tutorial.ipynb 1.7 MB
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{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "# TFGAN Tutorial\n",
    "\n",
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    "## Authors: Joel Shor, joel-shor\n",
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    "\n",
    "### More complex examples, see [`tensorflow/models/gan`](https://github.com/tensorflow/models/tree/master/research/gan)\n",
    "\n",
    "\n",
    "This notebook will walk you through the basics of using [TFGAN](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/gan) to define, train, and evaluate Generative Adversarial Networks. We describe the library's core features as well as some extra features. This colab assumes a familiarity with TensorFlow's Python API. For more on TensorFlow, please see [TensorFlow tutorials](https://www.tensorflow.org/tutorials/).\n",
    "\n",
    "Please note that running on GPU will significantly speed up the training steps, but is not required.\n",
    "\n",
    "Last update: 2017-10-16."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
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    "<a href='#installation_and_setup'>Installation and Setup</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#download_data'>Download Data</a><br>\n",
    "<a href='#unconditional_example'>Unconditional GAN example</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#unconditional_input'>Input pipeline</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#unconditional_model'>Model</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#unconditional_loss'>Loss</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#unconditional_train'>Train and evaluation</a><br>\n",
    "<a href='#ganestimator_example'>GANEstimator example</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#ganestimator_input'>Input pipeline</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#ganestimator_train'>Train</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#ganestimator_eval'>Eval</a><br>\n",
    "<a href='#conditional_example'>Conditional GAN example</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#conditional_input'>Input pipeline</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#conditional_model'>Model</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#conditional_loss'>Loss</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#conditional_train'>Train and evaluation</a><br>\n",
    "<a href='#infogan_example'>InfoGAN example</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#infogan_input'>Input pipeline</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#infogan_model'>Model</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#infogan_loss'>Loss</a><br>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href='#infogan_train'>Train and evaluation</a><br>"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='installation_and_setup'></a>\n",
    "## Installation and setup\n",
    "\n",
    "To make sure that your version of TensorFlow has TFGAN included, run\n",
    "\n",
    "```\n",
    "python -c \"import tensorflow.contrib.gan as tfgan\"\n",
    "```\n",
    "\n",
    "You also need to install the TFGAN models library and the TF-Slim models library.\n",
    "\n",
    "To check that these two steps work, execute the [`Imports`](#imports) cell. If it complains about unknown modules, restart the notebook after moving to the TFGAN models directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make TFGAN models and TF-Slim models discoverable.\n",
    "import sys\n",
    "import os\n",
    "# This is needed since the notebook is stored in the `tensorflow/models/gan` folder.\n",
    "sys.path.append('..')\n",
    "sys.path.append(os.path.join('..', 'slim'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='imports'></a>\n",
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import time\n",
    "import functools\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "# Main TFGAN library.\n",
    "tfgan = tf.contrib.gan\n",
    "\n",
    "# TFGAN MNIST examples from `tensorflow/models`.\n",
    "from mnist import data_provider\n",
    "from mnist import util\n",
    "\n",
    "# TF-Slim data provider.\n",
    "from datasets import download_and_convert_mnist\n",
    "\n",
    "# Shortcuts for later.\n",
    "slim = tf.contrib.slim\n",
    "layers = tf.contrib.layers\n",
    "ds = tf.contrib.distributions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Common functions\n",
    "\n",
    "These functions are used by many examples, so we define them here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "leaky_relu = lambda net: tf.nn.leaky_relu(net, alpha=0.01)\n",
    "  \n",
    "\n",
    "def visualize_training_generator(train_step_num, start_time, data_np):\n",
    "    \"\"\"Visualize generator outputs during training.\n",
    "    \n",
    "    Args:\n",
    "        train_step_num: The training step number. A python integer.\n",
    "        start_time: Time when training started. The output of `time.time()`. A\n",
    "            python float.\n",
    "        data: Data to plot. A numpy array, most likely from an evaluated TensorFlow\n",
    "            tensor.\n",
    "    \"\"\"\n",
    "    print('Training step: %i' % train_step_num)\n",
    "    time_since_start = (time.time() - start_time) / 60.0\n",
    "    print('Time since start: %f m' % time_since_start)\n",
    "    print('Steps per min: %f' % (train_step_num / time_since_start))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(np.squeeze(data_np), cmap='gray')\n",
    "    plt.show()\n",
    "\n",
    "def visualize_digits(tensor_to_visualize):\n",
    "    \"\"\"Visualize an image once. Used to visualize generator before training.\n",
    "    \n",
    "    Args:\n",
    "        tensor_to_visualize: An image tensor to visualize. A python Tensor.\n",
    "    \"\"\"\n",
    "    with tf.Session() as sess:\n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        with slim.queues.QueueRunners(sess):\n",
    "            images_np = sess.run(tensor_to_visualize)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(np.squeeze(images_np), cmap='gray')\n",
    "\n",
    "def evaluate_tfgan_loss(gan_loss, name=None):\n",
    "    \"\"\"Evaluate GAN losses. Used to check that the graph is correct.\n",
    "    \n",
    "    Args:\n",
    "        gan_loss: A GANLoss tuple.\n",
    "        name: Optional. If present, append to debug output.\n",
    "    \"\"\"\n",
    "    with tf.Session() as sess:\n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        with slim.queues.QueueRunners(sess):\n",
    "            gen_loss_np = sess.run(gan_loss.generator_loss)\n",
    "            dis_loss_np = sess.run(gan_loss.discriminator_loss)\n",
    "    if name:\n",
    "        print('%s generator loss: %f' % (name, gen_loss_np))\n",
    "        print('%s discriminator loss: %f'% (name, dis_loss_np))\n",
    "    else:\n",
    "        print('Generator loss: %f' % gen_loss_np)\n",
    "        print('Discriminator loss: %f'% dis_loss_np)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='download_data'></a>\n",
    "### Download data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset files already exist. Exiting without re-creating them.\n"
     ]
    }
   ],
   "source": [
    "MNIST_DATA_DIR = '/tmp/mnist-data'\n",
    "\n",
    "if not tf.gfile.Exists(MNIST_DATA_DIR):\n",
    "    tf.gfile.MakeDirs(MNIST_DATA_DIR)\n",
    "\n",
    "download_and_convert_mnist.run(MNIST_DATA_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='unconditional_example'></a>\n",
    "# Unconditional GAN Example\n",
    "\n",
    "With unconditional GANs, we want a generator network to produce realistic-looking digits. During training, the generator tries to produce realistic-enough digits to 'fool' a discriminator network, while the discriminator tries to distinguish real digits from generated ones. See the paper ['NIPS 2016 Tutorial: Generative Adversarial Networks'](https://arxiv.org/pdf/1701.00160.pdf) by Goodfellow or ['Generative Adversarial Networks'](https://arxiv.org/abs/1406.2661) by Goodfellow et al. for more details.\n",
    "\n",
    "The steps to using TFGAN to set up an unconditional GAN, in the simplest case, are as follows:\n",
    "\n",
    "1. **Model**: Set up the generator and discriminator graphs with a [`GANModel`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/namedtuples.py#L39) tuple. Use [`tfgan.gan_model`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/train.py#L64) or create one manually.\n",
    "1. **Losses**: Set up the generator and discriminator losses with a [`GANLoss`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/namedtuples.py#L115) tuple. Use [`tfgan.gan_loss`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/train.py#L328) or create one manually.\n",
    "1. **Train ops**: Set up TensorFlow ops that compute the loss, calculate the gradients, and update the weights with a [`GANTrainOps`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/namedtuples.py#L128) tuple. Use [`tfgan.gan_train_ops`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/train.py#L476) or create one manually.\n",
    "1. **Run alternating train loop**: Run the training Ops. This can be done with [`tfgan.gan_train`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/train.py#L661), or done manually.\n",
    "\n",
    "Each step can be performed by a TFGAN library call, or can be constructed manually for more control."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='unconditional_input'></a>\n",
    "## Data input pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X/4cCwudV9KfTaaLRKHNzcwwMDHDnzh1WVlZeqfrUi/J0v39jY6NYQJPJZPB4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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9062213d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf.reset_default_graph()\n",
    "\n",
    "# Define our input pipeline. Pin it to the CPU so that the GPU can be reserved\n",
    "# for forward and backwards propogation.\n",
    "batch_size = 32\n",
    "with tf.device('/cpu:0'):\n",
    "    images, _, _ = data_provider.provide_data('train', batch_size, MNIST_DATA_DIR)\n",
    "\n",
    "# Sanity check that we're getting images.\n",
    "imgs_to_visualize = tfgan.eval.image_reshaper(images[:20,...], num_cols=10)\n",
    "visualize_digits(imgs_to_visualize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='unconditional_model'></a>\n",
    "## Model\n",
    "\n",
    "Set up a [GANModel tuple](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/namedtuples.py#L39), which defines everything we need to perform GAN training. You can create the tuple with the library functions, or you can manually create one.\n",
    "\n",
    "Define the GANModel tuple using the TFGAN library function.\n",
    "For the simplest case, we need the following:\n",
    "\n",
    "1. A generator function that takes input noise and outputs generated MNIST digits\n",
    "\n",
    "1. A discriminator function that takes images and outputs a probability of  being real or fake\n",
    "\n",
    "1. Real images\n",
    "\n",
    "1. A noise vector to pass to the generator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generator_fn(noise, weight_decay=2.5e-5):\n",
    "    \"\"\"Simple generator to produce MNIST images.\n",
    "    \n",
    "    Args:\n",
    "        noise: A single Tensor representing noise.\n",
    "        weight_decay: The value of the l2 weight decay.\n",
    "    \n",
    "    Returns:\n",
    "        A generated image in the range [-1, 1].\n",
    "    \"\"\"\n",
    "    with slim.arg_scope(\n",
    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.fully_connected(noise, 1024)\n",
    "        net = layers.fully_connected(net, 7 * 7 * 256)\n",
    "        net = tf.reshape(net, [-1, 7, 7, 256])\n",
    "        net = layers.conv2d_transpose(net, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d_transpose(net, 32, [4, 4], stride=2)\n",
    "        # Make sure that generator output is in the same range as `inputs`\n",
    "        # ie [-1, 1].\n",
    "        net = layers.conv2d(net, 1, 4, normalizer_fn=None, activation_fn=tf.tanh)\n",
    "\n",
    "        return net"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def discriminator_fn(img, unused_conditioning, weight_decay=2.5e-5):\n",
    "    \"\"\"Discriminator network on MNIST digits.\n",
    "    \n",
    "    Args:\n",
    "        img: Real or generated MNIST digits. Should be in the range [-1, 1].\n",
    "        unused_conditioning: The TFGAN API can help with conditional GANs, which\n",
    "            would require extra `condition` information to both the generator and the\n",
    "            discriminator. Since this example is not conditional, we do not use this\n",
    "            argument.\n",
    "        weight_decay: The L2 weight decay.\n",
    "    \n",
    "    Returns:\n",
    "        Logits for the probability that the image is real.\n",
    "    \"\"\"\n",
    "    with slim.arg_scope(\n",
    "        [layers.conv2d, layers.fully_connected],\n",
    "        activation_fn=leaky_relu, normalizer_fn=None,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay),\n",
    "        biases_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.conv2d(img, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d(net, 128, [4, 4], stride=2)\n",
    "        net = layers.flatten(net)\n",
    "        net = layers.fully_connected(net, 1024, normalizer_fn=layers.batch_norm)\n",
    "        return layers.linear(net, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GANModel Tuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rbrFYKJfL0gRarVZhZUqlkkhPxWJRWEqdTketVhM/kyqyOp2OWCzG8fExLpdL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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9060031790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise_dims = 64\n",
    "gan_model = tfgan.gan_model(\n",
    "    generator_fn,\n",
    "    discriminator_fn,\n",
    "    real_data=images,\n",
    "    generator_inputs=tf.random_normal([batch_size, noise_dims]))\n",
    "\n",
    "# Sanity check that generated images before training are garbage.\n",
    "generated_data_to_visualize = tfgan.eval.image_reshaper(\n",
    "    gan_model.generated_data[:20,...], num_cols=10)\n",
    "visualize_digits(generated_data_to_visualize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='unconditional_loss'></a>\n",
    "## Losses\n",
    "\n",
    "We next set up the GAN model losses.\n",
    "\n",
    "Loss functions are currently an active area of research. The [losses library](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/losses/python/losses_impl.py) provides some well-known or successful loss functions, such as the [original minimax](https://arxiv.org/abs/1406.2661), [Wasserstein](https://arxiv.org/abs/1701.07875) (by Arjovsky et al), and [improved Wasserstein](https://arxiv.org/abs/1704.00028) (by Gulrajani et al) losses. It is easy to add loss functions to the library as they are developed, and you can also pass in a custom loss function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vanilla loss generator loss: -0.900736\n",
      "vanilla loss discriminator loss: 1.537229\n",
      "improved wgan loss generator loss: 0.004611\n",
      "improved wgan loss discriminator loss: 0.123369\n",
      "custom loss generator loss: 0.045375\n",
      "custom loss discriminator loss: -0.054127\n"
     ]
    }
   ],
   "source": [
    "# We can use the minimax loss from the original paper.\n",
    "vanilla_gan_loss = tfgan.gan_loss(\n",
    "    gan_model,\n",
    "    generator_loss_fn=tfgan.losses.minimax_generator_loss,\n",
    "    discriminator_loss_fn=tfgan.losses.minimax_discriminator_loss)\n",
    "\n",
    "# We can use the Wasserstein loss (https://arxiv.org/abs/1701.07875) with the \n",
    "# gradient penalty from the improved Wasserstein loss paper \n",
    "# (https://arxiv.org/abs/1704.00028).\n",
    "improved_wgan_loss = tfgan.gan_loss(\n",
    "    gan_model,\n",
    "    # We make the loss explicit for demonstration, even though the default is \n",
    "    # Wasserstein loss.\n",
    "    generator_loss_fn=tfgan.losses.wasserstein_generator_loss,\n",
    "    discriminator_loss_fn=tfgan.losses.wasserstein_discriminator_loss,\n",
    "    gradient_penalty_weight=1.0)\n",
    "\n",
    "# We can also define custom losses to use with the rest of the TFGAN framework.\n",
    "def silly_custom_generator_loss(gan_model, add_summaries=False):\n",
    "    return tf.reduce_mean(gan_model.discriminator_gen_outputs)\n",
    "def silly_custom_discriminator_loss(gan_model, add_summaries=False):\n",
    "    return (tf.reduce_mean(gan_model.discriminator_gen_outputs) -\n",
    "            tf.reduce_mean(gan_model.discriminator_real_outputs))\n",
    "custom_gan_loss = tfgan.gan_loss(\n",
    "    gan_model,\n",
    "    generator_loss_fn=silly_custom_generator_loss,\n",
    "    discriminator_loss_fn=silly_custom_discriminator_loss)\n",
    "\n",
    "# Sanity check that we can evaluate our losses.\n",
    "for gan_loss, name in [(vanilla_gan_loss, 'vanilla loss'), \n",
    "                       (improved_wgan_loss, 'improved wgan loss'), \n",
    "                       (custom_gan_loss, 'custom loss')]:\n",
    "    evaluate_tfgan_loss(gan_loss, name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='unconditional_train'></a>\n",
    "## Training and Evaluation\n",
    "\n",
    "### Train Ops\n",
    "In order to train a GAN, we need to train both generator and discriminator networks using some variant of the alternating training paradigm. To do this, we construct a [GANTrainOps tuple](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/namedtuples.py#L128) either manually or with a library call. We pass it the optimizers that we want to use, as well as any extra arguments that we'd like passed to slim's `create_train_op` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n",
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n"
     ]
    }
   ],
   "source": [
    "generator_optimizer = tf.train.AdamOptimizer(0.001, beta1=0.5)\n",
    "discriminator_optimizer = tf.train.AdamOptimizer(0.0001, beta1=0.5)\n",
    "gan_train_ops = tfgan.gan_train_ops(\n",
    "    gan_model,\n",
    "    improved_wgan_loss,\n",
    "    generator_optimizer,\n",
    "    discriminator_optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation\n",
    "\n",
    "TFGAN provides some standard methods of evaluating generative models. In this example, we use a pre-trained classifier to calculate what is called the 'Inception Score' from [Improved Techniques for Training GANs](https://arxiv.org/abs/1606.03498) (by Salimans et al). This metric is a combined score of quality and diversity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_images_to_eval = 500\n",
    "MNIST_CLASSIFIER_FROZEN_GRAPH = './mnist/data/classify_mnist_graph_def.pb'\n",
    "\n",
    "# For variables to load, use the same variable scope as in the train job.\n",
    "with tf.variable_scope('Generator', reuse=True):\n",
    "    eval_images = gan_model.generator_fn(\n",
    "        tf.random_normal([num_images_to_eval, noise_dims]))\n",
    "\n",
    "eval_score = util.mnist_score(eval_images, MNIST_CLASSIFIER_FROZEN_GRAPH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Steps\n",
    "\n",
    "Now we're ready to train. TFGAN handles the alternating training scheme that arises from the GAN minmax game. It also gives you the option of changing the ratio of discriminator updates to generator updates. Most applications (distributed setting, borg, etc) will use the [`gan_train`](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/gan/python/train.py#L661) function, but we will use a different TFGAN utility and manually run the train ops so we can introspect more.\n",
    "\n",
    "This code block should take about **1 minute** to run on a GPU kernel, and about **5 minutes** on CPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 0.232912\n",
      "Current MNIST score: 1.072580\n",
      "Training step: 0\n",
      "Time since start: 0.025638 m\n",
      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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XrwsUHo1GefjwIR999BHDw8NEIhEqlQp2u53x8XGcTqdMUQpif/DgAdvb2wSD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\nq6+KigqZaLx48QLZbBZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9048249210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.752904\n",
      "Current MNIST score: 6.200320\n",
      "Training step: 200\n",
      "Time since start: 1.137596 m\n",
      "Steps per min: 175.809315\n"
     ]
    },
    {
     "data": {
      "image/png": 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bb2N+fh7JZJIJGlJa8vk8urq6MDExwYLxiAllMhncvn0b77zzDjY2NhgkGgqF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\n3Fl0EHw+H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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fd6e11450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.497491\n",
      "Current MNIST score: 6.874323\n",
      "Training step: 400\n",
      "Time since start: 2.253073 m\n",
      "Steps per min: 177.535324\n"
     ]
    },
    {
     "data": {
      "image/png": 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rZYVWSLiUlpayeT5y5Ahef/11lsrG9ZxEo1EsLy9jdnYW7733Hn7zm99sOea1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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9048674fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.143250\n",
      "Current MNIST score: 7.726418\n",
      "Training step: 600\n",
      "Time since start: 3.374628 m\n",
      "Steps per min: 177.797365\n"
     ]
    },
    {
     "data": {
      "image/png": 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O9aAfO3YMEokE165dY/oEu8XG+0yHDUUXe/k8hUIBvV6PZDKJ/Px8vPzyy3jm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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f90600ac390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.284461\n",
      "Current MNIST score: 7.336357\n",
      "Training step: 800\n",
      "Time since start: 4.497319 m\n",
      "Steps per min: 177.883745\n"
     ]
    },
    {
     "data": {
      "image/png": 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/jpWVlT1/H10Ge10ksjDT6fSmjcl301GL3LW1NZhMJjgcDhgMBkil0k1W8G7B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\nBAgQIECAgK3j/wGnkDTaxTqK+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f904852b750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We have the option to train the discriminator more than one step for every \n",
    "# step of the generator. In order to do this, we use a `GANTrainSteps` with \n",
    "# desired values. For this example, we use the default 1 generator train step \n",
    "# for every discriminator train step.\n",
    "train_step_fn = tfgan.get_sequential_train_steps()\n",
    "\n",
    "global_step = tf.train.get_or_create_global_step()\n",
    "loss_values, mnist_score_values  = [], []\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    with slim.queues.QueueRunners(sess):\n",
    "        start_time = time.time()\n",
    "        for i in xrange(801):\n",
    "            cur_loss, _ = train_step_fn(\n",
    "                sess, gan_train_ops, global_step, train_step_kwargs={})\n",
    "            loss_values.append((i, cur_loss))\n",
    "            if i % 100 == 0:\n",
    "                mnist_score_values.append((i, sess.run(eval_score)))\n",
    "            if i % 200 == 0:\n",
    "                print('Current loss: %f' % cur_loss)\n",
    "                print('Current MNIST score: %f' % mnist_score_values[-1][1])\n",
    "                visualize_training_generator(\n",
    "                    i, start_time, sess.run(generated_data_to_visualize))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MkP5HwP8CfkBM9tsS+DUwnvZhXxNuvz1OsnPSSUlXIklS54oJ/HeJCXsnAHOB\np4nh/G+Xoa6Kl8nAgQfCxhsnXYkkSZ0rdlneY8B+5SikmsydGxP1rroq6UokSVoznku/C+64Iybr\nOZwvSaoWBn4XZDJwwAExaU+SpGpg4Bfpo49iGd6Xv5x0JZIkrTkDv0h33AGffQYnn5x0JZIkrTkD\nv0iZDOy/v8P5kqTqYuAX4eOP4aGHHM6XJFUfA78Id94Zw/nOzpckVRsDvwiZDOy3HwwblnQlkiQV\nx8BfQy0t8OCDDudLkqqTgb+G7rwTli1zdr4kqToZ+GsoN5y/2WZJVyJJUvEM/DUwbx488IDD+ZKk\n6mXgr4G77nI4X5JU3Qz8NZDJwD77wOabJ12JJEldY+B3Yt48uP9+h/MlSdXNwO/E3XfD0qVwyilJ\nVyJJUtcZ+J3IZGDvvWGLLZKuRJKkrjPwV2P+fIfzJUnpYOCvxj33wJIlzs6XJFU/A381MhnYc0/Y\naqukK5EkqXsM/FVYsAAmT3Y4X5KUDgb+KuSG852dL0lKAwN/FTIZ2GMPGD486UokSeo+A78DCxc6\nnC9JShcDvwP33guffupwviQpPQz8DmQyUF8PI0YkXYkkSaVh4BdYtAjuu8/hfElSuhj4Be69FxYv\nNvAlSeli4BfIZKCuDrbeOulKJEkqHQM/z6JF0cO3dy9JShsDP8/kyTGc7+x8SVLaGPh5MhnYdVf4\n/OeTrkSSpNIy8LM++SROp+twviQpjQz8rMmTI/QNfElSGnU18HsDU4HxpSslWZkM7LILbLtt0pVI\nklR6XQ38i4EvAa0lrCUxixc7nC9JSreuBP4hwInARKBXactJxp//HEvyDHxJUloVG/ibANcCpwOf\nlL6cZGQysPPO8IUvJF2JJEnlUUzgrwXcBFwB/CO7reqH9BcvhrvvtncvSUq3PkU89sdEr/532e9T\nMZx///2wcKGBL0lKt2IC/0xgGPBx9vv+2a/HA0M6esKYMWMYPHhwu20NDQ00NDQUWWb5ZDKw006w\n3XZJVyJJqjWNjY00Nja229bS0lKW9+pOL308MaR/Tgf31QFNTU1N1NXVdeMtyuvTT2HjjeH734eL\nLkq6GkmSoLm5mfr6eoB6oLlUr1vTJ9554AFYsMDhfElS+hUzpF/o6yWrIiGZDOywA2y/fdKVSJJU\nXjXbw1+yBO66y969JKk21GzgP/AAzJ9v4EuSakPNBn4mE0P5O+6YdCWSJJVfTQb+kiVw55327iVJ\ntaMmA//7Nx9tAAAORklEQVShhxzOlyTVlpoM/EwmTrTjcL4kqVbUXOAvXRrD+aecAr1ScXJgSZI6\nV3OB/9BD0NLicL4kqbbUXOBnMnEZ3J13TroSSZJ6Tk0F/tKlcMcd0bt3OF+SVEtqKvAfftjhfElS\nbaqpwJ8wAbbdFkaOTLoSSZJ6Vs0E/rJlMZzv7HxJUi2qmcCfMgU++sjhfElSbaqZwM9kYJttYNdd\nk65EkqSeVxOBv2wZ3H67s/MlSbWrJgL/kUcczpck1baaCPwJE2DrrWG33ZKuRJKkZKQ+8Jcvj+F8\nZ+dLkmpZ6gN/6lT48EOH8yVJtS31gZ/JwPDhUF+fdCWSJCUn1YG/fDlMmuTsfEmSUh34jz7qcL4k\nSZDywJ8wAbbaCnbfPelKJElKVmoD/7PPYjjf2fmSJKU48B97DN5/3+F8SZIgxYGfycCWW8KeeyZd\niSRJyUtl4DucL0lSe6kM/McfhzlzHM6XJCknlYE/YQJssQXstVfSlUiSVBlSF/iffQYTJzqcL0lS\nvtQF/hNPwOzZEfiSJCmkLvAzGdhsM9h776QrkSSpcqQq8FesaBvOXytVLZMkqXuKjcVDgL8B84BZ\nwFVAv1IX1VVPPAGzZjk7X5KkQsUE/kbAPcDvgM8BuwEHAT8qfVldM2FCDOfvs0/SlUiSVFn6FPHY\nD4jQXwT0AjYkevfvl6Guoq1YEYHvcL4kSSsrNhoXZb++AzwPzASuL2VBXfXkkzBzprPzJUnqSFf7\nwtsAmwErgAmlK6frMhkYOhT22y/pSiRJqjzFDOnnW0JM2vshMYnvc8REvkTkhvNPPtnhfEmSOlJM\n4O8LjANGAsuy2/oBS2kb6m9nzJgxDB48uN22hoYGGhoaiq90NZ56Ct57z9n5kqTq0tjYSGNjY7tt\nLS0tZXmvYk4+ux7wEjGE/yNgGHAb8DTw7YLH1gFNTU1N1NXVlaLO1frud+FPf4J334Xevcv+dpIk\nlU1zczP19fUA9UBzqV63mAHwRcCRwE7AHGAqcD/w3VIV0xX5w/mGvSRJHSv2GP50YFQ5CumqadOi\nZ+/sfEmSVq3qp7hlMrDJJrD//klXIklS5arqwG9tjeH8k05yOF+SpNWp6sCfNg3eftvZ+ZIkdaaq\nAz+TgY03hgMOSLoSSZIqW9UGvsP5kiStuaoN/Geegbfecna+JElromoDP5OBDTeEAw9MuhJJkipf\nVQZ+a2sE/kknQZ+uXg1AkqQaUpWB39QEM2Y4O1+SpDVVlYGfG84/6KCkK5EkqTpUXeDnZuefeKLD\n+ZIkramqC/xnn4U33nA4X5KkYlRd4GcyMGSIw/mSJBWjqgI/Nzv/xBNh7bWTrkaSpOpRVYH/3HPw\nz386nC9JUrGqKvBzw/mHHJJ0JZIkVZeqCfzccP4JJzicL0lSsaom8J9/Hl5/3eF8SZK6omoCP5OB\nwYMdzpckqSuqIvDzh/PXWSfpaiRJqj5VEfj/+Ae8+qrD+ZIkdVVVBH5uOP+ww5KuRJKk6lTxgZ8b\nzj/+eIfzJUnqqooP/BdfhFdecThfkqTuqPjAz2Rg0CCH8yVJ6o6qCPzjj4e+fZOuRJKk6lXRgf/i\nizB9usP5kiR1V0UHfm44/4gjkq5EkqTqVvGBP3q0w/mSJHVXxQb+Sy/FzeF8SZK6r2IDf8IEGDjQ\n4XxJkkqhYgM/k4HjjoN+/ZKuRJKk6leRgf/yy/DCCw7nS5JUKhUZ+JkMDBgAo0YlXYkkSelQsYF/\n3HGw7rpJVyJJUjoUG/i7AA8Cc4HZwA3ABqUs6JVX4nK4DudLklQ6xQT+usBk4C/AJsAORNiPL2VB\nEybAeuvBkUeW8lUlSaptxQT+lsCzwKXAcuAj4GrgkFIWlMnAscc6nC9JUikVE/ivAMcArXnbTgGa\nS1XMa6/B3//ucL4kSaXWpxvPvYzYATigRLWQyUD//nDUUaV6RUmSBF0L/EHEcfvdiLB/cVUPHDNm\nDIMHD263raGhgYaGhg4fnxvO79+/C1VJklRlGhsbaWxsbLetpaWlLO/Vq8jHbwPcB8wAGojj+B2p\nA5qampqoq6tboxd+/XXYdtsI/VNOKbIqSZJSorm5mfr6eoB6SnjYvJhj+OsDU4hZ+key6rDvkgkT\nomd/9NGlfFVJkgTFBf7XgS2ArwDzgQXZ2/xSFJLJRNg7nC9JUukVE/j/mX38AGBg3m1Qd4t44w1o\nbnZ2viRJ5VIRp9bNZGLd/THHJF2JJEnpVDGBf/TRcYY9SZJUeokH/ptvQlOTw/mSJJVT4oE/YQL0\n6+dwviRJ5ZR44GcycWa9AQOSrkSSpPRKNPBnzICnn3Y4X5Kkcks08CdMgL5943S6kiSpfBIN/Nxw\n/sCBSVYhSVL6JRb4b70F06Y5nC9JUk9ILPAnTozh/OOOS6oCSZJqR2KBn8nAkUc6nC9JUk9IJPDf\neQeeesrL4EqS1FMSCfwJE2CddRzOlySppyQS+JkMjBoFn/tcEu8uSVLt6fHAf+cdePJJZ+dLktST\nejzwJ02K4fzRo3v6nSVJql09HviZDBxxhMP5kiT1pB4N/PfegyeecHa+JEk9rUcDf+JEWHttOP74\nnnxXSZLUo4GfycDhh8PgwT35rpIkqccCf+bMGM53dr4kST2vxwJ/0iTo08fhfEmSktBjgZ/JwGGH\nwfrr99Q7SpKknB4J/Fmz4PHHnZ0vSVJSeiTwJ02C3r3hhBN64t0kSVKhHgn8TAYOPRSGDOmJd5Mk\nSYXKHvizZ8Njjzk7X5KkJJU98G+/HdZay+F8SZKSVPbAzw3nb7BBud9JkiStSlkD/6OP4NFHnZ0v\nSVLSyhr4U6ZAr15w4onlfBdJktSZsgb+Qw/BwQfDhhuW810kSVJnyhr4zzzj7HxJkipBWQO/Vobz\nGxsbky6hR9jOdLGd6WI71ZnuBv5GwOvAgR3dWV8PG23UzXeoArXyB2g708V2povtVGe6E/j7AU8C\nWwOtHT3g8MO78eqSJKlkuhr4ZwO3AP+2ugcdfHAXX12SJJVUVwN/MtGzv211D/Lc+ZIkVYY+XXze\nnDV50PTp07v48tWlpaWF5ubmpMsoO9uZLrYzXWxnepQrO3uV4DVWAAcBj+VtGwo8DWxWgteXJKnW\nvAfsAcwq1Qt2tYffmVlEoUPL9PqSJKXZLEoY9lC+wIcyFCtJkrqm7FfLkyRJkiRJkiRJkiRJidkY\nuAP4GPgA+C3QO9GKuqej6wXsBfwNWAi8AZxT8JyvAa8Bi4jliXuXv8xu2QV4EJgLzAZuADbI3pem\nth5CtGUeMaH0KqBf9r40tTOnNzAVGJ+3LU3t/AqwHFiQd7she1+a2jkEuBH4EPgImARskr0vLe08\ng/a/xwXAUuDT7P1paSfAYUSN84CZwJXAOtn7qq6djxB/nP2AEcA/gIsSrajr9iPCfgVwQHbb+kQw\nXkBMejyY+MXldggOyn6/D/GBO4b4H3VwTxVdpHWJP7qLiVUbQ4B7gLuImtPS1o2AT4CvZr/fFHge\nuIT0/U5zLiUC8brs92lr52+AcR1sT1s7HwEywCBgADABuJt0/f9ZaBixDr2BdP0+1yU+h76d/X4z\nYDrwU6qwnZ8nwnHTvG2nAm8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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fed2f1b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oN8vDOedIYhZS+mhlX4xgMxUPa9akN+BdXdF76FdeCSx02FgziYdf/lLes00w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\nY4wxxhhjjDHGGGOMMcYYY4wxxpgW4T/HFgzDO5zzgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fecdac8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the eval metrics over time.\n",
    "plt.title('MNIST Score per step')\n",
    "plt.plot(*zip(*mnist_score_values))\n",
    "plt.figure()\n",
    "plt.title('Training loss per step')\n",
    "plt.plot(*zip(*loss_values))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ganestimator_example'></a>\n",
    "# GANEstimator\n",
    "TensorFlow offers a tf.Estimators API that makes it easy to train models. TFGAN offers a tf.Estimators compatible `GANEstimator`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ganestimator_input'></a>\n",
    "## Data input pipeline\n",
    "`tf.Estimators` use `input_fn` to pass data to the estimators. We need one data source for training and one for inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()\n",
    "\n",
    "def _get_train_input_fn(batch_size, noise_dims):\n",
    "    def train_input_fn():\n",
    "        with tf.device('/cpu:0'):\n",
    "            images, _, _ = data_provider.provide_data(\n",
    "                'train', batch_size, MNIST_DATA_DIR)\n",
    "        noise = tf.random_normal([batch_size, noise_dims])\n",
    "        return noise, images\n",
    "    return train_input_fn\n",
    "\n",
    "\n",
    "def _get_predict_input_fn(batch_size, noise_dims):\n",
    "    def predict_input_fn():\n",
    "        noise = tf.random_normal([batch_size, noise_dims])\n",
    "        return noise\n",
    "    return predict_input_fn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ganestimator_train'></a>\n",
    "## Training\n",
    "Training with `tf.Estimators` is easy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using default config.\n",
      "WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmpP1r5np\n",
      "INFO:tensorflow:Using config: {'_save_checkpoints_secs': 600, '_session_config': None, '_keep_checkpoint_max': 5, '_task_type': 'worker', '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f011c10bf90>, '_save_checkpoints_steps': None, '_keep_checkpoint_every_n_hours': 10000, '_service': None, '_num_ps_replicas': 0, '_tf_random_seed': 1, '_master': '', '_num_worker_replicas': 1, '_task_id': 0, '_log_step_count_steps': 100, '_model_dir': '/tmp/tmpP1r5np', '_save_summary_steps': 100}\n",
      "INFO:tensorflow:Summary name Generator/fully_connected/weights:0 is illegal; using Generator/fully_connected/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/fully_connected/BatchNorm/beta:0 is illegal; using Generator/fully_connected/BatchNorm/beta_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/fully_connected_1/weights:0 is illegal; using Generator/fully_connected_1/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/fully_connected_1/BatchNorm/beta:0 is illegal; using Generator/fully_connected_1/BatchNorm/beta_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv2d_transpose/weights:0 is illegal; using Generator/Conv2d_transpose/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv2d_transpose/BatchNorm/beta:0 is illegal; using Generator/Conv2d_transpose/BatchNorm/beta_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv2d_transpose_1/weights:0 is illegal; using Generator/Conv2d_transpose_1/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv2d_transpose_1/BatchNorm/beta:0 is illegal; using Generator/Conv2d_transpose_1/BatchNorm/beta_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv/weights:0 is illegal; using Generator/Conv/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Generator/Conv/biases:0 is illegal; using Generator/Conv/biases_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/Conv/weights:0 is illegal; using Discriminator/Conv/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/Conv/biases:0 is illegal; using Discriminator/Conv/biases_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/Conv_1/weights:0 is illegal; using Discriminator/Conv_1/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/Conv_1/biases:0 is illegal; using Discriminator/Conv_1/biases_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/fully_connected/weights:0 is illegal; using Discriminator/fully_connected/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/fully_connected/BatchNorm/beta:0 is illegal; using Discriminator/fully_connected/BatchNorm/beta_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/fully_connected_1/weights:0 is illegal; using Discriminator/fully_connected_1/weights_0 instead.\n",
      "INFO:tensorflow:Summary name Discriminator/fully_connected_1/biases:0 is illegal; using Discriminator/fully_connected_1/biases_0 instead.\n",
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n",
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n",
      "INFO:tensorflow:Create CheckpointSaverHook.\n",
      "INFO:tensorflow:Saving checkpoints for 1 into /tmp/tmpP1r5np/model.ckpt.\n",
      "INFO:tensorflow:loss = 0.0580897, step = 1\n",
      "INFO:tensorflow:global_step/sec: 2.72097\n",
      "INFO:tensorflow:loss = -2.51509, step = 101 (36.741 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.20994\n",
      "INFO:tensorflow:loss = -2.74045, step = 201 (82.649 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.14245\n",
      "INFO:tensorflow:loss = -2.48621, step = 301 (87.531 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.14603\n",
      "INFO:tensorflow:loss = -2.39664, step = 401 (87.257 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.17126\n",
      "INFO:tensorflow:loss = -1.77042, step = 501 (85.378 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.18023\n",
      "INFO:tensorflow:loss = -1.37003, step = 601 (84.730 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.11055\n",
      "INFO:tensorflow:loss = -1.95978, step = 701 (90.045 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 751 into /tmp/tmpP1r5np/model.ckpt.\n",
      "INFO:tensorflow:global_step/sec: 1.1116\n",
      "INFO:tensorflow:loss = -1.43372, step = 801 (89.961 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.16597\n",
      "INFO:tensorflow:loss = -1.61831, step = 901 (85.766 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.14938\n",
      "INFO:tensorflow:loss = -1.81465, step = 1001 (87.003 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.14166\n",
      "INFO:tensorflow:loss = -1.13134, step = 1101 (87.591 sec)\n",
      "INFO:tensorflow:global_step/sec: 2.14479\n",
      "INFO:tensorflow:loss = -1.20101, step = 1201 (46.625 sec)\n",
      "INFO:tensorflow:global_step/sec: 2.75199\n",
      "INFO:tensorflow:loss = -1.33855, step = 1301 (36.337 sec)\n",
      "INFO:tensorflow:global_step/sec: 2.74498\n",
      "INFO:tensorflow:loss = -1.06515, step = 1401 (36.430 sec)\n",
      "INFO:tensorflow:global_step/sec: 2.77148\n",
      "INFO:tensorflow:loss = -1.13617, step = 1501 (36.082 sec)\n",
      "INFO:tensorflow:global_step/sec: 2.25756\n",
      "INFO:tensorflow:loss = -0.996615, step = 1601 (44.296 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.12202\n",
      "INFO:tensorflow:loss = -1.48907, step = 1701 (89.125 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1708 into /tmp/tmpP1r5np/model.ckpt.\n",
      "INFO:tensorflow:global_step/sec: 1.11879\n",
      "INFO:tensorflow:loss = -1.28678, step = 1801 (89.382 sec)\n",
      "INFO:tensorflow:global_step/sec: 1.12037\n",
      "INFO:tensorflow:loss = -1.41489, step = 1901 (89.256 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2000 into /tmp/tmpP1r5np/model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: -0.859866.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.contrib.gan.python.estimator.python.gan_estimator_impl.GANEstimator at 0x7f00f3e72a50>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BATCH_SIZE = 32\n",
    "NOISE_DIMS = 64\n",
    "NUM_STEPS = 2000\n",
    "\n",
    "# Initialize GANEstimator with options and hyperparameters.\n",
    "gan_estimator = tfgan.estimator.GANEstimator(\n",
    "    generator_fn=generator_fn,  # Same as before.\n",
    "    discriminator_fn=discriminator_fn,  # Same as before.\n",
    "    generator_loss_fn=tfgan.losses.wasserstein_generator_loss,\n",
    "    discriminator_loss_fn=tfgan.losses.wasserstein_discriminator_loss,\n",
    "    generator_optimizer=tf.train.AdamOptimizer(0.001, 0.5),\n",
    "    discriminator_optimizer=tf.train.AdamOptimizer(0.0001, 0.5),\n",
    "    add_summaries=tfgan.estimator.SummaryType.IMAGES)\n",
    "\n",
    "# Train estimator.\n",
    "train_input_fn = _get_train_input_fn(BATCH_SIZE, NOISE_DIMS)\n",
    "gan_estimator.train(train_input_fn, max_steps=NUM_STEPS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ganestimator_eval'></a>\n",
    "## Evaluation\n",
    "Visualize some sample images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Input graph does not contain a QueueRunner. That means predict yields forever. This is probably a mistake.\n",
      "INFO:tensorflow:Restoring parameters from /tmp/tmpP1r5np/model.ckpt-2000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f00f1432f90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SL5JSqZSZ6+bmZhwOB0qlksbGRvr6+vD5fKjVapm0KBQKhEIhPv74Yz744AN2dnaKnviC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\nWy7PRqvVYjKZaGtro6enh42NDdLpNDMzM8zPz7O2tiZNTp9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yEQ6HpWHpV9lW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\nGAwGg8FgMBgMBoPBYDAYDAaD8Vz8f8le4ozfJAN+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f00f2a53c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run inference.\n",
    "predict_input_fn = _get_predict_input_fn(36, NOISE_DIMS)\n",
    "prediction_iterable = gan_estimator.predict(predict_input_fn)\n",
    "predictions = [prediction_iterable.next() for _ in xrange(36)]\n",
    "\n",
    "# Nicely tile output and visualize.\n",
    "image_rows = [np.concatenate(predictions[i:i+6], axis=0) for i in\n",
    "              range(0, 36, 6)]\n",
    "tiled_images = np.concatenate(image_rows, axis=1)\n",
    "\n",
    "# Visualize.\n",
    "plt.axis('off')\n",
    "plt.imshow(np.squeeze(tiled_images), cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conditional_example'></a>\n",
    "# Conditional GAN Example\n",
    "\n",
    "In the conditional GAN setting on MNIST, we wish to train a generator to produce\n",
    "realistic-looking digits **of a particular type**. For example, we want to be able to produce as many '3's as we want without producing other digits. In contrast, in the unconditional case, we have no control over what digit the generator produces. In order to train a conditional generator, we pass the digit's identity to the generator and discriminator in addition to the noise vector. See [Conditional Generative Adversarial Nets](https://arxiv.org/abs/1411.1784) by Mirza and Osindero for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conditional_input'></a>\n",
    "\n",
    "## Data input pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YWMjx48eJRCKMjo5y48YNHj58KMp1c5HKykpaW1spLCzEYDCgUCgIh8MsLi4y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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fed40efd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf.reset_default_graph()\n",
    "\n",
    "# Define our input pipeline. Pin it to the CPU so that the GPU can be reserved\n",
    "# for forward and backwards propogation.\n",
    "batch_size = 32\n",
    "with tf.device('/cpu:0'):\n",
    "    images, one_hot_labels, _ = data_provider.provide_data('train', batch_size, MNIST_DATA_DIR)\n",
    "\n",
    "# Sanity check that we're getting images.\n",
    "imgs_to_visualize = tfgan.eval.image_reshaper(images[:20,...], num_cols=10)\n",
    "visualize_digits(imgs_to_visualize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conditional_model'></a>\n",
    "## Model\n",
    "\n",
    "We perform the same procedure as in the unconditional case, but pass the digit label to the generator and discriminator as well as a random noise vector."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def conditional_generator_fn(inputs, weight_decay=2.5e-5):\n",
    "    \"\"\"Generator to produce MNIST images.\n",
    "    \n",
    "    Args:\n",
    "        inputs: A 2-tuple of Tensors (noise, one_hot_labels).\n",
    "        weight_decay: The value of the l2 weight decay.\n",
    "\n",
    "    Returns:\n",
    "        A generated image in the range [-1, 1].\n",
    "    \"\"\"\n",
    "    noise, one_hot_labels = inputs\n",
    "  \n",
    "    with slim.arg_scope(\n",
    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.fully_connected(noise, 1024)\n",
    "        net = tfgan.features.condition_tensor_from_onehot(net, one_hot_labels)\n",
    "        net = layers.fully_connected(net, 7 * 7 * 128)\n",
    "        net = tf.reshape(net, [-1, 7, 7, 128])\n",
    "        net = layers.conv2d_transpose(net, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d_transpose(net, 32, [4, 4], stride=2)\n",
    "        # Make sure that generator output is in the same range as `inputs`\n",
    "        # ie [-1, 1].\n",
    "        net = layers.conv2d(net, 1, 4, normalizer_fn=None, activation_fn=tf.tanh)\n",
    "\n",
    "        return net"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def conditional_discriminator_fn(img, conditioning, weight_decay=2.5e-5):\n",
    "    \"\"\"Conditional discriminator network on MNIST digits.\n",
    "    \n",
    "    Args:\n",
    "        img: Real or generated MNIST digits. Should be in the range [-1, 1].\n",
    "        conditioning: A 2-tuple of Tensors representing (noise, one_hot_labels).\n",
    "        weight_decay: The L2 weight decay.\n",
    "\n",
    "    Returns:\n",
    "        Logits for the probability that the image is real.\n",
    "    \"\"\"\n",
    "    _, one_hot_labels = conditioning\n",
    "    with slim.arg_scope(\n",
    "        [layers.conv2d, layers.fully_connected],\n",
    "        activation_fn=leaky_relu, normalizer_fn=None,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay),\n",
    "        biases_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.conv2d(img, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d(net, 128, [4, 4], stride=2)\n",
    "        net = layers.flatten(net)\n",
    "        net = tfgan.features.condition_tensor_from_onehot(net, one_hot_labels)\n",
    "        net = layers.fully_connected(net, 1024, normalizer_fn=layers.batch_norm)\n",
    "        \n",
    "        return layers.linear(net, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GANModel Tuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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15HI5arWaUqlENpsVjZ1U8CRmSpKj4GtJx+FwMD4+LqjYer1ONpul3W7j8XhE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+KXv/ylCIQsLH0+H5aXl7G9va3pwsWLF1FfX4/d3V39vU6nE62trTh//jzi8TgePXqE//7v/4bR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JfN9/ed/n+T09ePbsGaLR6AuoXbKhGcUbj8fx0UcfIRaL4fTp02hqaoLdbkdPTw80Gg1CoZDM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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9040658d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise_dims = 64\n",
    "conditional_gan_model = tfgan.gan_model(\n",
    "    generator_fn=conditional_generator_fn,\n",
    "    discriminator_fn=conditional_discriminator_fn,\n",
    "    real_data=images,\n",
    "    generator_inputs=(tf.random_normal([batch_size, noise_dims]), \n",
    "                      one_hot_labels))\n",
    "\n",
    "# Sanity check that currently generated images are garbage.\n",
    "cond_generated_data_to_visualize = tfgan.eval.image_reshaper(\n",
    "    conditional_gan_model.generated_data[:20,...], num_cols=10)\n",
    "visualize_digits(cond_generated_data_to_visualize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conditional_loss'></a>\n",
    "## Losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generator loss: 0.077516\n",
      "Discriminator loss: 0.032664\n"
     ]
    }
   ],
   "source": [
    "gan_loss = tfgan.gan_loss(\n",
    "    conditional_gan_model, gradient_penalty_weight=1.0)\n",
    "\n",
    "# Sanity check that we can evaluate our losses.\n",
    "evaluate_tfgan_loss(gan_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conditional_train'></a>\n",
    "## Training and Evaluation\n",
    "\n",
    "\n",
    "We use a slightly different learning rate schedule that involves decay."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Ops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n",
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n"
     ]
    }
   ],
   "source": [
    "generator_optimizer = tf.train.AdamOptimizer(0.0009, beta1=0.5)\n",
    "discriminator_optimizer = tf.train.AdamOptimizer(0.00009, beta1=0.5)\n",
    "gan_train_ops = tfgan.gan_train_ops(\n",
    "    conditional_gan_model,\n",
    "    gan_loss,\n",
    "    generator_optimizer,\n",
    "    discriminator_optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation\n",
    "\n",
    "Since quantitative metrics for generators are sometimes tricky (see [A note on the evaluation of generative models](https://arxiv.org/abs/1511.01844) for some surprising ones), we also want to visualize our progress."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up class-conditional visualization. We feed class labels to the generator\n",
    "# so that the the first column is `0`, the second column is `1`, etc.\n",
    "images_to_eval = 500\n",
    "assert images_to_eval % 10 == 0\n",
    "\n",
    "random_noise = tf.random_normal([images_to_eval, 64])\n",
    "one_hot_labels = tf.one_hot(\n",
    "    [i for _ in xrange(images_to_eval // 10) for i in xrange(10)], depth=10) \n",
    "with tf.variable_scope(conditional_gan_model.generator_scope, reuse=True):\n",
    "    eval_images = conditional_gan_model.generator_fn(\n",
    "        (random_noise, one_hot_labels))\n",
    "reshaped_eval_imgs = tfgan.eval.image_reshaper(\n",
    "    eval_images[:20, ...], num_cols=10)\n",
    "\n",
    "# We will use a pretrained classifier to measure the progress of our generator. \n",
    "# Specifically, the cross-entropy loss between the generated image and the target \n",
    "# label will be the metric we track.\n",
    "MNIST_CLASSIFIER_FROZEN_GRAPH = './mnist/data/classify_mnist_graph_def.pb'\n",
    "xent_score = util.mnist_cross_entropy(\n",
    "    eval_images, one_hot_labels, MNIST_CLASSIFIER_FROZEN_GRAPH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Steps\n",
    "\n",
    "In this example, we train the generator and discriminator while keeping track of\n",
    "our important metric, the cross entropy loss with the real labels.\n",
    "\n",
    "This code block should take about **2 minutes** on GPU and **10 minutes** on CPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 1.130026\n",
      "Current cross entropy score: 2.701121\n",
      "Training step: 0\n",
      "Time since start: 0.033005 m\n",
      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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OOp3m4cOH1Go1rQKWlpb4N//m32AwGHjhhRdUnerz+SiXy6rY3dvb48SJE+oA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gBLa7KAJwpZJk8rVYLHaEBctzGBwc1MTEhB0qWVlZluVDHnROi+J9OEeU8p6Am+krzc7Oampq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\nuOGGG2644YYbbnwz8f8AX7AuQeE08FUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fecba3910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 0.127628\n",
      "Current cross entropy score: 2.080940\n",
      "Training step: 400\n",
      "Time since start: 2.135779 m\n",
      "Steps per min: 187.285276\n"
     ]
    },
    {
     "data": {
      "image/png": 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KSlBcXAyhUIjS0lIUFxfDbDYjGo0yZZGsgJOR7CWhkzSXYZ+MUCiEpaWltGlxubwnLgt/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/Hzn/8cjz/+OOrq6vD222/DaDRCJpOxZNr333+febwaGhpgsVhw/PjxuN4F6hEgas5Jr9InQOFw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\nwrPj/wDKc0F5REnFugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fed29b0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 1.707195\n",
      "Current cross entropy score: 0.158890\n",
      "Training step: 800\n",
      "Time since start: 4.309427 m\n",
      "Steps per min: 185.639532\n"
     ]
    },
    {
     "data": {
      "image/png": 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fX88ssYcPH+Jv//ZvYbfbmQuYe7j6fD5MT09j69at+MlPfsJCC3T9dDqNf/qnfyqpkA8E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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fecb68710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 2.140494\n",
      "Current cross entropy score: 0.065139\n",
      "Training step: 1200\n",
      "Time since start: 6.561292 m\n",
      "Steps per min: 182.890815\n"
     ]
    },
    {
     "data": {
      "image/png": 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hpaUFR48eRWVlZVr0Ew6HYbfbH2nrWgtIOnqzteP5fD7EYjEKCwsRj8dhMpky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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fd4addd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 2.304895\n",
      "Current cross entropy score: 0.276338\n",
      "Training step: 1600\n",
      "Time since start: 8.808076 m\n",
      "Steps per min: 181.651475\n"
     ]
    },
    {
     "data": {
      "image/png": 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DThGrqanJEWJECZNKzKdBJpPBxMQE9Ho9Zadis9mUGpeEgwqhZIlyTKVS4HA4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fece7fd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 2.507277\n",
      "Current cross entropy score: 0.043673\n",
      "Training step: 2000\n",
      "Time since start: 11.072720 m\n",
      "Steps per min: 180.624089\n"
     ]
    },
    {
     "data": {
      "image/png": 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UKqFQKGAwGBCLxWg+M33gDvBIaEskErS0tNDCNyK0Z2ZmckrY4na7MTU1RaNR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\nwcHBwcHBwcHBwcHBwcHBsbf4XyitJIPrcX0BAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9060023c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "global_step = tf.train.get_or_create_global_step()\n",
    "train_step_fn = tfgan.get_sequential_train_steps()\n",
    "loss_values, xent_score_values  = [], []\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    with slim.queues.QueueRunners(sess):\n",
    "        start_time = time.time()\n",
    "        for i in xrange(2001):\n",
    "            cur_loss, _ = train_step_fn(\n",
    "                sess, gan_train_ops, global_step, train_step_kwargs={})\n",
    "            loss_values.append((i, cur_loss))\n",
    "            if i % 50 == 0:\n",
    "                xent_score_values.append((i, sess.run(xent_score)))\n",
    "            if i % 400 == 0:\n",
    "                print('Current loss: %f' % cur_loss)\n",
    "                print('Current cross entropy score: %f' % xent_score_values[-1][1])\n",
    "                visualize_training_generator(i, start_time, sess.run(reshaped_eval_imgs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vWVKazo1O9+75T8q0cyesWAGHHGLVGoUFEZFwUljwIdfKwo4dNnyx1Jqb7Uo9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\nESk+d9LPtbIAFiwKrSzMmQNPPmmdGv3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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fd665c9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wkTtB57zzgP/7P3ePgXpvdt3VvGaDSRh0715Zf7WFgUqaLIS270ccj0G1KdhX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\nEEIIIYQQQgghhBCy3PD/5GhkevjQe+IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fcfd617d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the eval metrics over time.\n",
    "plt.title('Cross entropy score per step')\n",
    "plt.plot(*zip(*xent_score_values))\n",
    "plt.figure()\n",
    "plt.title('Training loss per step')\n",
    "plt.plot(*zip(*loss_values))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_example'></a>\n",
    "# InfoGAN Example\n",
    "\n",
    "InfoGAN is a technique to induce semantic meaning in the latent space of a GAN generator in an unsupervised way. In this example, the generator learns how to generate a specific digit **without ever seeing labels**. This is achieved by maximizing the mutual information between some subset of the noise vector and the generated images, while also trying to generate realistic images. See [InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets](https://arxiv.org/abs/1606.03657) by Chen at al for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_input'></a>\n",
    "## Data input pipeline\n",
    "\n",
    "This is the same as the unconditional case (we don't need labels)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qNWazmfb2di5cuEBvby9ut1tUQKOjo6hUKhobG6mvr38tKyEzmQwbGxtsbGy8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fece88bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tf.reset_default_graph()\n",
    "\n",
    "# Define our input pipeline. Pin it to the CPU so that the GPU can be reserved\n",
    "# for forward and backwards propogation.\n",
    "batch_size = 32\n",
    "with tf.device('/cpu:0'):\n",
    "    images, _, _ = data_provider.provide_data('train', batch_size, MNIST_DATA_DIR)\n",
    "\n",
    "# Sanity check that we're getting images.\n",
    "imgs_to_visualize = tfgan.eval.image_reshaper(images[:20,...], num_cols=10)\n",
    "visualize_digits(imgs_to_visualize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_model'></a>\n",
    "## Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def infogan_generator(inputs, categorical_dim, weight_decay=2.5e-5):\n",
    "    \"\"\"InfoGAN discriminator network on MNIST digits.\n",
    "    \n",
    "    Based on a paper https://arxiv.org/abs/1606.03657 and their code\n",
    "    https://github.com/openai/InfoGAN.\n",
    "    \n",
    "    Args:\n",
    "        inputs: A 3-tuple of Tensors (unstructured_noise, categorical structured\n",
    "            noise, continuous structured noise). `inputs[0]` and `inputs[2]` must be\n",
    "            2D, and `inputs[1]` must be 1D. All must have the same first dimension.\n",
    "        categorical_dim: Dimensions of the incompressible categorical noise.\n",
    "        weight_decay: The value of the l2 weight decay.\n",
    "    \n",
    "    Returns:\n",
    "        A generated image in the range [-1, 1].\n",
    "    \"\"\"\n",
    "    unstructured_noise, cat_noise, cont_noise = inputs\n",
    "    cat_noise_onehot = tf.one_hot(cat_noise, categorical_dim)\n",
    "    all_noise = tf.concat([unstructured_noise, cat_noise_onehot, cont_noise], axis=1)\n",
    "    \n",
    "    with slim.arg_scope(\n",
    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.fully_connected(all_noise, 1024)\n",
    "        net = layers.fully_connected(net, 7 * 7 * 128)\n",
    "        net = tf.reshape(net, [-1, 7, 7, 128])\n",
    "        net = layers.conv2d_transpose(net, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d_transpose(net, 32, [4, 4], stride=2)\n",
    "        # Make sure that generator output is in the same range as `inputs`\n",
    "        # ie [-1, 1].\n",
    "        net = layers.conv2d(net, 1, 4, normalizer_fn=None, activation_fn=tf.tanh)\n",
    "    \n",
    "        return net"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def infogan_discriminator(img, unused_conditioning, weight_decay=2.5e-5,\n",
    "                          categorical_dim=10, continuous_dim=2):\n",
    "    \"\"\"InfoGAN discriminator network on MNIST digits.\n",
    "    \n",
    "    Based on a paper https://arxiv.org/abs/1606.03657 and their code\n",
    "    https://github.com/openai/InfoGAN.\n",
    "    \n",
    "    Args:\n",
    "        img: Real or generated MNIST digits. Should be in the range [-1, 1].\n",
    "        unused_conditioning: The TFGAN API can help with conditional GANs, which\n",
    "            would require extra `condition` information to both the generator and the\n",
    "            discriminator. Since this example is not conditional, we do not use this\n",
    "            argument.\n",
    "        weight_decay: The L2 weight decay.\n",
    "        categorical_dim: Dimensions of the incompressible categorical noise.\n",
    "        continuous_dim: Dimensions of the incompressible continuous noise.\n",
    "    \n",
    "    Returns:\n",
    "        Logits for the probability that the image is real, and a list of posterior\n",
    "        distributions for each of the noise vectors.\n",
    "    \"\"\"\n",
    "    with slim.arg_scope(\n",
    "        [layers.conv2d, layers.fully_connected],\n",
    "        activation_fn=leaky_relu, normalizer_fn=None,\n",
    "        weights_regularizer=layers.l2_regularizer(weight_decay),\n",
    "        biases_regularizer=layers.l2_regularizer(weight_decay)):\n",
    "        net = layers.conv2d(img, 64, [4, 4], stride=2)\n",
    "        net = layers.conv2d(net, 128, [4, 4], stride=2)\n",
    "        net = layers.flatten(net)\n",
    "        net = layers.fully_connected(net, 1024, normalizer_fn=layers.layer_norm)\n",
    "    \n",
    "        logits_real = layers.fully_connected(net, 1, activation_fn=None)\n",
    "\n",
    "        # Recognition network for latent variables has an additional layer\n",
    "        encoder = layers.fully_connected(net, 128, normalizer_fn=layers.batch_norm)\n",
    "\n",
    "        # Compute logits for each category of categorical latent.\n",
    "        logits_cat = layers.fully_connected(\n",
    "            encoder, categorical_dim, activation_fn=None)\n",
    "        q_cat = ds.Categorical(logits_cat)\n",
    "\n",
    "        # Compute mean for Gaussian posterior of continuous latents.\n",
    "        mu_cont = layers.fully_connected(\n",
    "            encoder, continuous_dim, activation_fn=None)\n",
    "        sigma_cont = tf.ones_like(mu_cont)\n",
    "        q_cont = ds.Normal(loc=mu_cont, scale=sigma_cont)\n",
    "\n",
    "        return logits_real, [q_cat, q_cont]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### InfoGANModel Tuple\n",
    "\n",
    "The InfoGAN model requires some extra information, so we use a subclassed tuple."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dimensions of the structured and unstructured noise dimensions.\n",
    "cat_dim, cont_dim, noise_dims = 10, 2, 64\n",
    "\n",
    "generator_fn = functools.partial(infogan_generator, categorical_dim=cat_dim)\n",
    "discriminator_fn = functools.partial(\n",
    "    infogan_discriminator, categorical_dim=cat_dim,\n",
    "    continuous_dim=cont_dim)\n",
    "unstructured_inputs, structured_inputs = util.get_infogan_noise(\n",
    "    batch_size, cat_dim, cont_dim, noise_dims)\n",
    "\n",
    "infogan_model = tfgan.infogan_model(\n",
    "    generator_fn=generator_fn,\n",
    "    discriminator_fn=discriminator_fn,\n",
    "    real_data=images,\n",
    "    unstructured_generator_inputs=unstructured_inputs,\n",
    "    structured_generator_inputs=structured_inputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_loss'></a>\n",
    "## Losses\n",
    "\n",
    "The loss will be the same as before, with the addition of the mutual information loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generator loss: 1.911777\n",
      "Discriminator loss: 2.986555\n"
     ]
    }
   ],
   "source": [
    "infogan_loss = tfgan.gan_loss(\n",
    "    infogan_model,\n",
    "    gradient_penalty_weight=1.0,\n",
    "    mutual_information_penalty_weight=1.0)\n",
    "\n",
    "# Sanity check that we can evaluate our losses.\n",
    "evaluate_tfgan_loss(infogan_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_train'></a>\n",
    "## Training and Evaluation\n",
    "\n",
    "This is also the same as in the unconditional case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Ops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n",
      "WARNING:tensorflow:update_ops in create_train_op does not contain all the  update_ops in GraphKeys.UPDATE_OPS\n"
     ]
    }
   ],
   "source": [
    "generator_optimizer = tf.train.AdamOptimizer(0.001, beta1=0.5)\n",
    "discriminator_optimizer = tf.train.AdamOptimizer(0.00009, beta1=0.5)\n",
    "gan_train_ops = tfgan.gan_train_ops(\n",
    "    infogan_model,\n",
    "    infogan_loss,\n",
    "    generator_optimizer,\n",
    "    discriminator_optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation\n",
    "\n",
    "Generate some images to evaluate MNIST score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up images to evaluate MNIST score.\n",
    "images_to_eval = 500\n",
    "assert images_to_eval % cat_dim == 0\n",
    "\n",
    "unstructured_inputs = tf.random_normal([images_to_eval, noise_dims-cont_dim])\n",
    "cat_noise = tf.constant(range(cat_dim) * (images_to_eval // cat_dim))\n",
    "cont_noise = tf.random_uniform([images_to_eval, cont_dim], -1.0, 1.0)\n",
    "\n",
    "with tf.variable_scope(infogan_model.generator_scope, reuse=True):\n",
    "    eval_images = infogan_model.generator_fn(\n",
    "        (unstructured_inputs, cat_noise, cont_noise))\n",
    "\n",
    "MNIST_CLASSIFIER_FROZEN_GRAPH = './mnist/data/classify_mnist_graph_def.pb'\n",
    "eval_score = util.mnist_score(\n",
    "    eval_images, MNIST_CLASSIFIER_FROZEN_GRAPH)\n",
    "\n",
    "# Generate three sets of images to visualize the effect of each of the structured noise\n",
    "# variables on the output.\n",
    "rows = 2\n",
    "categorical_sample_points = np.arange(0, 10)\n",
    "continuous_sample_points = np.linspace(-1.0, 1.0, 10)\n",
    "noise_args = (rows, categorical_sample_points, continuous_sample_points,\n",
    "              noise_dims-cont_dim, cont_dim)\n",
    "\n",
    "display_noises = []\n",
    "display_noises.append(util.get_eval_noise_categorical(*noise_args))\n",
    "display_noises.append(util.get_eval_noise_continuous_dim1(*noise_args))\n",
    "display_noises.append(util.get_eval_noise_continuous_dim2(*noise_args))\n",
    "\n",
    "display_images = []\n",
    "for noise in display_noises:\n",
    "    with tf.variable_scope(infogan_model.generator_scope, reuse=True):\n",
    "        display_images.append(infogan_model.generator_fn(noise))\n",
    "\n",
    "display_img = tfgan.eval.image_reshaper(\n",
    "    tf.concat(display_images, 0), num_cols=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 5.641268\n",
      "Current MNIST score: 1.100256\n",
      "Training step: 0\n",
      "Time since start: 0.030387 m\n",
      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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o6ChqtRq1Wi0Cjkql4saNG9TU1DAzM0OhUOCtt95iYmKCO3fuIJfLsVqtJBIJlpaWODw8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hnDx5EgUFBbDZbLh9+zaWl5cRFxfHeTC5XI6enh7OHJEwjrTqf+3rS/nwd7lcMBqNOHjwIOx2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JvN+OMf/4jGxkYUFRVhZmYGQqEQRUVF7OpWq9XweDwYHh7m4BLhf5988kncvn0bKysrPC1q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\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5KifLGTHD9Xo9HA4H1tfXeUVBVWNFRQW2t7cxPj7OO9WmpiYYDAb+uonCR9VmSUkJqqqq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orC6Ogo1tbWuFu+vLyM6OhoJnjNz8/zP+PxePDNb36Tk8m0Xujt7eVU/8jICHw+H/Lz89n3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Pb2Nhob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\nBAKB4D/5N5W7vuGhjVJeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fecb95810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-32-2081e3601801>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      9\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mxrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m6001\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m             cur_loss, _ = train_step_fn(\n\u001b[1;32m---> 11\u001b[1;33m             sess, gan_train_ops, global_step, train_step_kwargs={})\n\u001b[0m\u001b[0;32m     12\u001b[0m             \u001b[0mloss_values\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcur_loss\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mi\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;36m100\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/contrib/gan/python/train.pyc\u001b[0m in \u001b[0;36msequential_train_steps\u001b[1;34m(sess, train_ops, global_step, train_step_kwargs)\u001b[0m\n\u001b[0;32m    763\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_steps\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiscriminator_train_steps\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    764\u001b[0m       cur_dis_loss, _ = slim_learning.train_step(\n\u001b[1;32m--> 765\u001b[1;33m           sess, train_ops.discriminator_train_op, global_step, train_kwargs)\n\u001b[0m\u001b[0;32m    766\u001b[0m       \u001b[0mdis_loss\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mcur_dis_loss\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    767\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/contrib/slim/python/slim/learning.pyc\u001b[0m in \u001b[0;36mtrain_step\u001b[1;34m(sess, train_op, global_step, train_step_kwargs)\u001b[0m\n\u001b[0;32m    485\u001b[0m   total_loss, np_global_step = sess.run([train_op, global_step],\n\u001b[0;32m    486\u001b[0m                                         \u001b[0moptions\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtrace_run_options\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 487\u001b[1;33m                                         run_metadata=run_metadata)\n\u001b[0m\u001b[0;32m    488\u001b[0m   \u001b[0mtime_elapsed\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mstart_time\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m    887\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    888\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[1;32m--> 889\u001b[1;33m                          run_metadata_ptr)\n\u001b[0m\u001b[0;32m    890\u001b[0m       \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    891\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run\u001b[1;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m   1118\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1119\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[1;32m-> 1120\u001b[1;33m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[0;32m   1121\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1122\u001b[0m       \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_run\u001b[1;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m   1315\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1316\u001b[0m       return self._do_call(_run_fn, self._session, feeds, fetches, targets,\n\u001b[1;32m-> 1317\u001b[1;33m                            options, run_metadata)\n\u001b[0m\u001b[0;32m   1318\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1319\u001b[0m       \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_call\u001b[1;34m(self, fn, *args)\u001b[0m\n\u001b[0;32m   1321\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1322\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1323\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1324\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1325\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run_fn\u001b[1;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[0;32m   1300\u001b[0m           return tf_session.TF_Run(session, options,\n\u001b[0;32m   1301\u001b[0m                                    \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1302\u001b[1;33m                                    status, run_metadata)\n\u001b[0m\u001b[0;32m   1303\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1304\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "global_step = tf.train.get_or_create_global_step()\n",
    "train_step_fn = tfgan.get_sequential_train_steps()\n",
    "loss_values, mnist_score_values  = [], []\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    with slim.queues.QueueRunners(sess):\n",
    "        start_time = time.time()\n",
    "        for i in xrange(6001):\n",
    "            cur_loss, _ = train_step_fn(\n",
    "            sess, gan_train_ops, global_step, train_step_kwargs={})\n",
    "            loss_values.append((i, cur_loss))\n",
    "            if i % 100 == 0:\n",
    "                mnist_score_values.append((i, sess.run(eval_score)))\n",
    "            if i % 1500 == 0: \n",
    "                print('Current loss: %f' % cur_loss)\n",
    "                print('Current MNIST score: %f' % mnist_score_values[-1][1])\n",
    "                visualize_training_generator(i, start_time, sess.run(display_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the eval metrics over time.\n",
    "plt.title('MNIST Score per step')\n",
    "plt.plot(*zip(*mnist_score_values))\n",
    "plt.figure()\n",
    "plt.title('Training loss per step')\n",
    "plt.plot(*zip(*loss_values))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Skip training and load from checkpoint\n",
    "\n",
    "Training a model to good results in a colab takes about 10 minutes. You can train a model below,\n",
    "but for now let's load a pretrained model and inspect the output.\n",
    "\n",
    "The first two rows show the effect of the categorical noise. The second two rows\n",
    "show the effect of the first continuous variable, and the last two rows show the effect\n",
    "of the second continuous variable. Note that the categorical variable controls\n",
    "the digit value, while the continuous variable controls line thickness and orientation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Initialize variable Generator/Conv/weights:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv/weights\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected/BatchNorm/moving_mean:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected/BatchNorm/moving_mean\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected/BatchNorm/moving_variance:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected/BatchNorm/moving_variance\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected_1/BatchNorm/beta:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected_1/BatchNorm/beta\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected/weights:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected/weights\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected/BatchNorm/beta:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected/BatchNorm/beta\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected_1/weights:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected_1/weights\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose_1/BatchNorm/moving_mean:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose_1/BatchNorm/moving_mean\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected_1/BatchNorm/moving_variance:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected_1/BatchNorm/moving_variance\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose/BatchNorm/moving_mean:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose/BatchNorm/moving_mean\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose_1/weights:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose_1/weights\n",
      "INFO:tensorflow:Initialize variable Generator/Conv/biases:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv/biases\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose_1/BatchNorm/beta:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose_1/BatchNorm/beta\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose/weights:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose/weights\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose/BatchNorm/beta:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose/BatchNorm/beta\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose/BatchNorm/moving_variance:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose/BatchNorm/moving_variance\n",
      "INFO:tensorflow:Initialize variable Generator/Conv2d_transpose_1/BatchNorm/moving_variance:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/Conv2d_transpose_1/BatchNorm/moving_variance\n",
      "INFO:tensorflow:Initialize variable Generator/fully_connected_1/BatchNorm/moving_mean:0 from checkpoint ./mnist/data/infogan_model.ckpt with Generator/fully_connected_1/BatchNorm/moving_mean\n"
     ]
    },
    {
     "data": {
      "image/png": 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09vZSVb1YLEZbWxv+4R/+AVtbW8jlcrh8+TLGx8f3TJ/D4XCgVquh1WrpiS2f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\n0tLC+vq6dGwWFha4c+cO09PTbGxspKReLtZcUVHBxYsXOX/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FlJeXk5+fz4MHD76wFz1V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\nc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oWIxrlz5/B4PNy8eZP+/v4v9LVEafYggSgajaJWq3G5XLjdbllaygRMJhPXrl3j9ddf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\nmgzqn5RTRi8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fce0aea50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ADAM variables are causing the checkpoint reload to choke, so omit them when \n",
    "# doing variable remapping.\n",
    "var_dict = {x.op.name: x for x in \n",
    "            tf.contrib.framework.get_variables('Generator/') \n",
    "            if 'Adam' not in x.name}\n",
    "tf.contrib.framework.init_from_checkpoint(\n",
    "    './mnist/data/infogan_model.ckpt',\n",
    "    var_dict)\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    display_img_np = sess.run(display_img)\n",
    "plt.axis('off')\n",
    "plt.imshow(np.squeeze(display_img_np), cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Edit 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": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}