demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "#dependencies (numpy, matplotlib, and keras)\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm\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 objectives\n",
    "from keras.datasets import mnist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"dense_2/BiasAdd:0\", shape=(100, 2), dtype=float32)\n",
      "Tensor(\"dense_3/BiasAdd:0\", shape=(100, 2), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "#hyperparameters\n",
    "batch_size = 100\n",
    "original_dim = 784\n",
    "latent_dim = 2\n",
    "intermediate_dim = 256\n",
    "nb_epoch = 5\n",
    "epsilon_std = 1.0\n",
    "\n",
    "#encoder\n",
    "x = Input(batch_shape=(batch_size, original_dim))\n",
    "h = Dense(intermediate_dim, activation='relu')(x)\n",
    "z_mean = Dense(latent_dim)(h)\n",
    "z_log_var = Dense(latent_dim)(h)\n",
    "\n",
    "print(z_mean)\n",
    "print(z_log_var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"lambda_1/add:0\", shape=(100, 2), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "def sampling(args):\n",
    "    z_mean, z_log_var = args\n",
    "    epsilon = K.random_normal(shape=(batch_size, latent_dim), mean=0.)\n",
    "    return z_mean + K.exp(z_log_var / 2) * epsilon\n",
    "\n",
    "# note that \"output_shape\" isn't necessary with the TensorFlow backend\n",
    "z = Lambda(sampling, output_shape=(latent_dim,))([z_mean, z_log_var])\n",
    "\n",
    "#latent hidden state\n",
    "print(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"dense_5/Sigmoid:0\", shape=(100, 784), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "#decoder\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",
    "print(x_decoded_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#loss\n",
    "def vae_loss(x, x_decoded_mean):\n",
    "    xent_loss = original_dim * objectives.binary_crossentropy(x, x_decoded_mean)\n",
    "    kl_loss = - 0.5 * K.sum(1 + z_log_var - K.square(z_mean) - K.exp(z_log_var), axis=-1)\n",
    "    return xent_loss + kl_loss\n",
    "\n",
    "vae = Model(x, x_decoded_mean)\n",
    "vae.compile(optimizer='rmsprop', loss=vae_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sraval/anaconda/lib/python3.6/site-packages/keras/engine/training.py:1393: UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.\n",
      "  warnings.warn('The `nb_epoch` argument in `fit` '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/5\n",
      "60000/60000 [==============================] - 8s - loss: 188.8561 - val_loss: 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      "Epoch 2/5\n",
      "60000/60000 [==============================] - 8s - loss: 169.3598 - val_loss: 167.7177\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 3/5\n",
      "60000/60000 [==============================] - 8s - loss: 165.7957 - val_loss: 165.8358\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 4/5\n",
      "60000/60000 [==============================] - 8s - loss: 163.5347 - val_loss: 162.9071\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 5/5\n",
      "60000/60000 [==============================] - 8s - loss: 161.6937 - val_loss: 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     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x12402e2e8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train the VAE on MNIST digits\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",
    "x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:])))\n",
    "x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:])))\n",
    "\n",
    "vae.fit(x_train, x_train,\n",
    "        shuffle=True,\n",
    "        nb_epoch=nb_epoch,\n",
    "        batch_size=batch_size,\n",
    "        validation_data=(x_test, x_test),verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Kd0l1pTM7+0QAvq35IkqmJ2AHeHnHE5w38ApeKX6SgqbNqEJjesZszh90FV41IWKtj2y5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B98mp+LS68B4OzCC3iy88G0aAeBoNpfR9CYXF7oTYURkpw3CN4WvKcA39h730mFLrjabJHXfXhn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      "text/plain": [
       "<matplotlib.figure.Figure at 0x118666710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot latent/hidden space\n",
    "\n",
    "# build a model to project inputs on the latent space\n",
    "encoder = Model(x, z_mean)\n",
    "\n",
    "# display a 2D plot of the digit classes in the latent space\n",
    "x_test_encoded = encoder.predict(x_test, batch_size=batch_size)\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.scatter(x_test_encoded[:, 0], x_test_encoded[:, 1], c=y_test)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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39zMPmc1mzpkCTpPwm80m0ycIArxeLxsMtJad5L3JQ7cmkwnhcBjj4+MApHwprVaLcrnM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haLQv0Tj8fh9Xplr7GR97Nnz8QuSCaT6PV6Mi7X19eo1+tzg5cYAG9DDDHEEEMMMcSQT8iv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\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qn5F8FMZSt9vFxcUF/u7v/g4A8Mtf/lLVi6ZSqaDVaqkYViclZCj94Q9/AKAYS7/85S85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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e8ec390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# build a digit generator that can sample from the learned distribution\n",
    "decoder_input = Input(shape=(latent_dim,))\n",
    "_h_decoded = decoder_h(decoder_input)\n",
    "_x_decoded_mean = decoder_mean(_h_decoded)\n",
    "generator = Model(decoder_input, _x_decoded_mean)\n",
    "\n",
    "# display a 2D manifold of the digits\n",
    "n = 15  # figure with 15x15 digits\n",
    "digit_size = 28\n",
    "figure = np.zeros((digit_size * n, digit_size * n))\n",
    "# linearly spaced coordinates on the unit square were transformed through the inverse CDF (ppf) of the Gaussian\n",
    "# to produce values of the latent variables z, since the prior of the latent space is Gaussian\n",
    "grid_x = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "grid_y = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "\n",
    "for i, yi in enumerate(grid_x):\n",
    "    for j, xi in enumerate(grid_y):\n",
    "        z_sample = np.array([[xi, yi]])\n",
    "        x_decoded = generator.predict(z_sample)\n",
    "        digit = x_decoded[0].reshape(digit_size, digit_size)\n",
    "        figure[i * digit_size: (i + 1) * digit_size,\n",
    "               j * digit_size: (j + 1) * digit_size] = digit\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(figure, cmap='Greys_r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}