "0 ... -17.0 -15.0 -31.0 -77.0 -103.0 -127.0 -116.0 -83.0 -51.0 4 \n", "1 ... 164.0 150.0 146.0 152.0 157.0 156.0 154.0 143.0 129.0 1 \n", "2 ... 57.0 64.0 48.0 19.0 -12.0 -30.0 -35.0 -35.0 -36.0 5 \n", "3 ... -82.0 -81.0 -80.0 -77.0 -85.0 -77.0 -72.0 -69.0 -65.0 5 \n", "4 ... 4.0 2.0 -12.0 -32.0 -41.0 -65.0 -83.0 -89.0 -73.0 5 \n", "\n", "[5 rows x 180 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in range(0, 178):\n", " dataset[f'X{i+1}'] = dataset[f'X{i+1}'].astype(np.float32)\n", "\n", "dataset.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "X = dataset[dataset.columns[1:-1]].values\n", "y = dataset['y']\n", "\n", "scaler = sklearn.preprocessing.StandardScaler()\n", "X_norm = scaler.fit_transform(X)\n", "\n", "X_train, X_test, y_train, y_test = sklearn.model_selection.train_test_split(\n", " X_norm, y, test_size=0.2, random_state=444)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dimensionality reduction (from 178 to 3)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vae_cls = VariationalAutoEncoder(178, 3)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def random_draw(x, y=None, batch_size=100):\n", " indices = np.random.randint(0, len(x), batch_size)\n", " if y is not None:\n", " return x[indices], y[indices]\n", " else:\n", " return x[indices]\n", "\n", "def train_vae(vae_cls, x, x_test, learning_rate, n_epochs, batch_size, name='vae'):\n", " saver = tf.train.Saver()\n", " \n", " with tf.Session() as sess:\n", " tf.global_variables_initializer().run()\n", " tf.local_variables_initializer().run()\n", " \n", " for i, epoch in enumerate(range(n_epochs)): \n", " x_batch = random_draw(x, batch_size=batch_size)\n", "\n", " sess.run(\n", " vae_cls.train_op, \n", " feed_dict={\n", " vae_cls.x: x_batch, \n", " vae_cls.learning_rate: learning_rate,\n", " },\n", " )\n", " \n", " if i % 1000 == 0:\n", " elbo_test = sess.run(vae_cls.elbo_loss, feed_dict={vae_cls.x: x_test})\n", " print(f'Iteration {i} / {n_epochs}: elbo test set = {elbo_test}')\n", " \n", " return saver.save(sess, f'./{name}.ckpt')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 / 5000: elbo test set = -540.11083984375\n", "Iteration 1000 / 5000: elbo test set = -85.12931060791016\n", "Iteration 2000 / 5000: elbo test set = -82.44248962402344\n", "Iteration 3000 / 5000: elbo test set = -81.70842742919922\n", "Iteration 4000 / 5000: elbo test set = -81.58672332763672\n" ] } ], "source": [ "save_path = train_vae(vae_cls, X_train, X_test, 0.001, 5000, 100)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def sample(vae_cls, num_samples, save_path):\n", " saver = tf.train.Saver()\n", " with tf.Session() as sess:\n", " saver.restore(sess, save_path)\n", " return sess.run(vae_cls.samples, {vae_cls.num_samples: num_samples})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from ./vae.ckpt\n" ] } ], "source": [ "X_sample_n = sample(vae_cls, 10, save_path)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10, 178)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_sample_n.shape" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "X_sample = scaler.inverse_transform(X_sample_n)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def plot_data(data):\n", " f, ax = plt.subplots(1, 1, figsize=(15, 6))\n", " \n", " instance = data[0]\n", " x = range(len(instance))\n", " \n", " for instance in data:\n", " ax.plot(x, instance, '-')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "y_no_seizure_train_indices = [i for i, yy in enumerate(y) if yy > 1]\n", "y_seizure_train_indices = [i for i, yy in enumerate(y) if yy == 1]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def plot_seizure_vs_no_seizure(x_seizure, x_no_seizure):\n", " f, ax = plt.subplots(1, 1, figsize=(15, 6))\n", " palette = sns.color_palette('colorblind')\n", " \n", " instance = x_seizure[0]\n", " x_ax = range(len(instance))\n", " \n", " for i, instance in enumerate(x_seizure):\n", " label = 'Seizure' if i == 0 else None\n", " ax.plot(x_ax, instance, '-', color=palette[3], label=label)\n", " \n", " for i, instance in enumerate(x_no_seizure):\n", " label = 'No seizure' if i == 0 else None\n", " ax.plot(x_ax, instance, '-', color=palette[0], label=label)\n", " \n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_seizure_vs_no_seizure(X[y_seizure_train_indices[2:4]], X[y_no_seizure_train_indices[2:4]])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data([X[2], X_sample[2]])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def encoding(vae_cls, x, save_path):\n", " saver = tf.train.Saver()\n", " with tf.Session() as sess:\n", " saver.restore(sess, save_path)\n", " return sess.run(vae_cls.encoding, {vae_cls.x: x})" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from ./vae.ckpt\n" ] } ], "source": [ "X_code = encoding(vae_cls, X_train, save_path)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def plot_encoding(X_code, y, figsize=(15, 8)):\n", " fig = plt.figure(figsize=figsize)\n", " ax = fig.add_subplot(111, projection='3d')\n", " \n", " vals = np.unique(y)\n", " \n", " data_per_class = collections.defaultdict(list)\n", " for i, v in enumerate(y):\n", " x_c = X_code[i]\n", " cls = 'Seizure' if v == 1 else 'No seizure'\n", " data_per_class[cls].append(x_c)\n", " \n", " for v in sorted(data_per_class.keys()):\n", " data = data_per_class[v]\n", " x1 = [i for i, _, _ in data]\n", " x2 = [j for _, j, _ in data]\n", " x3 = [k for _, _, k in data]\n", " ax.scatter(x1, x2, x3, label=v)\n", " \n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "sns.reset_orig()\n", "n = 300\n", "plot_encoding(X_code[:n], y_train[:n], (12, 6))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 10.7 s, sys: 1.05 s, total: 11.8 s\n", "Wall time: 12.3 s\n" ] } ], "source": [ "%%time\n", "tsne = sklearn.manifold.TSNE(n_components=3, init='pca', learning_rate=200.0, random_state=222)\n", "X_tsne = tsne.fit_transform(X_train[:300])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.reset_orig()\n", "plot_encoding(X_tsne, y_train[:300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "db = sklearn.cluster.DBSCAN(eps=0.3, min_samples=10).fit(X_code)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 0, 0, ..., 0, 3, -1])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "db.labels_" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def plot_clusters(X, y):\n", " fig = plt.figure(figsize=(15, 8))\n", " ax = fig.add_subplot(111, projection='3d')\n", " \n", " vals = np.unique(y)\n", " \n", " data_per_class = collections.defaultdict(list)\n", " for i, v in enumerate(y):\n", " x_c = X_code[i]\n", " data_per_class[v].append(x_c)\n", " \n", " for v in sorted(data_per_class.keys()):\n", " data = data_per_class[v]\n", " x1 = [i for i, _, _ in data]\n", " x2 = [j for _, j, _ in data]\n", " x3 = [k for _, _, k in data]\n", " ax.scatter(x1, x2, x3, label=v)\n", " \n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 300\n", "sns.reset_orig()\n", "plot_clusters(X_code[:n], db.labels_[:n])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def accuracy(predictions, actual):\n", " res = [\n", " 1 if (l == 0 and actual[i] > 1) or (l == -1 and actual[i] == 1) else 0\n", " for i, l in enumerate(predictions)\n", " ]\n", " return 100 * sum(res) / len(res)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "90.78260869565217" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy(db.labels_, y_train.values)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from ./vae.ckpt\n" ] } ], "source": [ "X_code_test = encoding(vae_cls, X_test, save_path)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "db_test = sklearn.cluster.DBSCAN(eps=0.5, min_samples=20).fit(X_code_test)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "94.43478260869566" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy(db_test.labels_, y_test.values)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.reset_orig()\n", "n = 300\n", "plot_encoding(X_code_test[:n], y_test[:n])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "clasifier = BinaryClassifier(3, 5)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "def train_classifier(classifier, x, y, x_test, y_test, learning_rate, n_epochs, batch_size):\n", " saver = tf.train.Saver()\n", " \n", " with tf.Session() as sess:\n", " tf.global_variables_initializer().run()\n", " tf.local_variables_initializer().run()\n", " \n", " for i, epoch in enumerate(range(n_epochs)): \n", " x_batch, y_batch = random_draw(x, y, batch_size)\n", " \n", " sess.run(classifier.train_op, feed_dict={\n", " classifier.x: x_batch, \n", " classifier.y: y_batch,\n", " classifier.learning_rate: learning_rate,\n", " })\n", " \n", " if i % 100 == 0:\n", " loss = sess.run(classifier.loss, {classifier.x: x_test, classifier.y: y_test})\n", " print(f'Iteration {i}: loss = {loss}')\n", " \n", " return saver.save(sess, f'./binary_classifier.ckpt')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "bin_y = lambda y: np.array([0 if v > 1 else 1 for v in y])\n", "y_train_bin, y_test_bin = bin_y(y_train), bin_y(y_test)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0: loss = 0.7819623947143555\n", "Iteration 100: loss = 0.12344840914011002\n", "Iteration 200: loss = 0.09540585428476334\n", "Iteration 300: loss = 0.09130945801734924\n", "Iteration 400: loss = 0.09316837787628174\n", "Iteration 500: loss = 0.0890907347202301\n", "Iteration 600: loss = 0.09082551300525665\n", "Iteration 700: loss = 0.08838801831007004\n", "Iteration 800: loss = 0.08892490714788437\n", "Iteration 900: loss = 0.08815648406744003\n" ] } ], "source": [ "classifier_path = train_classifier(clasifier, X_code, y_train_bin, X_code_test, y_test_bin, 0.01, 1000, 100)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def get_classification_predictions(classifier, x, save_path):\n", " saver = tf.train.Saver()\n", " with tf.Session() as sess:\n", " saver.restore(sess, save_path)\n", " return sess.run(classifier.outcome, {classifier.x: x})" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def compute_outcome_and_accuracy(classifier, x, y, save_path):\n", " outcomes = get_classification_predictions(classifier, x, save_path)\n", " outcomes_bin = [0 if v < 0.5 else 1 for v in outcomes]\n", " accuracy = 100 * sum(1 if outcomes_bin[i] == y[i] else 0 for i in range(len(outcomes_bin))) / len(outcomes_bin)\n", " return outcomes_bin, accuracy" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from ./binary_classifier.ckpt\n" ] }, { "data": { "text/plain": [ "96.65217391304348" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes_test, accuracy_test = compute_outcome_and_accuracy(clasifier, X_code_test, y_test_bin, classifier_path)\n", "accuracy_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vae_tril = VariationalAutoEncoder(178, 10, multivariate_tril_decoder=True, name='vae_tril')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 / 5000: elbo test set = -1415378632704.0\n", "Iteration 1000 / 5000: elbo test set = -938341.625\n", "Iteration 2000 / 5000: elbo test set = -5520930.5\n", "Iteration 3000 / 5000: elbo test set = -43637.56640625\n", "Iteration 4000 / 5000: elbo test set = -11726.6611328125\n" ] } ], "source": [ "save_path = train_vae(vae_tril, X_train, X_test, 0.001, 5000, 100, name='vae_tril')" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }