{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook 20: Variational autoencoder for the Ising Model with Keras" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Learning Goal\n", "\n", "The goal of this notebook is to implement a VAE to learn a generative model for the 2D Ising model. The goal will be to understand how latent variables can capture physical quantities (such as the order parameter) and the effect of hyperparameters on VAE results.\n", "\n", "## Overview\n", "\n", "In this notebook, we will write a variational autoencoder (VAE) in Keras for the 2D Ising model dataset. The code in this notebook is adapted from (https://blog.keras.io/building-autoencoders-in-keras.html) and reproduces some of the results found in (https://arxiv.org/pdf/1703.02435.pdf). The goal of the notebook is to show how to implement a variational autoencoder in Keras in order to learn effective low-dimensional representations of equilibrium samples drawn from the 2D ferromagnetic Ising model with periodic boundary conditions.\n", "\n", "## Structure of the notebook\n", "The notebook is structured as follows.\n", "\n", " 1. We load in the Ising dataset\n", " 2. We construct the variational auto encoder model using Keras\n", " 3. We train the model on a training set and then visualize the latent representation\n", " 4. We compare the learned representation with the magnetization order parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle\n", "from sklearn.model_selection import train_test_split\n", "import collections\n", "\n", "def load_data_set(root=\"IsingMC/\", train_size = 0.5):\n", " \"\"\"Loads the Ising dataset in the format required for training the tensorflow VAE\n", " \n", " Parameters\n", " -------\n", " \n", " root: str, default = \"IsingMC/\"\n", " Location of the directory containing the Ising dataset\n", " train_size: float, default = 0.5\n", " Size ratio of the training set. 1-train_size corresponds to the test set size ratio.\n", " \n", " \"\"\"\n", " # The Ising dataset contains 16*10000 samples taken in T=np.arange(0.25,4.0001,0.25)\n", " data = pickle.load(open(root+'Ising2DFM_reSample_L40_T=All.pkl','rb'))\n", " data = np.unpackbits(data).astype(int).reshape(-1,1600) # decompression of data and casting to int. \n", " Y = np.hstack([t]*10000 for t in np.arange(0.25,4.01,0.25)) # labels\n", "\n", " # Here we downsample the dataset and use 1000 samples at each temperature\n", " tmp = np.arange(10000)\n", " np.random.shuffle(tmp)\n", " rand_idx=tmp[:10000]\n", " \n", " X = np.vstack(data[i*10000:(i+1)*10000][rand_idx] for i, _ in enumerate(np.arange(0.25,4.01,0.25)))\n", " Y = np.hstack(Y[i*10000:(i+1)*10000][rand_idx] for i, _ in enumerate(np.arange(0.25,4.01,0.25)))\n", " # Note that data is not currently shuffled\n", " \n", " return X, Y\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constructing a VAE class\n", "\n", "Here, we implement the VAE in a slightly different way than we did for the MNIST dataset. We have chosen to create a new VAE class so that the parameters can be easily changed for new data. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mbukov/anaconda3/envs/DNN/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] } ], "source": [ "from __future__ import print_function\n", "import os\n", "import numpy as np\n", "\n", "from scipy.stats import norm\n", "\n", "from keras.layers import Input, Dense, Lambda\n", "from keras.models import Model\n", "from keras import backend as K\n", "from keras import metrics, losses\n", "from keras.datasets import mnist\n", "\n", "class VAE:\n", " \n", " def __init__(self, batch_size=100, original_dim =1600, latent_dim = 100, epochs=50, root=\"IsingMC/\", epsilon=0.5):\n", " '''\n", " #Reference\n", " - Auto-Encoding Variational Bayes\n", " https://arxiv.org/abs/1312.6114\n", " This code is taken from Keras VAE tutorial available at https://blog.keras.io/building-autoencoders-in-keras.html\n", " \n", " Parameters\n", " ----------\n", " \n", " batch_size : int, default=100\n", " Size of batches for gradient descent\n", " original_dim : int, default =1600\n", " Number of features\n", " latent_dim: int, default = 100\n", " Dimensionality of the latent space\n", " epochs: int, default = 50\n", " Number of epochs for training\n", " '''\n", " self.batch_size = batch_size\n", " self.original_dim = original_dim\n", " self.latent_dim = latent_dim\n", " self.intermediate_dim = 256\n", " self.epochs = epochs\n", " self.epsilon_std = epsilon\n", " \n", " def sampling(self, args):\n", " ''' Sampling from the latent variables using the means and log-variances'''\n", " z_mean, z_log_var = args\n", " epsilon = K.random_normal(shape=(K.shape(z_mean)[0], self.latent_dim), mean=0.,\n", " stddev=self.epsilon_std)\n", " return z_mean + K.exp(z_log_var / 2) * epsilon\n", "\n", " def build(self):\n", " \"\"\" This class method constructs the VAE model\n", " \"\"\"\n", " original_dim = self.original_dim\n", " latent_dim = self.latent_dim\n", " intermediate_dim = self.intermediate_dim\n", " \n", " # encoder\n", " self.x = Input(shape=(original_dim,))\n", " h = Dense(intermediate_dim, activation='relu')(self.x)\n", " self.z_mean = Dense(latent_dim)(h)\n", " self.z_log_var = Dense(latent_dim)(h)\n", " \n", " # note that \"output_shape\" isn't necessary with the TensorFlow backend\n", " z = Lambda(self.sampling, output_shape=(latent_dim,))([self.z_mean, self.z_log_var])\n", " \n", " # we instantiate these layers separately so as to reuse them later\n", " decoder_h = Dense(intermediate_dim, activation='relu')\n", " decoder_mean = Dense(original_dim, activation='sigmoid')\n", " h_decoded = decoder_h(z)\n", " x_decoded_mean = decoder_mean(h_decoded)\n", " \n", " #decoder\n", " decoder_input = Input(shape=(latent_dim,))\n", " _h_decoded = decoder_h(decoder_input)\n", " _x_decoded_mean = decoder_mean(_h_decoded)\n", " \n", " self.generator = Model(decoder_input, _x_decoded_mean)\n", "\n", " \n", " # end-to-end VAE model\n", " self.vae = Model(self.x, x_decoded_mean)\n", " \n", " # encoder, from inputs to latent space\n", " self.encoder = Model(self.x, self.z_mean)\n", " \n", " \n", " \n", " \n", " # decoder\n", " #self.decoder = Model(decoder_input, _x_decoded_mean)\n", " \n", " # Compute VAE loss\n", " self.vae.compile(optimizer='rmsprop', loss=self.vae_loss)\n", " \n", " # Prints a summary of the architecture used\n", " self.vae.summary()\n", " \n", " def vae_loss(self, x, x_decoded_mean):\n", " xent_loss = losses.binary_crossentropy(x, x_decoded_mean)\n", " kl_loss = - 0.5 * K.mean(1 + self.z_log_var - K.square(self.z_mean) - K.exp(self.z_log_var), axis=-1)\n", " return xent_loss + kl_loss\n", " \n", " def train(self, x_train, x_test):\n", " from sklearn.preprocessing import minmax_scale\n", " \n", " x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) # flatten each sample out \n", " x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:])))\n", " x_train = minmax_scale(x_train) # this step is required in order to use cross-entropy loss for reconstruction\n", " x_test = minmax_scale(x_train) # scaling features in 0,1 interval\n", " \n", " \n", " self.vae.fit(x_train, x_train,\n", " shuffle=True,\n", " epochs=self.epochs,\n", " batch_size=self.batch_size,\n", " validation_data=(x_test, x_test)\n", " )\n", "\n", " # build a model to project inputs on the latent space\n", " #encoder = Model(self.x, self.z_mean)\n", " \n", " def predict_latent(self, xnew):\n", " # build a model to project inputs on the latent space\n", " return self.encoder.predict(xnew)\n", " \n", " def generate_decoding(self, znew):\n", " # Generate new fantasy particles \n", " return self.generator.predict(znew)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the 2D Ising dataset " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# The y labels are the temperatures in np.arange(0.25,4.01,0.2) at which X was drawn\n", "\n", "#Directory where data is stored\n", "root=path_to_data=os.path.expanduser('~')+'/Dropbox/MachineLearningReview/Datasets/isingMC/'\n", "X, Y = load_data_set(root= root)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Construct a training and a validation set " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(32000, 1600)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "xtrain, xtest, ytrain, ytest = train_test_split(X, Y, test_size=0.8)\n", "print(xtrain.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Construct and train the variational autoencoder model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_1 (InputLayer) (None, 1600) 0 \n", "__________________________________________________________________________________________________\n", "dense_1 (Dense) (None, 256) 409856 input_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_2 (Dense) (None, 2) 514 dense_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_3 (Dense) (None, 2) 514 dense_1[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_1 (Lambda) (None, 2) 0 dense_2[0][0] \n", " dense_3[0][0] \n", "__________________________________________________________________________________________________\n", "dense_4 (Dense) (None, 256) 768 lambda_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_5 (Dense) (None, 1600) 411200 dense_4[0][0] \n", "==================================================================================================\n", "Total params: 822,852\n", "Trainable params: 822,852\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/mbukov/anaconda3/envs/DNN/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64.\n", " warnings.warn(msg, DataConversionWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Train on 32000 samples, validate on 32000 samples\n", "Epoch 1/5\n", "32000/32000 [==============================] - 16s 508us/step - loss: 5.4376 - val_loss: 0.8315\n", "Epoch 2/5\n", "32000/32000 [==============================] - 18s 555us/step - loss: 2.9111 - val_loss: 1.8376\n", "Epoch 3/5\n", "32000/32000 [==============================] - 13s 419us/step - loss: 2.2729 - val_loss: 0.8762\n", "Epoch 4/5\n", "32000/32000 [==============================] - 13s 399us/step - loss: 1.6337 - val_loss: 0.8224\n", "Epoch 5/5\n", "32000/32000 [==============================] - 13s 408us/step - loss: 1.3037 - val_loss: 1.1051\n" ] } ], "source": [ "model = VAE(epochs=5, latent_dim=2, epsilon=0.2) # Choose model parameters\n", "model.build() # Construct VAE model using Keras\n", "model.train(xtrain, xtest) # Trains VAE model based on custom loss function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Encoding samples to latent space:\n", "\n", "We predict the latent variable coordinates for the test set:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(128000, 2)\n" ] } ], "source": [ "zpred = model.predict_latent(xtest)\n", "print(zpred.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize this 2-dimensional space. We also color each sample according to the temperature at which it was drawn. The largest temperature is red ($T=4.0$) and lowest is blue ($T=0.25$)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To make plots pretty\n", "golden_size = lambda width: (width, 2. * width / (1 + np.sqrt(5)))\n", "\n", "\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.rc('font',**{'size':16})\n", "fig, ax = plt.subplots(1,figsize=golden_size(8))\n", "sc = ax.scatter(zpred[:,0], zpred[:,1], c=ytest/4.0, s=4, cmap=\"coolwarm\")\n", "ax.set_xlabel('First latent dimension of the VAE')\n", "ax.set_ylabel('Second latent dimension of the VAE')\n", "plt.colorbar(sc, label='$0.25\\\\times$Temperature')\n", "plt.savefig('VAE_ISING_latent.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding the latent space embeddings\n", "\n", "To better understand the latent space, we can plot each of the latent dimension coordinates against the corresponding magnetization of each sample.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rc('font',**{'size':16})\n", "fig, ax = plt.subplots(1,2,figsize=(15,8))\n", "ax[0].scatter(zpred[:,0], np.mean(xtest, axis=1), c=ytest/4.0, s=2, cmap=\"coolwarm\")\n", "ax[0].set_xlabel('First latent dimension of the VAE')\n", "ax[0].set_ylabel('Magnetization')\n", "sc = ax[1].scatter(zpred[:,1], np.mean(xtest, axis=1), c=ytest/4.0, s=2, cmap=\"coolwarm\")\n", "ax[1].set_xlabel('Second latent dimension of the VAE')\n", "ax[1].set_ylabel('Magnetization')\n", "plt.colorbar(sc, label='$0.25\\\\times$Temperature')\n", "plt.savefig('VAE_ISING_latent_magnetization.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "It appears that these dimensions are strongly correlated, meaning that the learned representation is effectively one-dimensional. This can be understood by the fact that in order to draw samples at high and low temperatures, we only require the information about the magnetization order parameter (we only have to draw samples from a factorized mean-field distribution):\n", "\\begin{equation}\n", "p(s_i=\\pm) = \\frac{1\\pm m}{2},\n", "\\end{equation}\n", "where $p(s_i=\\pm)$ is the probability that spin $i$ is up ($+$) or down ($-$), given that the magnetization sector is fixed.\n", "Note that this is not true in the vicinity of the critical point, where mean-field theory fails as the system develops long-range correlations.\n", "\n", "We see that the VAE correctly captures the structure of the data. The high-temperature samples cluster at intermediate values and the ordered samples with positive and negative magnetization cluster in opposite regions. This can be more effectively visualized using a 1-D histogram:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make histogram at the \n", "plt.hist(zpred[:,0],bins=50)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating New Examples\n", "\n", "So far in this notebook, we have shown that the latent structure of VAEs can automatically identify order parameters. This is not surprising since even the first principle component in a PCA is essentially the magnetization. \n", "\n", "The interesting feature of VAEs is that they are also a generative model. We now ask how well the VAE can generate new examples. Our decoder returns probabilities for each pixel being 1. We then can draw random numbers to generate samples. This is done in the short function below.\n", "\n", "One again, as in the VAE MNIST notebook, we will sample our latent space togenerate the particles in two different ways\n", "\n", "* Sampling uniformally in the latent space \n", "* Sampling accounting for the fact that the latent space is Gaussian so that we expect most of the data points to be centered around (0,0) and fall off exponentially in all directions. This is done by transforming the uniform grid using the inverse Cumulative Distribution Function (CDF) for the Gaussian.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Generate fantasy particles\n", "def generate_samples(model, z_input):\n", " temp=model.generate_decoding(z_input).reshape(n*n,1600)\n", " draws=np.random.uniform(size=temp.shape)\n", " samples=np.array(draws" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display a 2D manifold of the images\n", "n = 5 # figure with 15x15 images\n", "quantile_min = 0.01\n", "quantile_max = 0.99\n", "latent_dim=2\n", "\n", "img_rows=40\n", "img_cols=40\n", "\n", "# Linear Sampling\n", "# we will sample n points within [-15, 15] standard deviations\n", "z1_u = np.linspace(5, -5, n)\n", "z2_u = np.linspace(5, -5, n)\n", "z_grid = np.dstack(np.meshgrid(z1_u, z2_u))\n", "z_input=np.array(z_grid.reshape(n*n, latent_dim))\n", "print(z_input.shape)\n", "x_pred_grid = generate_samples(model,z_input) \\\n", " .reshape(n, n, img_rows, img_cols)\n", " \n", "print(x_pred_grid.shape)\n", "# Inverse CDF sampling\n", "z1 = norm.ppf(np.linspace(quantile_min, quantile_max, n))\n", "z2 = norm.ppf(np.linspace(quantile_max, quantile_min, n))\n", "z_grid2 = np.dstack(np.meshgrid(z1, z2))\n", "z_input=np.array(z_grid2.reshape(n*n, latent_dim))\n", "x_pred_grid2 = generate_samples(model,z_input) \\\n", " .reshape(n, n, img_rows, img_cols)\n", "\n", " \n", "# Plot figure\n", "fig, ax = plt.subplots(figsize=golden_size(10))\n", "\n", "ax.imshow(np.block(list(map(list, x_pred_grid))), cmap='gray')\n", "\n", "ax.set_xticks(np.arange(0, n*img_rows, img_rows) + .5 * img_rows)\n", "ax.set_xticklabels(map('{:.2f}'.format, z1), rotation=90)\n", "\n", "ax.set_yticks(np.arange(0, n*img_cols, img_cols) + .5 * img_cols)\n", "ax.set_yticklabels(map('{:.2f}'.format, z2))\n", "\n", "ax.set_xlabel('$z_1$')\n", "ax.set_ylabel('$z_2$')\n", "ax.set_title('Uniform')\n", "ax.grid(False)\n", "\n", "\n", "plt.savefig('VAE_ISING_fantasy_uniform.pdf')\n", "plt.show()\n", "\n", "\n", "# Plot figure Inverse CDF sampling\n", "fig, ax = plt.subplots(figsize=golden_size(10))\n", "\n", "ax.imshow(np.block(list(map(list, x_pred_grid2))), cmap='gray_r', vmin=0, vmax=1)\n", "\n", "ax.set_xticks(np.arange(0, n*img_rows, img_rows) + .5 * img_rows)\n", "ax.set_xticklabels(map('{:.2f}'.format, z1), rotation=90)\n", "\n", "ax.set_yticks(np.arange(0, n*img_cols, img_cols) + .5 * img_cols)\n", "ax.set_yticklabels(map('{:.2f}'.format, z2))\n", "\n", "ax.set_xlabel('$z_1$')\n", "ax.set_ylabel('$z_2$')\n", "ax.set_title('Inverse CDF')\n", "ax.grid(False)\n", "plt.savefig('VAE_ISING_fantasy_invCDF.pdf')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples fail to capture critial correlations\n", "\n", "We see that the examples look quite different from real Ising configurations -- they lack the large scale patchiness seen in the critical region. They mostly turn out to be unstructured speckles that reflect only the average probability that a pixel is on in a region. This is not surprising since our VAE has no spatial structure and gets very little information about correlations in the binary cross-entropy which we use to measure reconstruction errors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* To gain more intuition for the VAE parameters, change $\\epsilon$. What happens when epsilon is $0.01$, $1$, $10$?\n", "* Change the number of latent dimensions to 1, or 10. Visualize the 10 dimensional latent space using PCA? Are the reconstructed samples and loss functions very different?\n", "* What do you think would happen for other spin systems where the order parameter is a vector such as nematically ordered materials?\n", "* Replace the decoder with a (de)convolutional net that includes spatial structure? Doe this improve the performance of the VAE for generating examples?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python mlreview", "language": "python", "name": "mlreview" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }