{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow.examples.tutorials.mnist import input_data\n", "from tensorbayes.layers import Constant, Placeholder, Dense, GaussianSample\n", "from tensorbayes.distributions import log_bernoulli_with_logits, log_normal\n", "from tensorbayes.tbutils import cross_entropy_with_logits\n", "from tensorbayes.nbutils import show_graph\n", "from tensorbayes.utils import progbar\n", "import numpy as np\n", "import sys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data generation and multi-layer VAE subgraphs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "activate = tf.nn.elu # choice of activation function\n", "eps = 1e-8 # epsilon noise to prevent nan\n", "def generate_one_bit_data(ndims):\n", " \"\"\"Generates the data whose entropy is one.\n", " \"\"\"\n", " x = np.array([np.zeros((ndims,)), np.ones((ndims,))])\n", " x = x.reshape(-1, ndims)\n", " x = np.tile(x, (500, 1))\n", " return x\n", "\n", "def layer(x, size, scope, activation=None):\n", " with tf.variable_scope(scope):\n", " h = Dense(x, size, scope='dense')\n", " if activation is not None: h = activation(h)\n", " return h\n", " \n", "def name(b_idx, z_idx, suffix):\n", " return 'z{:d}'.format(z_idx) + '_' + suffix\n", "\n", "def encode_block(x, h_size, z_size, idx):\n", " \"\"\"Encoding block. Takes lower stochastic layer x and encodes \n", " into higher stochastic layer z. Computes posterior of higher \n", " stochastic layer and samples from it.\n", " \"\"\"\n", " with tf.variable_scope(name(idx, idx, 'encode')):\n", " h = layer(x, h_size, 'layer1', activation=activate)\n", " h = layer(h, h_size, 'layer2', activation=activate)\n", " h = layer(h, h_size, 'layer3', activation=activate)\n", " with tf.variable_scope(name(idx, idx, 'encode/posterior')):\n", " z_m = layer(h, z_size, 'mean')\n", " z_v = layer(h, z_size, 'variance', activation=tf.nn.softplus) + eps\n", " with tf.variable_scope(name(idx, idx, 'sample')):\n", " z = tf.reshape(GaussianSample(z_m, z_v, 'z'), (-1, 1))\n", " return z, (z_m, z_v)\n", "\n", "def decode_block(z, h_size, x_size, idx):\n", " \"\"\"Decoding block. Takes higher stochastic layer z and decodes \n", " into the prior distribution of lower stochastic layer x.\n", " \"\"\"\n", " with tf.variable_scope(name(idx, idx - 1, 'decode')):\n", " h = layer(z, h_size, 'layer1', activation=activate)\n", " h = layer(h, h_size, 'layer2', activation=activate)\n", " h = layer(h, h_size, 'layer3', activation=activate)\n", " with tf.variable_scope(name(idx, idx - 1, 'decode/prior')):\n", " if (idx - 1) == 0:\n", " logits = layer(h, x_size, 'logits')\n", " return logits\n", " else:\n", " x_m = layer(h, x_size, 'mean')\n", " x_v = layer(h, x_size, 'variance', activation=tf.nn.softplus) + eps\n", " x_prior = (x_m, x_v)\n", " return x_prior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1-layer VAE" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def run_vae(ndims):\n", " print \"Running 1-layer VAE with {:d} dims\".format(ndims)\n", " data = generate_one_bit_data(ndims)\n", " tf.reset_default_graph()\n", " # encode\n", " z0 = Placeholder((None, ndims), name='z0')\n", " z1, z1_post = encode_block(z0, 10, 1, idx=1)\n", " # decode\n", " z1_prior = (Constant(0), Constant(1))\n", " z0_logits = decode_block(z1, 10, ndims, idx=1)\n", "\n", " with tf.name_scope('loss'):\n", " with tf.name_scope('recon_z0'):\n", " recon = -tf.reduce_mean(log_bernoulli_with_logits(z0, z0_logits))\n", " with tf.name_scope('KL'):\n", " kl1 = tf.reduce_mean(-log_normal(z1, *z1_prior) + log_normal(z1, *z1_post))\n", " loss = recon + kl1\n", " recon_per_dim = recon/ndims\n", "\n", " lr = Placeholder(None, name='lr')\n", " train_step = tf.train.AdamOptimizer(lr).minimize(loss)\n", " sess = tf.Session() \n", " sess.run(tf.initialize_all_variables())\n", " iterep = 1000\n", " epochs = 5\n", " lr = 5e-3\n", " decay = np.exp(np.log(1e-4/lr)/(iterep * epochs))\n", " for i in range(iterep * epochs):\n", " sess.run(train_step, feed_dict={'z0:0': data, 'lr:0': lr})\n", " progbar(i, iterep)\n", " lr *= decay\n", " if (i + 1) % iterep == 0:\n", " row = sess.run([recon_per_dim, kl1, loss], feed_dict={'z0:0': data})\n", " row += [lr]\n", " print \"z0 recon/dim: {:9.2e}. z1 kl: {:9.2e}. loss: {:9.2e}. learning rate: {:9.2e}\".format(*tuple(row))\n", " lr *= decay\n", " return sess.run([z1, loss, recon_per_dim], feed_dict={'z0:0': np.tile(data, (10, 1))})" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# history = {}\n", "# history[1000] = run_vae(1000)\n", "# history[100] = run_vae(100)\n", "# history[10] = run_vae(10)\n", "# history[5] = run_vae(5)\n", "# history[1] = run_vae(1)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_graph(tf.get_default_graph().as_graph_def())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def run_vae2(ndims):\n", " print \"Running 2-layer VAE with {:d} dims\".format(ndims)\n", " data = generate_one_bit_data(ndims)\n", " tf.reset_default_graph()\n", " # encode\n", " z0 = Placeholder((None, ndims), name='z0')\n", " z1, z1_post = encode_block(z0, 10, 1, idx=1)\n", " z2, z2_post = encode_block(z1, 100, 1, idx=2)\n", " # decode\n", " z2_prior = (Constant(0), Constant(1))\n", " z1_prior = decode_block(z2, 100, 1, idx=2)\n", " z0_logits = decode_block(z1, 10, ndims, idx=1)\n", " # evaluation purposes:\n", " z1_prior_sample = tf.reshape(GaussianSample(*z1_prior, scope='prior_samples/z1'), (-1, 1))\n", " \n", " with tf.name_scope('loss'):\n", " with tf.name_scope('recon_z0'):\n", " recon = -tf.reduce_mean(log_bernoulli_with_logits(z0, z0_logits))\n", " with tf.name_scope('recon_z1'):\n", " kl1 = tf.reduce_mean(-log_normal(z1, *z1_prior) + log_normal(z1, *z1_post))\n", " with tf.name_scope('KL'):\n", " kl2 = tf.reduce_mean(-log_normal(z2, *z2_prior) + log_normal(z2, *z2_post))\n", " loss = recon + kl1 + kl2\n", " recon_per_dim = recon/ndims\n", "\n", " lr = Placeholder(None, name='lr')\n", " train_step = tf.train.AdamOptimizer(lr).minimize(loss)\n", " sess = tf.Session() \n", " sess.run(tf.initialize_all_variables()) \n", " iterep = 1000\n", " epochs = 5\n", " lr = 5e-3\n", " decay = np.exp(np.log(1e-4/lr)/(iterep * epochs))\n", " for i in range(iterep * epochs):\n", " sess.run(train_step, feed_dict={'z0:0': data, 'lr:0': lr})\n", " progbar(i, iterep)\n", " lr *= decay \n", " if (i + 1) % iterep == 0:\n", " row = sess.run([recon_per_dim, kl1, kl2, loss], feed_dict={'z0:0': data})\n", " row += [lr]\n", " print (\"z0 recon/dim: {:9.2e}. z1 recon: {:9.2e}. z2 kl: {:9.2e}. loss: {:9.2e}. learning rate: {:9.2e}\"\n", " .format(*tuple(row)))\n", " return sess.run([z2, z1, z1_prior_sample, loss, recon_per_dim], feed_dict={'z0:0': np.tile(data, (10, 1))}) " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "# history2 = {}\n", "# Training is finnicky. Will have to reinitialize a few times to get good performance.\n", "# Training difficulty is attributable to the challenging nature of making q(z2|x) approximate a truncated Gaussian\n", "# history2[1000] = run_vae2(1000)\n", "# history2[100] = run_vae2(100)\n", "# history2[10] = run_vae2(10)\n", "# history2[5] = run_vae2(5)\n", "# history2[1] = run_vae2(1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_graph(tf.get_default_graph().as_graph_def())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization/Analysis of Top Stochastic Layer Encoding Distribution" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import seaborn as sns\n", "from scipy.stats import norm as normal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#np.save('history.npy', history) \n", "#np.save('history2.npy', history2) \n", "read_history = np.load('history.npy').item()\n", "read_history2 = np.load('history2.npy').item()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "colors = sns.color_palette(\"PuBu\", 6)[1:]\n", "keys = [1, 5, 10, 100, 1000]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jO2EhxKAkyS8h4sie8jo8HTS7Dxudod75Kq1vptntPW5jEx27883PufAv7/G9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kWI6DrMJKHvf3JxDxs/8Mfn4uD1NlpWC7B9NIRS79eOuNm4a7IHIBxS193NMbR5qLUk+fyi3r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\nORJPtVVV4KJxpVwwtgR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,2, figsize=(15, 5))\n", "ax[0].set_title('1-VAE, q(z)')\n", "for i in xrange(len(keys)):\n", " sns.kdeplot(read_history[keys[i]][0].reshape(-1), color=colors[i], label='n={:d}'.format(keys[i]), ax=ax[0]) \n", "ax[1].set_title('2-VAE, q(z2)')\n", "for i in xrange(len(keys)):\n", " sns.kdeplot(read_history2[keys[i]][0].reshape(-1), color=colors[i], label='n={:d}'.format(keys[i]))\n", "plt.savefig('images/encoding_over_time.png', dpi=200, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "approx_z = np.random.randn(10000)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BgwfN2vn5+aGwsBC5ublwcXExHf/kk09w6dIl/N///V+lZUGTk5Ph6ekJsbjir373P8Tp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QvQ0+UYB4XZMPUCGKIlo+VFXvMWjZDQBC+6t6R14kb7PZMGpUHF9R3wsYkc2A3pnP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\nG4ZEREREREREREREREREPuz/AS3LHVaudE0BAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(22.5, 5), sharex=True)\n", "plt.xlim([-3, 3])\n", "ax[0].set_title('p(z)')\n", "ax[1].set_title('q(z) for 1-VAE')\n", "ax[2].set_title('q(z|x) for 1-VAE')\n", "ax[0].set_ylim([0, 0.4])\n", "sns.kdeplot(approx_z, shade=True, ax=ax[0], bw=0.5)\n", "sns.kdeplot(read_history[1000][0].reshape(-1), shade=True, ax=ax[1])\n", "sns.kdeplot(read_history[1000][0][::2].reshape(-1), shade=True, ax=ax[2], label='x=0')\n", "sns.kdeplot(read_history[1000][0][1::2].reshape(-1), shade=True, ax=ax[2], label='x=1')\n", "plt.savefig('images/vae1_dim=1000.png', dpi=200, bbox_inches='tight') " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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r7WlM7UPjansaU/uo6PzM6jcMRURERERERERERERERKTmUMJQRERERERERERE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\nIiIiIiIiIiIygf1/NgOIY93xxukAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(22.5, 5), sharex=True)\n", "plt.xlim([-3, 3])\n", "ax[0].set_title('p(z2)')\n", "ax[1].set_title('q(z2) for 2-VAE')\n", "ax[2].set_title('q(z2|x) for 2-VAE')\n", "ax[0].set_ylim([0, 0.4])\n", "sns.kdeplot(approx_z, shade=True, ax=ax[0], bw=0.5)\n", "sns.kdeplot(read_history2[1000][0].reshape(-1), shade=True, ax=ax[1])\n", "sns.kdeplot(read_history2[1000][0][::2].reshape(-1), shade=True, ax=ax[2], label='x=0')\n", "sns.kdeplot(read_history2[1000][0][1::2].reshape(-1), shade=True, ax=ax[2], label='x=1')\n", "plt.savefig('images/vae2_dim=1000.png', dpi=200, bbox_inches='tight') " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "loss = [read_history[keys[i]][-2] for i in range(len(keys))]\n", "loss2 = [read_history2[keys[i]][-2] for i in range(len(keys))]\n", "recon_per_dim = [read_history[keys[i]][-1] for i in range(len(keys))]\n", "recon_per_dim2 = [read_history2[keys[i]][-1] for i in range(len(keys))]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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HR1/2PHrjjTe48cYbf8cnExFXKygs5sMFe1gRf7Rs2S39WzPhpii8PfV9U6Qy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\nqaRkFgNwx8x4LkoIMzhV29FznpiZ2q+YXXs967XqAIdTMjMz2bx5M5s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tb/H29mbNmjUd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\nWWhSzTGQVIs5YcSaY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 2, figsize=(15, 5))\n", "ax[0].loglog()\n", "ax[0].plot(keys, recon_per_dim, label='1-VAE')\n", "ax[0].plot(keys, recon_per_dim2, label='2-VAE')\n", "ax[0].set_xlabel('ndims')\n", "ax[0].set_ylabel('recon/dim')\n", "ax[0].legend()\n", "ax[1].semilogx()\n", "ax[1].plot(keys, loss, label='1-VAE')\n", "ax[1].plot(keys, loss2, label='2-VAE')\n", "ax[1].set_xlabel('ndims')\n", "ax[1].set_ylabel('loss')\n", "ax[1].legend(loc='upper left')\n", "plt.savefig('images/rec_and_loss.png', dpi=200, bbox_inches='tight') " ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }