tutorial.ipynb 2.4 MB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "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",
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    "Last update: 2018-02-10."
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  },
  {
   "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",
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    "You also need to install the TFGAN models library.\n",
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    "\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",
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   "execution_count": null,
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   "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",
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    "from six.moves import xrange  # pylint: disable=redefined-builtin\n",
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    "\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",
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    "queues = tf.contrib.slim.queues\n",
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    "layers = tf.contrib.layers\n",
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    "ds = tf.contrib.distributions\n",
    "framework = tf.contrib.framework"
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  },
  {
   "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",
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    "        with queues.QueueRunners(sess):\n",
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    "            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",
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    "        with queues.QueueRunners(sess):\n",
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    "            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": {
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      "image/png": 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b0hQMDAzQ09NDKBTa86yhlDUzm81i7K1UvnG73VitVvLy8igpKRHzR5aWlvjn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\nAAAAAElFTkSuQmCC\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f6402b17dd0>"
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     },
     "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",
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    "    real_images, _, _ = data_provider.provide_data(\n",
    "        'train', batch_size, MNIST_DATA_DIR)\n",
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    "\n",
    "# Sanity check that we're getting images.\n",
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    "check_real_digits = tfgan.eval.image_reshaper(\n",
    "    real_images[:20,...], num_cols=10)\n",
    "visualize_digits(check_real_digits)"
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  },
  {
   "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",
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   "execution_count": 6,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "def generator_fn(noise, weight_decay=2.5e-5, is_training=True):\n",
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    "    \"\"\"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",
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    "        is_training: If `True`, batch norm uses batch statistics. If `False`, batch\n",
    "            norm uses the exponential moving average collected from population \n",
    "            statistics.\n",
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    "    \n",
    "    Returns:\n",
    "        A generated image in the range [-1, 1].\n",
    "    \"\"\"\n",
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    "    with framework.arg_scope(\n",
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    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
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    "        weights_regularizer=layers.l2_regularizer(weight_decay)),\\\n",
    "    framework.arg_scope([layers.batch_norm], is_training=is_training,\n",
    "                        zero_debias_moving_mean=True):\n",
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    "        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",
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   "execution_count": 7,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "def discriminator_fn(img, unused_conditioning, weight_decay=2.5e-5,\n",
    "                     is_training=True):\n",
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    "    \"\"\"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",
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    "        is_training: If `True`, batch norm uses batch statistics. If `False`, batch\n",
    "            norm uses the exponential moving average collected from population \n",
    "            statistics.\n",
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    "    \n",
    "    Returns:\n",
    "        Logits for the probability that the image is real.\n",
    "    \"\"\"\n",
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    "    with framework.arg_scope(\n",
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    "        [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",
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    "        with framework.arg_scope([layers.batch_norm], is_training=is_training):\n",
    "            net = layers.fully_connected(net, 1024, normalizer_fn=layers.batch_norm)\n",
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    "        return layers.linear(net, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GANModel Tuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
406
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w4QLz8/OSFen3+/I9iaIg7pFQKMT09DQKhYJisYharcZoNOJ0OhkZGcFms8mpXavVolQq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\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f6407b0e390>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise_dims = 64\n",
    "gan_model = tfgan.gan_model(\n",
    "    generator_fn,\n",
    "    discriminator_fn,\n",
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    "    real_data=real_images,\n",
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    "    generator_inputs=tf.random_normal([batch_size, noise_dims]))\n",
    "\n",
    "# Sanity check that generated images before training are garbage.\n",
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    "check_generated_digits = tfgan.eval.image_reshaper(\n",
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    "    gan_model.generated_data[:20,...], num_cols=10)\n",
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    "visualize_digits(check_generated_digits)"
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  },
  {
   "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": [
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      "vanilla loss generator loss: -1.304018\n",
      "vanilla loss discriminator loss: 1.597559\n",
      "improved wgan loss generator loss: 0.169809\n",
      "improved wgan loss discriminator loss: -0.012215\n",
      "custom loss generator loss: -0.538480\n",
      "custom loss discriminator loss: 0.080095\n"
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     ]
    }
   ],
   "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",
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    "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), which is a combined score of quality and diversity. We also calculate the 'Frechet Inception distance' from [GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium](https://arxiv.org/abs/1706.08500) (by Heusel et al), which measures how close the generated image distribution is to the real image distribution. "
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   ]
  },
  {
   "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",
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    "        tf.random_normal([num_images_to_eval, noise_dims]),\n",
    "        is_training=False)\n",
    "\n",
    "# Calculate Inception score.\n",
    "eval_score = util.mnist_score(eval_images, MNIST_CLASSIFIER_FROZEN_GRAPH)\n",
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    "\n",
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    "# Calculate Frechet Inception distance.\n",
    "with tf.device('/cpu:0'):\n",
    "    real_images, _, _ = data_provider.provide_data(\n",
    "        'train', num_images_to_eval, MNIST_DATA_DIR)\n",
    "frechet_distance = util.mnist_frechet_distance(\n",
    "    real_images, eval_images, MNIST_CLASSIFIER_FROZEN_GRAPH)\n",
    "\n",
    "# Reshape eval images for viewing.\n",
    "generated_data_to_visualize = tfgan.eval.image_reshaper(\n",
    "    eval_images[:20,...], num_cols=10)"
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   ]
  },
  {
   "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",
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    "This code block should take about **1 minute** to run on a GPU kernel, and about **8 minutes** on CPU."
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: 0.329137\n",
      "Current MNIST score: 1.000079\n",
      "Current Frechet distance: 344.763275\n",
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      "Training step: 0\n",
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      "Time since start: 0.033110 m\n",
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      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
599
      "image/png": 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HUISRIrrLZDIaDAb63e9+Z+kT0kiALdTw8/lcP/30k7FOPp9P+Xxez549M/C2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\n",
600
      "text/plain": [
601
       "<matplotlib.figure.Figure at 0x7f63886cfa50>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -2.758185\n",
      "Current MNIST score: 1.797050\n",
      "Current Frechet distance: 213.724701\n",
614
      "Training step: 200\n",
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      "Time since start: 1.144458 m\n",
      "Steps per min: 174.755270\n"
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     ]
    },
    {
     "data": {
621
      "image/png": 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mR4wRJppkfU4JY7xxrOa3S3g4Y4CIATNzrEt/u3zCNfr9fvkNA7nww1SYJxkX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      "text/plain": [
623
       "<matplotlib.figure.Figure at 0x7f637221a8d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -2.340148\n",
      "Current MNIST score: 5.376083\n",
      "Current Frechet distance: 64.949997\n",
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      "Training step: 400\n",
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      "Time since start: 2.269744 m\n",
      "Steps per min: 176.231304\n"
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     ]
    },
    {
     "data": {
643
      "image/png": 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R4+Pjev36tY6PjwfIie8z8v6eiGJZr2Qy+RO0w8s2Axn3xEYcTVDFUI/59/q9F4vFVCgU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\nxYuLi1hnDFPoCvrmOcgQZC5GF81bOGzH98NDdi5X3FD0cAtrxHOdHp3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dAAAg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\nudOGGwV4qZJCrpdKJ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333WBmrl/FIV41+fspz4kAdoKg//OEPmp6e1meffabDw0MtLS0F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\nEEIIIYQQQgghhBBCCCH89/wDV+Vw5XsyxPkAAAAASUVORK5CYII=\n",
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      "text/plain": [
645
       "<matplotlib.figure.Figure at 0x7f637274a3d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -2.127394\n",
      "Current MNIST score: 6.997816\n",
      "Current Frechet distance: 33.048138\n",
658
      "Training step: 600\n",
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      "Time since start: 3.387114 m\n",
      "Steps per min: 177.141966\n"
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     ]
    },
    {
     "data": {
665
      "image/png": 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dt1wuIxQKoVarwWKxoFAosMBCsmZRFlCrOVWpVLBYLMxSSfMgNl7aiy6XC1NTUzAajYwO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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f63fc6fd350>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -2.486658\n",
      "Current MNIST score: 6.905512\n",
      "Current Frechet distance: 30.577679\n",
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      "Training step: 800\n",
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      "Time since start: 4.515208 m\n",
      "Steps per min: 177.178974\n"
     ]
    },
    {
     "data": {
      "image/png": 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x/PhxtqeJtsXjcVaM6N69e22Nv5V3d2RMfnNzkx3uQqHQcm1t2gxEOKicJwCM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\noFAo8Pz5c9y9exe5XA6ZTAbJZLLjet97Rc7zn/P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VapVmJgyRq2vN5Z42WmL1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63d8618490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.295616\n",
      "Current MNIST score: 6.899487\n",
      "Current Frechet distance: 38.447990\n",
      "Training step: 1000\n",
      "Time since start: 5.646992 m\n",
      "Steps per min: 177.085421\n"
     ]
    },
    {
     "data": {
      "image/png": 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9FdevX+f8+fPo9XoePnzIf/yP/5GpqSmi0ei+Dq4RQ0SGhoY4efIkJpOJubk5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\nqsDPN1MaE9lg0r+pFeS1tbUhmUxiY2ODlUVdhpKoQqGA/f19duigMDY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SCeRyOSQSCQvF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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63d8044cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.570406\n",
      "Current MNIST score: 7.240756\n",
      "Current Frechet distance: 40.736855\n",
      "Training step: 1200\n",
      "Time since start: 6.773234 m\n",
      "Steps per min: 177.167951\n"
     ]
    },
    {
     "data": {
      "image/png": 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3jY6WTj6TQ2HkCYLBIJxOJ9UKDgQClF1PNsDIyAh2dnaQSqVoXb7RaGBychIm\nkwk6nQ4SiaRrRp6oe01NTeHHP/4xhoaGIJFIEIvFcOvWLfznf/4nTRG3AyJio9VqMTAwgMHBQQgE\nAqTTabjdbkQika5kKVohYRHioFwuh1qtRr1ep0phpJ1rvyGRSKDRaGgPf6VSofVKEn2KxWLazhiP\nxw9UfZ60VJ48eRLf//73YTQaqWANOXBu3ryJhw8f7nkP7OX7Eufz2LFjYLPZ2NnZoYQk4gCTPXz0\n6FG8//77GBkZgUQiQbFYhN/vx9ra2q7r+Z2AUCikzG7CD8hkMpRRLxAIoFQqMT4+ToWjVCoVqtUq\nJiYm6D7RaDTUCOVyOdy7dw/xeJz2dXfTuW2O0HU6HS1tkrIH2ecAqPHvdpq4UyAEQZPJhJMnT8Jo\nNKJcLiMQCGBnZweBQOCF2c5ugmT+dDodbffj8/nfOC+aS81WqxU2mw1qtRq5XA47OztwuVzUFhAd\nFgAdbR3tmZFvJU1C2r2uXbsGh8MBPp+PbDaLWCxGP6dSqVA5yVwuh0qlQo2NWCzGT37yEyoZ20ov\neatr1+v1OHfuHN5++23MzMyAy+Vie3sbv//973Hz5k3K/mz3ukQK97333sPFixdputbpdOJXv/oV\n5ufn9/LVOgIejweFQoGhoSFMTU1BLpdTdapuyje+CqR1r1KpQK/X4/Lly6hWq+BwOFRS1Ww2o7+/\nn06N2tzcxPb29oEw8nK5HEajEdPT01RGmM/no9FowOVy4datW7hx4wacTmfPpv81Gg38+c9/BvD0\nPRgaGsIvfvEL+P1+pFIpcDgcmkombXORSASFQgEajQYAEI1GO64I9yqQASnj4+O4fPky5c0sLCxg\nfn4ea2tr2N7eRjgcxs2bN7GxsYEvv/ySzpqw2+04duwYfTf5fD6CwSAWFxexs7ODSCRCu026yfUg\n2ZxMJgMWi4WzZ8/SLFoqlYLP56N1Y7lcjmQyieXlZeqEHGSIxWJMTk7izJkzuHLlClQqFfx+P27f\nvo3Hjx+/cL/sNipuN11Pfoc4GEQDgcvlPvOcib0hQ8eGhobQaDQQi8Uo0Rl4msonGdlOl1AOTSRP\n6o0ul4u2VFQqlWeYry+qIwOgus0jIyP0Zew0mr3NCxcu0GEc0WgUfr8fd+7cwdraWtsvlFgsprK9\n09PTuHjxIq35rays4KuvvsLt27cRCAQ6/M2e4nUbjnishODW398Pi8UCk8mEcrlMpYW7OYjhVSD1\n9kajAbkNY2CSAAAgAElEQVRcTqMC4KmIUqPRgNlsBpvNRjabpZyIXoPcV5PJhHPnzuHo0aPQ6XRg\nsVgoFApIpVKYn5+nJaBYLNaztTYaDbjdbvD5fExNTeHs2bM4duwYjh49imq1SgWqSPfH5uYmfvOb\n3yCdTtMUM5Et3c9UvcViwdGjR+ngkCdPnuDOnTu4f/8+vF4v1RxPp9PY2dnBkydP4HK5sLOzg9On\nT8Nut8NisdDplPF4HMlkEtFolLb2djstTiJ5om44MjKCoaEhyrQnJNNsNgupVIp4PA6dTof5+Xms\nrq4e2LQ9mb9OyjpTU1Nwu91YWlrCw4cPsbm5+Y123FY5NXsx9CQ7SeSbBQIBBAIBpFIpZdFLJBJc\nunSJOoNerxdLS0vw+Xy0g6RZDKnT6JmRb1Wc40WbkET4r0sl1+t1rKysIJPJ0Nnne8HLBCbkcjks\nFgtmZmZgsVhQr9cRjUbh8Xiwvb1NZQzbgUajwcjICGw2G44fP47BwUHw+XyEQiF88MEH+NOf/oRg\nMNjVfsuXgbQfkaE7Op0OR48eRV9fH7hcLnw+H3w+H5LJZNfYxa9DqVRCPp+ntTM2m43h4WGoVCrM\nzMygXq9DLBbjk08+wZ///GcqYdpreVviPI6MjOAv//IvceTIESpb6vf7sbq6is8//xzXr1/vmAO1\nF+W1arUKn8+HDz74ANVqFUNDQ5BKpVTpjfwhKWOn0wmHw4FisUjlhbPZbEe+x+tA7u3ExATsdjsa\njQaWlpZw7do1PHjwANvb25TESu4F0YZYXl6G2+2G0+nEhQsX8LOf/Qx9fX1gsZ7OjgiFQlQspdvG\nkzyvRCKBeDyOSqUCjUYDqVRKxWWsViuNEIlq36VLl/Dv//7vWF9f31OWoRNKfS+D2WzG2bNn8c47\n72BkZASNRgMOhwOff/45lpeXqRZAM5q7kF5lwF/397sBeRdJJlkikcBsNsNut+Mv/uIvMDg4SGV6\nCW/q7t27+Oijj7C5uUmnBBLJ8L3osbwMhyaSB16+iV53QxqNBoLBIAQCAU6cOPENElAnQLTQJyYm\nYDAYaC/q6uoqFhYWKCGuVZDxm7Ozs7QWq9VqUSqV4HA4sLCwgHv37sHn8/W0fkxai/r6+mhqzWq1\ngsPhIJlM0ta5XrXqkOl8f/rTnxCNRmE2m2l6VavVUuJSOByGy+VCMpnsicPUDLlcjv7+ftqhYbPZ\n6BAMQrT73e9+h6WlpT0T7ZrRLEDSDpEpl8vB6XTi448/RiKRoAaHMIlJSnJnZwcrKyvPOKfkmVQq\nla47hCTjdOTIEej1eqRSKTidTjx48ACBQOCl7VhE7axUKmF9fZ1O/+NwONDpdPD5fM8QOvcD1WoV\nW1tbuHfvHng8HiYmJjA4OIhqtYp0Oo1QKEQzbZVKhXYnjY6O4tSpU1hfX9/VYKsXgWRTO1nfVyqV\nGBgYwNWrV3HlyhXYbDY6KOjx48dYXV2lY7V32373IuzVyJPgs1qt0v1K5pP09fXBYrHQzBUpVWaz\n2WfS/ORzulVmO1RGvl00Gg162PT19VFt+k7eUA6Hg+HhYdjtdiiVSnC5XFQqFaytreHJkyfPtLq1\nAhIZnz59Gj/72c8gFAqRSqVoxPHHP/4R4XC4Z3W1ZiIVmS1/8uRJnD59ms69j8fjiEQilCvRC1Sr\nVUQiEXz44YdYXl7G8ePH6VCe6elp6oyEQqGOMbv3sscIWWdqagq/+MUvYLfbIRKJUKvVkMlksLOz\ng/v37+O3v/1tx6NFoo3QbhaDtJx9/vnnuHbtGoxGI+0EyOVySKfTtNWTrJuohwmFQigUCgDoupFX\nKpWw2WywWCx0NCyJznfz3Um/+fr6OhYWFqDX66HRaOD3++H1elva63uNhsvlMtxuNxVDCgaDmJqa\nQqFQQCAQwMrKCp0oWalUMDg4SEemXr58mUrGtrqXSBavk/uPxWJBr9fj7Nmz+MEPfoCLFy+iWCxi\nZWUFDx48wPLyMuXK7NXAdyKaB0CjcaJeR9ZGspssFovu50qlgnw+v6f3tpX98p0w8sDTm0HadmKx\nGIRCYUf7tdlsNp2g1TyEQqfTwWAwwO12t9W3LBKJMDg4SBXwqtUqtre38eGHH+L+/fuIRCI9S4ED\nX28yo9GIEydO4PLly5iYmIBcLgeLxaJjLZ1O575GNi9aJ9GZXl1dRTAYRH9/P8bHx2E0GqFUKulM\ng05esx0QghqZdU/EZRqNBqLRKBwOB373u9/h7t27Xekl7/QY1GQySfkQJLX5oveOOLQqlQpbW1td\nH0VsMBhw/PhxWiaIRCJIp9MtRVSNxtN5DMFgEPF4nO7xdqSRieJeO9kToi2QSCTgcDgoUbBer6NY\nLCKRSNAOjUajAbvdjqGhIRgMBpw/fx5+vx/FYhFut7tl2e9ORqBEcGhwcBDf//73MTg4iEwmg5WV\nFTx69Ahra2uIx+Md4RB0eu3kc7xeL1ZXV+H3+2E0GinRNJfLYWlpCQ6HA6lUat8yhd8ZIw88TSmT\n4RdyuZzOX+4EGo2nU5VI6x45KPv7+zE1NYVSqYRQKIR0Ok37WVksFm3lIk4B6Zfk8/mwWq0YHx/H\nzMwMnXlOJmORfujmwRm9APGEiR7z1NQULBYLGo0GIpEItra2qMLffqvcPY96vU6ni4XDYcRiMZRK\nJXrgEc+bx+PtuUd+LyAaDzabDVNTU5QlnU6n4XQ6cffuXXz11Vd0UFGn0e4UupeByEq/CuTAZbPZ\nUCgUkEgkHbv+665JSgNEUGu3e5QYJKlUSkW6stlsS1P3mj+rXZDrkEEuxOlodjbIzzQaX4/NXlhY\nwOXLlzE8PIyxsTF4PB46eKoVdPI9YbPZtOw3PT0NlUqFdDpNB8CQ4WOdOEe6QTYkWeNgMPhM8EUG\nRi0tLWFjY2PPrcTkOe4G3ykjT4ZfqFQq6HQ6lMvlloz8q9I6lUoFd+7cgUwmg91uh1gsBpvNxujo\nKCQSCWZnZ+F0OrGysgKXy4VYLAY2m41UKoV4PE7JgOVyGRwOB3K5HH/9139N6/AKhQI8Ho+2DpJe\n+14zYsmBodfrMTIyApVKBYFAgFqthp2dHdy6dQvb29td12duFSTC3NzcxJ07d1Aul+mgH5FIRAUq\negEej0ela9966y3IZDKkUil4PB7cuHEDX375JcLhcFcn5ZFDpBuqfS8DqR3z+fy2Wy1bWa/H48H1\n69eprK5cLm/JuWCxWJBKpRgdHcWPfvQjaLVaxONxxOPxfd/vzUb8Rf/e/DMsFgt+vx//93//B5PJ\nhNHRURiNRhiNRipH3CoxulPgcrlQq9U0o8Pj8SjHY2lpCU6nc9+ka9sFcbzJNEaBQIBAIAC3243H\njx9ja2urIxmE3f7+d8rIE4IE8RbbYdm/7AWo1+vw+XxYXFzErVu3cPz4cZjNZmi1WkpyIVPeNBoN\nEokEFAoFXC4XlpeXaRqtXC6jv7+f1rZtNhudp0z6ob/66iskk8kDIWRBohmFQgGDwUCFZpLJJB1+\nQQY3HDSQmeterxcjIyPQ6/XQ6XSUS9CLcbNEtvbEiRPUaSoUCtja2sKNGzcwPz9PBTR67eB1Gs0R\n9X7o7WcyGXi9XkQiEWg0GoTDYWSz2V0ZOaJdfvLkSZw/fx4DAwPY2dnBn//8Zypf2ytD+SLD3gwW\niwWxWAyj0QiZTEbPQzK6u1cg7c0WiwVGoxGVSgWxWAxOp5MqVPbS+d4t+Hw+RCIRbasj5Yb79+/v\na4sowXfGyBMiESFFELnbToFEhmtra/jkk08APG17UyqVUKlUyOfzkMlkdJxlNpuF2WzGw4cPUSwW\nqdpRuVzG7Owsrly5AqvVikbjqSTs5uYmHj58iA8++ADz8/M9rW83gyg9EXU74nl7PB4sLS1hfn7+\nwM5mJ3X6RCJB1at0Oh0UCgUSicS+RwyExNTf34+rV69SieZMJgOn04nPPvsMa2tr+zYxrBf7iziN\n+6FTUCqVkEwmkUgkEI1G4fV6kclkXlmuIc9IJBJBq9Xi0qVLuHjxIoRCIRwOBz766CN4vd4DY4ie\nN9qkFGgwGDA3N4eBgQGw2WwIhcKu6Ie0AoFAAJVKhbGxMfT19dGpm4uLi9jY2EA0Gj0w9/VVkEql\nUKvVEAqFdPDRwsICbt261ZO23O+MkSeet1qtprXYVm42SUu/Ls2SSCRw+/ZtqlPMZrOhVCoBfN0O\nNz4+jmKxCBaLhRMnTmBgYIDOlweetvZIJBIsLS0hFAohFArB7XZjc3OTDng5CAYeePpikgyFQqFA\ntVqF2+3Gxx9/DIfD0fM6/OvQ3FZEpuQRDfNOfHar353D4cBoNOLcuXMwmUyURxAKheB0OrvS/vki\n7GeanoC0Ho2OjgIAlpaWWvr95vLCbtZOiICEBGW1Wqlcqcfj+caBTISeTCYTJicnMTMzg9nZWQDA\n3bt38fDhQ2xtbbXV589ms8Fmszuuitds5In6Wl9fH06cOIG5uTkYDAZUq1VotVoYDIaezJUnjtPV\nq1fx1ltvwWazUX33paUlXL9+HdFo9ECfI82Ym5vDe++9B6PRCBaLhXK5jGAwCI/H03aX1V7wnTHy\nPB4PIpEIEomEsh1b3TS7USXK5/NwuVyYn5+H2WxGLpeDxWKhSl9yuRwKhQKVSgXpdBoajQYTExOU\nkV+pVODz+Wjkvrq6Cp/PR4lie2m56EoPJpcLhUIBqVRKo/hAIIB79+7B4/Hs2WvtptBGM0jvcz6f\n75mmN8mKEAeRz+cjk8kgFArB7/cjFAod2KxIJ0A4M319fYhEIm19Rqv7pV6v0ymQFosFUqkUCoWC\nqtqFw2EUCgVUq1Valjpy5AhmZ2dx7tw5NBoNWkpZXFxs2xh1U/GMfK5arcbg4CBGRkYwMzMDm80G\noVCIWq1G08udzG7uFmRewLFjx/Duu++Cz+cjmUxidXUVjx49wvLyckd1ILqNsbExzM3NQSqVUrVB\nv9+/p/N7L/hOGHmSoiJDKEhKsNUN3coDWlxcRCgUwqVLlzAzM4OBgQHYbDYMDQ1Rj10oFFKCE5FT\nDQQC+PLLL/HJJ5/A6/VSwYe99FQ29z13epORFxT4etRtOp2G3+/vmU59KyA8DaJYKBAIOt5Ss1uQ\nSFEikdC9mc1msbq6Crfbva8HRK9S9UQdjM/nt/z7hC3fys+T0p1KpcLQ0BDsdjsuXLiAtbU13L9/\nH5999hk8Hg+SySREIhGUSiUdcQ0A9+/fx/379/HgwQOEQqG2DXy3QDoWiMLj5cuXMTo6SgMPLpcL\nDoeDYrGIQqFAz6L9dHJJmp4MkCoUCtjc3MQvf/lLLC0tHRj+0W7AYrEosbtSqcDtduP69evw+Xw9\nc1K+M0ae9LBzuVw6673V1FQrLReZTAaFQgF8Ph+BQAB6vR5XrlyBTqejgwx4PB5qtRqq1Sqtu3/x\nxRe4ffs2VlZWqGZ2J9ANpjQRbJmbm6PqWqSsQIQ19opuvxhksAfRGwdAhxztt+IdSR9Xq1V674rF\nInZ2dhAOh7vS8nOQwOPxUK/X4fF4EA6H2/qMVu9PtVrFxsYGJV0ODw9TrQupVAqVSkWFnMj/I7MD\n1tbWsLCwgMXFRdpn3i66+WyJ8xOJRLCysoJ0Og2XywWRSAS9Xg+5XI61tTVaHuHxeM8EBd3ec2az\nGW+++SYmJiZQq9WwuLiIGzdu4NGjRwiHwz0T0GoVxEESCATgcrnIZrNwuVy4ceNG12aK7AbfGSPf\n398Pq9UKHo9HW5R4PN6uP4Ns9lZEMiqVCp48eYLV1VX64kxNTdFhHDweD5VKBYVCAcFgEA8ePMAv\nf/lL7OzsdLR2QzZfpwkfZHDK22+/TTXVV1ZW8OTJk56NlG0VREAkEAhQwpRSqezJoBciXJLL5ZDJ\nZCAUCpHL5ajQyn7dz/0qkTx/TZI6djgc2NnZ6fo1yTs6Pz9PtfNlMtkzM+RnZ2epsSP1++3tbayv\nr+PJkyd4/Pgx3G73noiwzRmIbtxzcm6trq7C6XRCoVDQefMTExOwWCxYWFiA1+sFAFo6JONpuxlF\ns1gsHDlyBH/7t38Ls9mMbDaLL7/8El988QU8Hs+hKk8Rfg/JhJCOKCJa1St8J4w8m82GyWSCxWIB\ni8VCKpV6pTb1y9CuV0tSwjdu3EA8Hqf1eRK5lMtlepiHQqFD4blyOBwoFAqoVCrw+XwUCgWk02ms\nr69je3v70LycRIkqEAhgcXERW1tbSCaTPVk/MfI3b97Ev/zLv0AoFCKbzWJ+fh6RSGTfjG4vsgVs\nNhszMzOYnJzsqEjV60A6Wra3t/E///M/CAQCCIVC1NhbLBZwOBxal9/e3savfvUrbGxsIBKJ0Eiz\nExFvt0cEE0clm82iUCiAzWbj8ePH2NzcRCwWQy6Xo0JehADY7b3AYrFQLBbh9/tRrVbp/IBgMHgo\ngoTnQc765nbQXmfgvvVGnkxHMxgMMBqNVDksGo22HC3vxVOv1WpYX1/H+vo6jayJke/G5KFug8Vi\nPUPWIe1Ifr//wPbFvwjkkA+FQnj8+DECgQAtNew3w5ysxel0wu120+wPmUX+bQaLxcLg4CDsdju2\ntrYglUr37dq1Wg2xWAyJRIJmUlQqFZU9JvLMtVoNS0tL+PLLL+H3+zva5bJf+4w4kgSZTGZfrvsi\nkHOQGHcAiEajCIVCSKVSh+o8JCAa9clkEsFg8EBMsvzWG3lCDFOr1VAoFCiVSshkMh2rGbcDkp5r\nPiQO44YmDkqzeEm1Wj00UXwzYrEYHjx4gHK5TGc89+qZEKlVch/3cki8iNR1EPda87CQer2+7wcj\neSdJFMnlciEQCCCRSKiT3mg0aDvjfoyQ/S6AcKRIq9lhdmjJbIB0Oo3NzU3cvn0bDoej5/vkW2/k\niYFPpVJYX19HqVSC2+2m6bdeYT9TOK2yjnf7mc11J5VKhWw22/PxrO2iXC4/o4ndyxezU3vjRWTL\nXh84LwKZF5DNZulI4l7so0bj6ZS8XC5H/9/zE9YO4v07zGg0GgiHw7h9+zbEYjG9/71o5esUwuEw\nVenbL+GqV6FnRr45wujmiyORSKDX6+HxeJBKpZDP57G+vk6jtVbQC0JSJ9BsNDqZgq5Wq4jFYlhc\nXIRWqwUAqt7XKezXPe913azTIPetefBRq7+7X/eDtM1Fo1EqJlMqlXoiyPM8ep1qPQzYy36p1WrY\n2tpCOByGSqWCSCRCOp3eNyPfyT1GgqlAIAAOh0NbL3uNnhl5otXeTVYpSQGRWhuXy6WGqdeHx36h\nOQ3afODv1agRZnIkEsHjx4+h1+shEomQyWTQaDRoBLTX+3xYHatW1dc6cT3yz+aRpe1cv/mz9iOK\nJWSl1dVVhMNhsNlsRKNRcLncZyY67gYHwTFoF4d57e2AnP9kvjrhn+RyuV2XQ54vR7Vy/8i70u57\n8jzIuN/19XXKTcrn8/RazZ+/12fdXNp6HXoayXfyS7/o8wkJIpFIUDIYUZVrJ7I9zC9hs+Ht1OcR\nByqfzyMej0Mmkz3DTO/URj6s6NV+eT5L1q5Ay/O/163vQw767e1tBAIBiMViKvvcDg7je3qY9/le\nQBw8wsPgcDgolUq7yrIetHtGSph+v/+F4mMv25ft7NdWzsae3SUWi0W/VTdSyeTzCLu++bBrN4Nw\nmKPK59GJ70CUtJqHipDpbZ3qFvi23PP9Wn8nymD7fc/Jewp83Q1DoqJ2MxH7mUXpBA7jmgn2ul+a\nM0fdUuZ81bU7fa39eH+a7tVrbXgvXaHDtZNxOCMEBr3DfvFOvm3Yq4N0GA3mYVwzg97i/+8Xxsgz\nYNBLHNZMRK/QzB/ZS62UccgZfEfwWhv+rW+hY8Cgl2AMze7B5XIhl8sxODgIuVwOLpcLh8MBv9/P\n3MfvKDgcDi237oVM+l0GY+QZdASkNs+8hIcfvdKu12g0dIyrVqsFh8NBMplEIBBoizvDoDU085cI\n8a3X77FUKoVMJqMDvchQsUqlglQqhWw2i2Kx2PN1HmT03MgzabXDD0K8Iy1P1Wq144pxh3mfdGPt\nhKj2bRFq4XA4OHPmDK5evYrZ2VkIBAIkk0ncunWrrc97naPSDZLvYb7/wNPBNEqlEsViEfl8nnbJ\n9Op7sVgsDAwMwG63o7+/H2azGQMDA+DxeEilUvjkk08wPz+PjY2NPQubfRue38vQcyPP4HBDIBBA\nJpPRGdukP/QwzYA+rCDdDcDXrUiH8aDi8XiQSqWw2+2Ym5uDzWajwjjtTnfrdjbpee2J5s6dwwYW\niwU+nw+LxYK5uTmEw2G43W6EQiGqe9GLNXE4HKhUKlgsFoyOjmJkZATDw8PgcrmIxWLwer0IBAJw\nu9170v74tmd+eq4deBhfCgZfQywWY3BwEBcvXsTPfvYznDhxAgaDoaOqd8Dh3ifdWjuZXU0mGpKS\nSSewnwcfkZ622Wyw2WwQiUTw+Xz46quvWk7VA7sz8O0y9pv/EK1yLpfb0Xu/32Cz2ZBKpZiensbf\n//3f4yc/+QlOnDgBtVoNDofTk+9FBniJxWIoFAoolUooFArIZDIIhUIIhUKYTCbo9Xq6xr3oahzW\nZ7cbfCcjebIZyDz55gErDFoDj8eDUqnE0NAQJicn8eTJk44b+F7gILPiSZQzMDCAqakpbG5uYmdn\nhw4L6sSa90ulj8vlYnR0FFeuXMHo6CiEQiHq9To8Hg+uX7/ec+1vcq+5XC7V2BeJRNBoNNBqtWg0\nGkgmk9jc3KTqZocJJFp+9913cenSJUilUsRiMTidTqTT6Z4NapLJZDCbzWCxWNja2gIABINB3Llz\nh055czqdcLlc4PP5VFeh3exhpzQ92Gw2RCIRJBIJpFIpqtUqMpkMpFIpxGIxOBwOcrkcYrEYSqXS\nvsxo+M4ZeRaLRR8Cj8dDrVZDPB5njHyb4PP5UKvVdJQvkQ4+iMaxGcTR43K5UCgUEIlEdLQrqc9l\ns1nE43Eq7tNLSCQSKJVKOgJXpVLh2LFjuHTpEm7duoVGo4FYLIZ8Po9KpYJKpdKyJCzBfhl4kUgE\nnU6HmZkZfO9734PJZEIul0M4HMbKygoWFxe7vo6XgZRCmqN1Pp8PqVQKnU6H0dFRjI6OPqO9XiqV\ner5PWgGLxYJEIkFfXx+uXLmC2dlZVCoVBAIBbG5uIpfL7fv3IaUDnU6H8fFxlEol7OzsIJvN0rOa\nSN+m02kqV07OnXawl/1O9odQKKQkQVJ+MpvNKBaL8Hq9UKvVtGMkl8shHo8jmUwimUwikUh01dgf\nWiPfjmBGcwQ0PT1NtdeXlpZaMkzdEjk5jIIYIpEIJpMJLBYLfr8fXq8XkUjkQB92hEXM5XKh0Wjw\nzjvvwG63w2g0QigUgs1mI5PJ4N69e/jNb36DeDyOQqHQk7WSPTExMYEf/ehH8Pl8qNfruHDhAmw2\nGzQaDUwmE0ZGRrC0tIRgMIhMJoNwOEwPj4P4LEgN+P3338eZM2dgtVqRz+exuLiIDz/8EPfu3evZ\n2lgs1jNlkFqthlqtRrNWg4ODOHnyJN544w3U63U8fvwYi4uLyGazPRtf3SrIWWixWDA7Owuj0Yhq\ntQqXy4VAIIBcLtcTTg2Px4PRaMTo6CiOHz+Ozc1NrK2twePxIJvNolAo0OxCc3q+F+OJgaecJLVa\njbGxMczMzGBubg4OhwPpdBozMzPIZrNYXl6mJYVyuQyTyYSjR49SZ/bDDz+E1+vt2pl/6Iw8ib60\nWi36+vogl8vRaDQQCAQQi8WQTqdfGnlxOByIRCLYbDZcunQJW1tbKJfLtC1jN5BKpZDL5XQe/F5S\nWt8GRiefz4dKpUKxWMTm5iaCwSCy2eyBNCwcDgdisRgymQxKpRImkwlHjhzB+fPnYTabwePxwOPx\nwOfzweVyUalU4HA4sLKyAq/Xuy9rJJGMSCTC6OgodDodQqEQZmZmcO7cOXi9XuRyOfT394PD4SAW\niyESiaBarWJqagpmsxler5dmJsLhMIrFYlvr6DSpjESOSqWSHopvvfUWuFwu5ufn4fP58OTJE3zx\nxRc9S9MT4yeXy6FUKiGRSKjUqkAggEqlglqthtFohNVqpcTHq1evgsfjYWFhoWcp7t2Aw+FAqVRC\nKpVCIBBgenoas7Oz0Gg0SCaTuHfvHra2ttpyVjpxnpF++Gq1StvkgsEgotHoM44HqdmTMgq55+22\nWu5FkrfZ+Tt27BhkMhni8Tj6+/vhcrmQTCZRqVRQrVZRLBbBZrNhsVgwNDQEtVoNl8tFNe+7gZ6P\nmm315pKD+ujRo3j77bcxNjaGRqOBTz/9FAsLC1hfX0cul3th+oOkZkdHR3Hx4kUUi0WsrKy0tAaN\nRoORkRFUq1UkEglai9sLq5N4pcDhG23J5XIhkUiQTCbpy9guI7qbIC+jTqeD1WrFyMgIzp07h+np\nabDZbIRCIXpASyQSTExMQK/X48yZM0ilUvtm5AHQFOrf/M3fYG5uDteuXYNarUZ/fz/EYjFCoRCW\nlpYQj8eRzWZx584dVCoV/NM//RMEAgEePXoEiUQCPp9PU5qtgjjTwLNR0l4OQzabDZ1OB7vdjp//\n/Oe4cOECZDIZPvroI/zbv/0bzQLtdkBJN9AcRJjNZmi1WkgkEggEAromMqeBy+VCIBBgdHQUf/d3\nfwcAWFlZQalU2nNLV7fA4/EwNDQEs9kMmUyG06dP4+TJk1AqldjY2MCnn35Ka+Ct4EVOYTuoVqsI\nh8MQCoWQyWRwOBzY3t7+hp49CbJqtRo4HE7bJUIyJ6HdNZPhSoVCAdlsFplMBgMDAzAajfD5fHj8\n+DE+/vhjFItFukatVouHDx/iH/7hH3D8+HFcunQJ5XL522fk93JYcDgcmEwmnDp1CgKBAB6PBy6X\nCz6fj6ZzXgSpVEqjnVKpBK/XC4/Hg1KptOvrF4tFJJNJ5PN5pNPptohOzcIxBC/7DD6fD7lcTjfS\nQagPA18/B6lUir6+Png8HqytrfWs5eZ1MBgMMJlMUKvV0Gg0YLPZuH//Ph48eIBSqYRUKoVQKIR6\nvdI1GSIAACAASURBVA6pVIrt7W0oFApaiyUaAN3+bs3M7XA4TNvIcrkcdnZ2cPfuXTx+/BjRaJSm\nh4ki3K9//WsYjUbweLxn6sPtRFjNQ5z2OpqYsLctFgtOnjyJ8+fPY3h4GMViEU6nEw8ePIDT6UQm\nk+m5sAmJEA0GA8bHx3HkyBGUSiVaQyUGPJfLIZlMIpvNIhAIYH19HS6Xi9aGn08fd0qudy/g8XiQ\nSCQwGAzQ6/V0fblcDtvb23j48CHC4XBbpalOZXsajacjrMPhMB4/foxYLPbS85zs0dftb+LgCwQC\nOuK8UCjs6ndfh0qlgkwmg+3tbUxMTFAnfGNjA7dv38bCwsI3ssvxeByVSgVbW1sYHh6G3W6nRNNu\nnO+HLl0PPH1oarUa4+Pj2N7ehs/ng9PphM/ne+kDY7PZUCgUOH78OHQ6HXw+H7a2tuD1eluKPAuF\nAsLhMDKZDAqFQktpLeL98/l8AEA+n3/tAxUKhejr60OlUkE6nUYul6NeYa/qUMDXxCmVSgWj0QiX\nywWPx3PgGMbEGRkcHITdbqeEtGQyCYfDgc3NTXpwk8NEIpEgEolgfHwcY2NjtGXnVQ5kp0DUxkql\nEhwOByUYyWQy1Go1/OlPf8Lt27e/0RHCYrHwxz/+EYODg5ienn6mrkwinXbWQf69HZD9LpPJYDKZ\nMDU1hdOnT+PMmTMolUpYX1/HnTt3qHE5KOByuTCZTBgfH8f4+DgCgQA16Ol0GjweD16vFw6HAz6f\nDxsbG3j8+DE8Hg8tCXK5XBQKBXrvCDlMIBCgWq0+M62RoNvlO4lEAr1eD41GA6lUikwmg0wmg52d\nHWxsbMDhcCCTybTNK+jU2uv1OlKpFFKp1Gt/ljjEzU4TIcOJxWKIxWLw+XwIhULKbieOMSEW7uUM\nrdVqyOVy8Pl8dJy5x+PB3bt38cknn7xQkrlQKKBQKMDv9yOdTmNgYICK/HTjTD90Rr5er1NPUyaT\nYXNzE/Pz88hms6/cZAKBAHq9HjMzM8jn8/j444+xublJPbrXgXjhZD49eUlbIetJpVJoNBrodDqU\ny2U4HI7Xes0ymQzj4+OUe+Dz+eDz+Sg5hjgo+x0VkGyKxWKBVquFSCTa1+vvFnw+HzKZDLOzszhz\n5gw+//xzOBwOhEIhpFIp6mg1379SqQS32w29Xg+TyQSTyQStVotQKNR1Al6j0aCHRiaTgUgkQrVa\nBZfLhUgkQjAYfGH2iBjlYDCIYrGI73//+7Db7TTblEgk2lpLu2CxWJDJZDAYDJibm8Po6ChEIhEE\nAgHW19exsLCA5eVlOJ1OBAKBtq/TaZDvPDg4iLGxMfrcU6kUPB4P/H4/qtUqNjY28Nlnn1FDmU6n\n6btoNpvRaDTgcrlQrVZpiVGlUqGvrw/ZbBaRSASJRII6AiS7180xq1arFTMzMxCJRDR7uba2htXV\nVej1ekil0q5ct5vg8XiQyWQolUr0/kskEmi1Wpw9exazs7Po6+uDQCBAuVymTs0XX3wBl8tFDf1e\nyiv1eh35fJ5m2lZXV7G1tfWMk/cikHe2WCyiXC53rVf/0Bl5YtBIhLa9vY2VlRXkcrmX/g75WaFQ\nCIVCgXg8DofDgVgstut0O/EY6/U6isXiM6nb1/2+QCCAUqmERqOBWq0Gl8vddcsE6bPs7++HxWLB\nkSNHqKfo9/upjGwvjDz5TqRt5CCm6UUiEQwGA3Q6HaRSKZLJJLxeL03Nvwi1Wg2pVAq5XA58Ph8G\ngwEDAwNIp9P7wrInLXDZbLal32s0Gsjn88jn85DL5ZicnEQ0GkWtVmvLyLcL4hATp/rMmTMwGAxY\nWVmBz+dDsVjE4uIiNjY26Dt4kMBisaBQKKDVaiGVSpHL5Wg5kDhZpH5KonFyxggEAtTr9W+U5MiB\nXi6XaTbpRdft1vdhs9mwWq04e/Ys8vk8kskkQqEQPcsI4fQwicIQR9Jms1ExqHq9DrVajcHBQZw5\ncwbT09NQqVRIJBJwOByoVqvPyG53wqkiJQa/3///2juz5yav849/te+7LduyZAuveMNgTAATE9Ih\noRDSTidLk0mn7VWn0z+hve8/0OtMO+1MM2m6JQ0h+U1CMMFxAINt8CbZlqzFWmztu2RZ+l0w50RQ\nMPImy/R8bjJD7NevXp33POfZvg++++47JBKJsvbkTCaDeDwOkUhUtrO5HQ6ckSehGA6Hg/X1dTid\nTiwtLW1aXEQOBiSXRk7f5fa1lvZUl+YqybWfhVwux+HDh6HRaCAQCGC1WuF2u8sy9KFQCGNjY1Ao\nFBgcHERrayv8fj/C4TAymQySyeS+5PhIuJ5U6XK53D3NWW83lCmVSmEymbCxsQGHw4Hl5eWyWvzI\nekmn07TY0m63IxQKbfcjVATyjGQyGcxmMy5cuIB8Po+JiYmKrg/Sqvryyy+jvb0dsVgMo6OjmJ2d\nRTgcpgeZaqgvKYUYRJJqEAgECAQCNLf6+CGv1IiTIiyfzwfge5EtUiCWSqXg8/loSPbxmpy9ehak\nzsBsNmNoaAi5XI5WfWu1Wmi1WuTzeXg8ngNj5EsLOY8fP46Wlhbo9Xqsr69Dr9ejq6uLDrYJh8O4\ne/cu/vrXvyKdTiOZTMLtdiMej1MnaTdYXV3F2NgYWltbUVNTQw9NT3vvYrEY/H4/uFwu7Ujai3f0\nwFXXy2Qy9PT0oLm5mb5UuVxu0+vweDwMDg7izJkzEAqFiMfjWxIgIAb08RxluRGAmpoaDA8PQ6lU\nIhqNPhImehYk50MKkqRSKXQ6HQwGA1wu1769mHw+H/X19aitraXRjb3OWW/H0EulUjQ2NmJ9fR0O\nh4O+2JshFAphMpnQ2tqKuro6qpVNaimqHdKqJpfL6ftRSUgdidlsph789PQ0FhcXsba2tm+aA+VA\nPHLSghiPxxGJRBCPx5+5z5A9gnTblG7apNee/NyTfvdp/2+nGI1GnD17FqdOnYJWq0UikYBKpYLB\nYIBMJoNKpUI4HKbtgNUO8eBPnDiB48ePY2BgAIVCAZFIBFNTU8jlctDr9eBwOHT/dDgcmJmZoZ58\nMpmkUdzdOlylUil4PB4IhUJIpdJHKv9LUSqV0Ov16O7uhsFggNVqpUN29uKgt69GfjsLWqFQ4MiR\nI2hqanqkLWGzv8Pn83HixAm8+OKLVDUpGo1uuvk9fn/khX3S9K/N4PF40Ol0OHnyJHg8Hubn52lu\nv5xrlHoI5HfIIio9Ke5HuJ6EwYmc6l6dREurkreKWCyGXq9HLpeD3+9/5nPncDiQSqXo7u5GT08P\n9Ho9MpnMvml4bxXyrEgl8draGkKhUEXXh0QigdlsRmNjI8RiMe7evYvr16/D6/U+MeK22fe7ky6c\n7ba1krA7h8NBJBJBNBpFJpMpawMuFotPPAyU+67vNhwOB01NTXjrrbfQ3d0NiUSCWCwG4KGxIWI/\n6XSafsZqTLuVwuPxoNVqce7cOQwODkKr1cJqtcJiseDLL7+Ey+WiKdFneem7WexI6gJI0d/6+voj\nBycSfaivr8fx48fR39+Puro6fPrpp7BarXvWdrmvLXTb3bSbmpogEAiwuLiISCSy6cIkBUsNDQ1Q\nKpX49ttvacHdZg/1aRvOVvqFORwO7fdUKBSwWq1Prbjc7Bp8Ph/ZbBbBYJC28E1NTcFut1ek4vtJ\nkLYocmJVqVQwm81IJBKb1kdsh514OWSdCQQCqma3GXw+H1qtFj/4wQ9w9OhR5PN5WK1W3LlzB5FI\nZFv3X0mIkcpms1hbW8PMzAwcDkdF70EgEECj0YDD4cDr9WJlZQWrq6v/lXsvTYOVtiiS3CqR5d3u\n974dSN48mUwiGo0iHA6XrYOxl974dihtc21sbIRSqUQul4PdbsfMzAxsNht8Ph/W1taQSCQQCAS2\npalQabRaLUwmE7RaLbxeL65evQqr1YqlpSX4/X6acy/3ULbbxGIxOqq3dG/m8/lQq9U4fvw4fvGL\nX0Cr1cLj8dDvYa84UH3yEokEWq0WRqMRuVwOY2Nj8Pv9T70Wh8OBwWBAX18fWltbIRaL6aLe7iCP\nrfwOl8tFXV0dDAYDhEIhldDdShEUUZQj6luFQgHxeBw+n48qKe3HpkLa0EKhEGpra6HVatHR0UF1\nvHeb7X5GUhRTV1cHmUwGhUJBFbJKIfrTZrMZx48fx/Hjx1FTU4PFxUXYbDYqslTtkF5o0itPlCAr\nBanVaG5uhk6nQy6Xo8WApS1Ora2tMBgMUCgU4HK5tG84m82iubmZdhgQTYpKrXEScieHi60eMqrF\nwAMP10JHRwf6+vpQW1sLgUCASCRCuxscDgdcLhf8fv9TiwH3C6FQCJlMBuD76AiJULW1taG7uxsi\nkQgrKysYHR2Fw+FAIBDY57t+CBk8Qw6xJP2j1WrR0tKC/v5+9Pb2YmJiAqOjo1Sbf684MIV3pDfe\naDTCYDBgaWkJn376KZxO5xNfLBIaOXbsGH71q1+hvb2dht1Iwd1WX8ithnb4fD7a29vR0dEBAIhG\no7SXslwkEglMJhM6Oztx+PBhCIXCsvrr95pcLofZ2VnU1NSgvr4eOp0OPT09uHXrVlXJ9ZJQpNls\nhk6nw7Vr12Cz2R75/kuHpVy6dAmXL1+mM82dTiecTid8Pl/VqpiVIpFIoNfroVarIRaLkcvlKpqT\n53K5UCgUdBZAJBKh0x4JPB4PFy5cwOuvv07FZjweD/7+978jFArhpz/9KVwuF7744gvMzs5WNIxM\nIj8SiQRKpRLJZBISieQR6VTCbq/z3b6eTCbD5cuXcenSJahUKqyvryMSiWB2dhbj4+Pwer00olkt\n7yvwfc69qamJHgBDoRBVrHzhhRdw5MgROrxmZWVlT43kdiAdYKRQvL6+Hu3t7Th9+jS6u7uRyWRw\n5coVfPTRRzR9slccKCPf3d2NU6dOQafTYXFxkfYAP+ln9Xo9hoaGcP78ebS1tVGBE1JVX6osRkYV\nkmEemx0ayi3UIGFIg8GA+vp62ktbzgtF/pZCoUB9fT3VVff5fLDb7VS0YmNjo+wCxt3eQEi7Fimi\n0mg0aGpqQl1dHRQKRdXo18fjcdhsNpw+fZoORJFIJLhx4wby+TyNlBw+fBgnT57E4OAgDAYDuFwu\nnE4nvvzySywtLVVdm9fTIC1FhUIBHo+Han5XCpFIRHXfORzOf2nnnzhxAhcvXsSLL76I3t5e6HQ6\nrK+vQ6VS4fXXX0cikUBvby+ampqg1Wrx2Wef4fbt2/D5fBWVSyYHOrlcDrVaDY1GQ6NmpfMNSKtl\ntRlKorPf0tJCp/tZLBbcvn0bMzMz8Pv9+zaE5mlwuVxoNBqcO3eOFqVxuVzkcjl4vV5Eo1F6KJme\nnkY8HqdKidX0fpbaFqlUCpVKha6uLnR1dUGlUsFisWBkZATfffddReplDpSRb2trw5EjR6BUKiGR\nSKBWq6nh5PF4tPUFADo6OvDmm2/i6NGj0Gq1tCWKCIuoVCoqdSiVShGPx7G2tvbUWgESdilXkYj8\nvFarhUqlQjKZ3LSqmPTVAqADShobG2E2m9HS0kJDUw6HA1ar9REjX46B3w1d6cevx+Px6HOXy+X0\nQGIwGGgVNWkf2q8NMBaLwWq1wufzQSgU4tVXX4VQKITL5UI2m4VEIoHRaMTp06dx+fJlqFQqCIVC\n5HI5LC8v4/r163t+0n4cskGQ77ZcL5aoOra0tCCVSiEUClW8ml0ikUChUEAqlSKXy2F1dRWFQoGG\n5V966SX87ne/A5fLRT6fRywWo4Vqvb299N0ym83o6uqiLa/pdJrKge41pQdYsVhM5x2QjhhykJHJ\nZPB6vfD7/QgEAlVl6NVqNcxmM4xGI+RyOW0j++yzz2C1WhGNRvf9XrlcLsRiMYRCIS0iNplMeOed\ndzA8PAyNRgMul0slyK1WK6anpzE7Owu73Y5MJoNAILCnPeZbpXRvFAgE0Gq1MJvN6O/vR3t7O+Lx\nOCYmJvCvf/3rmd0au8WBMfLFYhEOhwMWiwVNTU3o6+vDr3/9a8zOziIYDEKj0aC2tha1tbVIpVI0\nv0qKrTgcDtRqNXp7e6HVarG+vk4VrTKZDK5du4Z//vOfz7yHciitFo5Go0gkEmhoaKCiMU+Ss5TL\n5RAKhSgWi2hpaUFPTw8MBgOamprQ1tYGAAiHw3C73TRHuZ/V3qWDLrLZLFKpFDgcDo4ePUpzsXNz\nc5iZmaFzzveDTCaD1dVV/N///R8ymQxeeOEFDAwM4Pe//z2ddBWPx8HhcGCxWNDa2oqGhgak02la\nPFPJDYSkDsjsadINQqJPpZSux1KxJ61Wi+XlZTgcDsRisW1vJI/LhZZz72KxmA7HIUWMx44dozn4\ns2fPgsvlIhaLYXZ2Fh988AE8Hg99xiSy9vLLL+MnP/kJjh8/DuChZz07Owuv17un3SREdc5ut8Ni\nscBsNuPw4cP42c9+BqfTidXVVaRSKRgMBhw6dAgSiQRLS0v44IMPaG57u+zmZ3rxxRfx3nvvobOz\nE4VCAYlEghZ5PUsddLtsNVool8upYE1HRwd9D4lTQ/ZtPp8PuVxOpy6Gw2E6I4Psg9WQIix1MkmE\nsL+/HxcuXMChQ4cgFApx+/ZtqhNRqX3lQBl5MgTl1KlTMJlMqKurQ1NTE2KxGLRaLWpra6HX6+nJ\nn4z2c7lciMfjcLvdtBqfbIgqlYqeqJ7lMW1lIZECnlgshkQiAbFYTPWwY7EYLcojrXBKpZKmDYiy\nHQlf1dfXIxAIIBQKIRAIIBKJ7LuHTKIUarWa9gYTVa3Gxkaq0x2LxWj0Yz+m0+XzeSQSCdy/fx/Z\nbBZyuRxDQ0M4e/YsisUiwuEw7ty5A5fLBZfLRUPNdrsdbre7ot6ZSCRCQ0MDDAYDjEYjOBwOMpkM\nvF4vstks3eTIeGMSmVIqldBqtWhoaEBbWxuUSiVsNhuV1qwkJDJGhKPEYjE6OzshFArR0NAAPp+P\nr776CqFQCPfv38cnn3xCZ06Utq/pdDpcunQJRqMR+XweFosFwWBwzyVwyUEqGAwiEAigubkZarUa\njY2N1IhnMhmIRCKYTCa0t7fDaDRienoaxWJxS50zewHpJuru7sbw8DC4XC68Xi9mZ2dhs9lo0fF+\nUip5XFNTQ4uKs9ksEokEHjx4AIfDAZFIBIFAQN8DEo3j8/mPCBaRboz9/DwkhSMQCJDL5ej42cbG\nRnR0dECv1yOfz0Mmk4HP51e0VfFAGXm3201fdqPRSEPhxWKRho7JeEwej4dUKkVnVE9NTcFqtcLj\n8dAZ8nfv3gWfz4fb7UYgECjLyJfjPZMTJpFHjcVi4PP5OHz4MC5fvgyHwwGFQoGLFy/CZDLRaWdE\nvCGRSCAUCmFqagqhUAgikQhzc3O4efMmbRPZah5wN70fshmXPgvSykfCmBKJBF6vF8vLy/RAstWi\nw90kGAxifn4eo6OjNARLNsCRkRE4HA4olUocOnQIOp0OY2NjmJycrGixnUqlwksvvYSTJ0+ir68P\niUQCkUiETuISi8UYHR3F9PQ0VTuMx+Po6elBf38/jh07BqFQiHA4TNX6drL5bWe9CIVCiEQiOghk\nY2MDJpMJarUahUIBN27cwD/+8Q86mrM0bEzemdLiWOLFtba2wmq1VmQzJ948ERVyu924f/8+RkZG\nYLFYqMhJZ2cn+Hw+Dh06hFdeeYXmjsln2Q8kEgkMBgN0Oh3EYjGi0SgWFxfx+eefY3Z2dk88yK2k\nAskeajQaYTab4fP5sLS0RIdvZbPZR0b5ymQyGhlqbW3FyZMnqWIph8NBLpd74lTPSsLn86FUKqnD\nRgbryGQy8Hg8xONxyOVyiMVitLW1YW5urqL3emCMPPBwJOLi4iI+/PBD3Lp1C7W1tfQkLZPJIJVK\naZiHzH8OhUK4e/cu7RcmBWEkZEgEL8oR1eHxeFv6cvL5PJxOJ2ZnZ9HU1AS5XI6BgQG0trZCpVKh\nv78fOp0OEomEerv5fB7RaJR6lqWDK8imvh0Dv5uhfZIzFggE9IUkHrPb7aadEKRnlUyAItK3+wF5\nrvfv30c6nYbNZgPwsONhfHwc6XQadXV1dNAIGSBSKQ9BKpVSOc729naqm65Wq2E0Gqly3fr6OgwG\nAzY2Nuh30NTUBJPJBIPBAA6Hg1gsBqVSia6uLnownp6epsqJz6JU8Gmrm1E+n0c2m0U6nYZKpcLh\nw4chEokQDocxNjaGsbExLC0tPTUNQt4zsVgMuVxOvbjFxcWKDLIhe4fRaITRaAQALC8v4+bNm7DZ\nbAiHwygWi5ibm6PRwPb2dvT09ND2XKfTuS+aClwuFyaTCT/60Y/Q0dGBQCCAe/fu4ebNm3jw4AGt\nj9jtjgDiWJWzh5pMJgwMDECj0aBYLGJychJut5uOTSb7Q6mok1qtpoV4nZ2dUKvVaGtrQzKZxPLy\nMqRSKZxOJ22nroQBJfc3PDyM3t5eGsWZm5ujCqBerxfj4+MIhULo7+9HR0cHbYeu5F54oIw80ar/\ny1/+ArlcDq1Wi1dffRWDg4N0RnJtbS00Gg0dsxmJRPDgwQM4nU4EAoFHFsBW88TlevKEQqEAh8MB\noVAIg8GAnp4emM1mNDc3Q6lUQqVSAQAtyiMjT5eWljA5OYnl5WXU1NRAJBJRBa5cLrfvM7dLW0ME\nAgH4fD6SySQNfcfjcRgMBkQiEaTTaVrguJODxm6c1Ml408XFRXzxxRc0RUPqNQQCAU3zJJPJHdcR\nlFsUSTS4W1pa0NbWRmd9l3oI6XQagUAAXV1d6OzspAOC9Ho9DWnmcjkIhUK0tbXh6NGjSCaT8Hg8\nuHbtGq1NIF4G2QzX19dp2J/cK8krbieKkc1m6Xo2Go2oq6uD2+2G3W7Hxx9/DJvNtmm4mAiGaDQa\nKBQKRKNRrK6uYnx8HHa7vez72O56IemC5uZmOvPAZrPh1q1bVGETAJ2eZzabaXHVwMAA7WbYjpHf\nyRonh6Pm5ma88cYb0Gg08Pl8uHHjBkZGRmCz2fZk33jcyD/r51pbW/Huu+8iHo/TLqEn9beT9ZlO\npyGTydDa2oojR46gra0NnZ2dNHw/OzsLLpeLTCZT0Ughj8eDUCjEhQsX8MYbb8Dn8+Grr77C9PQ0\n1tfXkUwmkUwm4XK58N1339EW3OHhYVpfUG6n1k45UEYe+D4klE6nsba2hmvXrmFqaormoU6fPo2B\ngQEYDAYkk0kEAoFdERsgG+JWvpRisYhsNguHw4H//Oc/GB0dhVqthlQqRX19Pbq7u8Hj8ZBIJGC1\nWulJO5FIIB6Pg8fjQaPRoFAoIBgM0rbBvRbxKedaZDpeLpeDQqHA3Nwcrl27BovFgmw2C5/PR3P2\nAHas+77b9088GnJdgUBADSqPx6Mh45383XJ+VyqVQqvV4o033sDFixdx6NAhqpkOPNQjICNxk8kk\nEokEcrkcxGIx9RiJUfH7/Th27BjeeecdSKVSyOVyNDU14eLFi+ju7qYiHQBoseTExARmZ2fhcrlo\npTsx+tuBPDe5XE5TbJ988gmuX78On8/3zE24sbERb7/9Ns6dO4dMJoOrV6/i6tWrcDqdFVFjI5s3\nSXeQw9PjXirZDyYmJmg9UE1NDdrb23Hv3r1t/e2drDWSWiBrGAASiQQVvCmnknurbcLknsmhbbPr\n8/l81NbWorm5GW1tbYhEIojFYhCLxZten8fjQalUYmBgAH19fTR3TxRASaS0nKFTuwVp0e7q6oJO\np0MkEsHc3Bzdw0vrYMgzsVqtdFAZh8OBRqOp2FTLA2fkge8X1vr6OhYXF7G4uAgO56EePCmGicVi\nmJmZwcLCAkKh0I7DVCRfuJ3wZTgcRjgcpm0VRHjFZrPRCURkxnmx+L02vclkorOKg8EgfD5fxYeN\nPAmSViCGJ5fLYWVlBVNTU/D7/fTn9Ho96uvrqQjRfle/Ep4U0itteyEywnt9z0SR8cyZM7hw4QLO\nnj0LADQdQ4oVI5EIwuEwgsEgVYETi8WIRCJwuVyIRqMIhULwer3weDyora2FQqGgnSUSiQT19fWo\nq6uDRqMBn89HOp2mQjWkPS2ZTO6o1ZJ4XvF4nKrcEY/twYMHT60RIKF5o9GIwcFBXLp0CU1NTQiF\nQrhz5w5GR0cRCAQqUjBG5kSsra3B6/XSGhOz2Ux7tQn5fB42mw0mkwlnz56lErLEs60kQqEQnZ2d\n6OzshEQigc/noxHMSCSyZx7uVvZFLpeLZDKJpaUlSCQS1NTUoK+vDwBoao90vAiFQigUCjrIpbOz\nEwqFAoFAAG63G06nE3a7HQ8ePIDdbqe1HZXaY3Q6HY4ePYqamhokk0nMzc1hYWHhifogxWIRfr+f\nTrHk8XhoaGigB8m95kAa+SdRLBbpYAAejwev14uPPvoI33777a5Uoe9GaIUI7qyvryOVSlGDWDqj\nHgD1IEnYdHV1FaFQqGoMJXmxs9kswuEwbdci86kVCgWUSiVMJhNaWlowPj5elhe3GXtZWEMOjfF4\nHIVCgXryO/UcN7tn4jUdPXoUv/3tb1FXVweBQIBisUir04laXy6Xg8fjwcLCAiYnJ2Gz2WiUiAia\nkA3y1q1bWFhYoIWRHA6Hqm299tprOHXqFNRqNa0SJwebWCxGjQHZLLfzvFOpFFZXVzE/Pw/gYSGY\nWCyGSCR66mhnIon83nvv4dy5c9Dr9YhEIlhcXKRta1uVb97uWslmswiFQpienoZUKkVPTw8OHTqE\nH//4x7hy5cojkbRCoYBwOIzV1VWamiLTLbezXneyxqVSKS5duoQLFy5ALBZjYmICf/vb3+BwOMp+\n78rpMHra7z2LfD4Pv9+Pr7/+GnNzc7hw4QKGh4fx85//HPPz87hy5QqVMA6Hw9Bqtejt7cXw8DBO\nnDgBjUaDlZUVzM7OYmRkBOPj47RGqVyRsd2iWCxCqVQ+0oJNpiw+zUYQgx6Px2naIhaLVURy+rkx\n8qQtg+jau91uzM3N0b7a3WA3DgrkGsRIbvZ3mpubUVNTg+npaTgcjqoRfAAe3v/q6irsdjvdhi14\nXAAACnpJREFUGEnLn16vh9FohEKhoN5dOp2uigPK0yAbHJn2l8lk9lSsguSeDQYDGhsbUSgU6EFu\neXkZk5OTVNLT4/HA6XTS0CsRbXrSLGxSeVxKIBDA2toakskk7t27B5lMRiMxDoeDekK7MQeBpJZu\n3LgBLpeLl19+GefPn4dEIsHVq1dpSgoAbZUbGhrCD3/4Q5w+fRoGgwGJRAL37t3DlStXYLFYKhq9\nItGTxcVF6HQ6DAwMoLGxEcBDgRk+n08NCtE0kMlkEIvFCAaDj+hYVBIOh0NbuAqFAjUoW41+7PVB\nOhwOI5FIQKvVQiKR4KWXXsLg4CBUKhVSqRRNI5GUZjabxa1bt2hthtvtxvz8PD28lI7wrSSJRALL\ny8tQKBQ0WrtZDU9p5wg5vFeqc+e5MPLEK1Kr1Th06BCCwSDsdjs8Hk/F1cp2Cz6fj87OTtTV1eHf\n//43rQavFvL5PDweDw33ptNp6HQ66HQ6qtRHQsqpVGrHBmSvN00SridRlmw2u6ebB5/PR01NDWQy\nGa3BCIVCiMVi+Prrr/GnP/0JIpEIAKjG+HaJRCKIRCKwWCyP/PteRUfC4TCuXbuG2tpavPbaa3j9\n9dfR1taG+fl5uhaAh0azq6sLr7zyCn75y19SXQm73Y5r167h/fff35eD4cbGBpaXl9HQ0ACJRAKN\nRoN8Pg+1Wg2JREKNONFSNxgMUKlUsNls1MhvlZ12v5B56sQLJkNRSDSQXJ985/t14CZGmXS5tLa2\nYmhoCH19fY/cI9E4+eMf/4gPP/wQbreb6kNUA4FAAOPj47TN72kOWymklimZTMLv91dMw+K5MPI8\nHo9qBKvVaszPz8Nms5X14KsRovql1+uh1WppjrOaIJ48yfeePHmS6sKT8Oz8/DwmJiYqPs98O5QW\n3pGc6k4LoYhIx5OuQ/K+X3/9NaLRKJ1bnsvl4PP5aA0HgD3zZPfqOyEey/j4OP7whz/gzTffRHNz\nM37zm9/A4XDQECVpsSNqZ1arFZOTkxgZGcHExMS+rRmyGZODUVdXF+rq6tDf349YLIbFxUUAD/Oy\nr732Gs6cOUOL3R7Xj9gKm62XZ0F0KPx+PxobG2lNB0n7kVog0se93yNlU6kU7HY73n//fXzyyScQ\ni8X0oK1UKmnLq9VqhdvtppLC1QIptqutrUVjYyNUKhU0Gg2Nsj2OSCSCRCKhcs7Mk98iQqEQ9fX1\ntBLd5XJhcXFx3xfydpFKpbQVUCgUIpFIVN1nKRQKtKdcq9XiyJEj6O3tBY/HQywWg9PphMfjwczM\nzI6iKbupub8ZAoEAKpWKamXvtZogEUqanp6G3W6nB7lqPwyVAwnNEpETs9kMjUaDEydOoLe3lx5m\nSJvg6uoqHA4HHjx4gLt37+Kbb75BKBTa189A8u0TExNQq9UwmUxUbMhgMAAATTW0trYikUggGAzS\n8c9bZaee/MbGBgKBALxeL8LhMAQCAerr67G2tkYHZYnFYloXtN/7SS6XQyAQwM2bNx/5d5LGIpGJ\najLspZBo38rKCuRyOZqbm6mQGenGIJBq/KamJgiFQqyvrzMjv1Xkcjl6enqg1WqxsrICi8VyoI18\nXV0d+vr6IBaLqYBJtY45JaI+zc3NkMlk4HK5WF5exueff47x8XG43e4deaKVMnpCoRAqlQrZbBZ+\nv39XJHg326CIt5hKpWie7nkw8KWkUil4vV58+eWXyGazGBoaQmNjI5VpnpmZwccff4ylpSWa1iHF\nVNVAMBjE9evXUV9fj9OnT2NwcJDqD5D3USKRIBKJYGFhAVNTU1R0aKvs9Lvf2NhAOByGx+OBw+GA\nVqvF2bNnabX3+fPnqcT32toaIpFIVa63jY0NqjFQrQYe+D7HHg6HkclkcPLkSdTV1WF1dRWBQICu\nYRLR6+vrw9DQEGQyGVWrZEZ+C8hkMnR1dcFoNNJFEgwGq9YwPguZTIaamho6f/5pVcn7CSlUW1tb\nw7fffovl5WWo1WoIhULY7XaMj4/T3uZq3Eweh1SiE3nenbZrkcKszT472SiqJc+425Di0pmZGaTT\nabhcLtTW1kIulyMajcLpdOL27dvwer1Vl44CQFXLiBTy0aNH0dzcTD3iTCaDubk5LC0tYWFhAfPz\n83RWw3bYSa58Y2MDbrcbPB4P4XAYjY2NkMvl0Gg0yGQydO6F3W6v6OjhrUIOvweBYrGItbU1OBwO\ntLS0wGg04u2336baFTweD7lcDqlUCqdOnYLRaMTCwgLdF5mR3wIymQydnZ20r5y0Fh1UhEIhxGIx\n/H7/jj3hvYRM6/rzn/9M2+akUilSqRScTue+D8Iol9KRrplM5hF5zZ1wEA43e02hUIDT6YTT6cT1\n69cB7G075G5CBi+NjIzgzp07ePfdd3HmzBnodDpwuVykUilcv34dk5OT8Hg8CIVC21435FC4XdbX\n1+FwOODxeDA5OYmBgQH09vZCJBIhlUrh9u3bcLlcWFlZ2fbfYPw3q6urKBaL0Ov1OH/+PN566y2q\nXCoQCBCNRuHxeKDRaBCJRGC1WrGwsFBRx+25MPJcLhcymYzq0FerUSyXSCQCh8NB1baqeUMkbWfx\neByZTIaO0j1o3qlKpUJnZydkMhmCwWDVRU6eJ6p5PT8JoknwzTffwGKxUJW2jY0NeL1eOkp5p4W+\nu9GiS1JAc3Nz8Pl8j8hl71T1k/HfkNqkqakpmM1mvPrqq3RMNI/Ho2Jnq6ursFgssNlsCAQCFR1h\n/VwYefISrq2twWazHdi2OUI0GsXy8jLVZK5mg1kacj6oNRBkVKRKpaKbZDU/c0blIeNuH29DrCZK\n30Wv11uRgT7/6xBNAofDgenpady7dw9KpZJ2C0QiETqNc35+nspHV3J/OfBGnsPhIJVKwWKxIJ1O\nY2JiAi6Xa79va0fEYjEsLy/TKWiVngn+v0g6naY5zXg8jo2NjQMTVmYwGNtjN95x0rEwNjYGu91O\nx56TdjkirpVKpXZUs7FdDryRLxaLiMfjmJqaQjKZhMVieURf+iBCwt8k/Me8yr2lWCwiGAxiYmIC\nIpEI6XS6KgvBGAxGdUJaLsPhMP230pHNpf+tNLs3ZHzr7NonFovFqK2tRS6Xo8Uvz0NOtVI94oyH\n/blisRgymQx8Pr+qZgUw/jdgkSPGNnimDd83T343FzTRRCb5qL16UQ6q0T2o9w1sfu+7uYZIV0ah\nUKCa8TvloG7az8N6eZxq/yyPy84eJJ6H9bIfswZ2+jfLvca+hut3a0FvbGzQlrm9Hg1aycWwm3/r\nIL+IlYBIgJLUyP/6c9rpWt/PzfNxytEsqAYOwj0+TxBtjIP4zHeqkMhgMBgMBoPBYDAYDAaDwWAw\nGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAY\nDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgM\nBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwG\ng8FgMHbO/wNvAHF3v+mEMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63d860d5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -3.571910\n",
      "Current MNIST score: 7.097467\n",
      "Current Frechet distance: 47.269943\n",
      "Training step: 1400\n",
      "Time since start: 7.891089 m\n",
      "Steps per min: 177.415304\n"
     ]
    },
    {
     "data": {
      "image/png": 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Hw/DwsNxfVlZW8Pl8xGKxl35GD0q70djYyOXLl/F4PACydj+fz2Oz2ejo6MBi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\nPHkCq9VaMUGedI2YzWbodDr09/dDo9GgpqYGer0eT548QTAYxOLiIjw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6388319f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -4.605023\n",
      "Current MNIST score: 7.695475\n",
      "Current Frechet distance: 22.835312\n",
      "Training step: 1600\n",
      "Time since start: 9.010625 m\n",
      "Steps per min: 177.568157\n"
771
772
773
774
     ]
    },
    {
     "data": {
775
      "image/png": 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Gg9frxWazYTKZaGlpweVyodFocLlcNDU10dnZicfjQa3+5u2lUil5S9Dr9Zw7dw6fz8fK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\n",
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      "text/plain": [
777
       "<matplotlib.figure.Figure at 0x7f63fc7974d0>"
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      ]
     },
     "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",
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    "loss_values, mnist_scores, frechet_distances  = [], [], []\n",
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    "\n",
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    "with tf.train.SingularMonitoredSession() as sess:\n",
    "    start_time = time.time()\n",
    "    for i in xrange(1601):\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 % 200 == 0:\n",
    "            mnist_score, f_distance, digits_np = sess.run(\n",
    "                [eval_score, frechet_distance, generated_data_to_visualize])\n",
    "            mnist_scores.append((i, mnist_score))\n",
    "            frechet_distances.append((i, f_distance))\n",
    "            print('Current loss: %f' % cur_loss)\n",
    "            print('Current MNIST score: %f' % mnist_scores[-1][1])\n",
    "            print('Current Frechet distance: %f' % frechet_distances[-1][1])\n",
    "            visualize_training_generator(i, start_time, digits_np)"
809
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818
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
819
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       "[<matplotlib.lines.Line2D at 0x7f63d0817cd0>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KX0WFB2htfbDvgyRJ6ai48NCnTwSHe++FGTPSLo0kSbWn4sIDROvDpz9t3wdJktJQkeGh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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f638b157090>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
838
      "image/png": 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wN+DSMQVm+vSY6e+QvySpPbmG/zDgRmA88FHXl6POSqVgp52gqirpSiRJhSqX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\nZ7MeRH1rgBMzth9EabRzU6K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       "<matplotlib.figure.Figure at 0x7f6372753050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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kw+CAiIiIbFIRHLRtK48MDoiIiJKXiuCAJQdERETpweCAiIiIbBgcEBERkQ2DAyIiIrJh\ncEBEREQ2qQgOqqqATTYBPv446ZQQERFRKoIDADjoIAYHREREaZCa4KBzZ2DVqqRTQURERKkJDjp1\nYnBARESUBgwOiIiIyIbBAREREdkwOCAiIiKb1AQHNTXA+vXAxo1Jp4SIiKh1S01woAZCamxMNh1E\nREStXeqCA46SSERElKzUBAft28vj2rXJpoOIiKi1S01wwJIDIiKidGBwQERERDapCQ5UtQKDAyIC\ngG+/BR56KOlUELVOqQkOVMnBu+8mmw4iSofBg4FTT006FUStU+qCg/POA95/P9m0EKVBczOwfHnS\nqUjO998nnQKi1it1wQEALFqUXDqoPGzcWPo9X8aOBbp3B6ZOTTolRNTapCY4UG0OiOJw9tky6mYp\ne+kleTz00GTTkVYtLUAmA0yYkHRKiMpPaoIDveQgk0kuHVQeHn006RTkr6Ul6RQky+/81WiqDA6I\n4pea4KC62vqfwQER+VHVRhWpuYoRlY/U/Kz0gIDBAREpbiUIa9bII4MDovil8mfV1JR0CogoLZqb\nnZerkgOnm4mvvgKmTStcmojKXVXSCXCyfn3SKSCipKlMv7kZqKzMfd2rWmH77eWxtbfbIIoqlSUH\nGzYknQKi5DFjE34lB0lVK/zwA0dwpPKVyuCAJQdEdm4ZZJLmzQPeeSf+/S5eLN04VXDkdu5ubQ6K\nVS15ySUyguOcOcU5HlExMTigVu2SS4Ajj0w6Fc70uvSNG4Nv98UXwJdfxp8e0y67APvtF/9+jzgC\nOOww67kKDubPB8aMsYIGtzYHjz8ef5qcqNErWdJJ5ShVwcGQIfLI4IDyFbRI/qabgP/8p7BpicPq\n1fbns2YBo0c7r7vjjsAOOxQ+TStXFma/5p24Cg7OOgu4/HI57nffAUuXyvIXX5RlarjlYo2MqYIS\nVv9QOUpVcPDoo0CbNgwOKD7bbFMeM32edJL9+dChwNVXt46MSZ2jui5kMkDPnvZJmTbZBOjaFbj1\n1uK9JwwOqJylKjioqJCREhkcUFzmzJGpf+P2858De+0V/351eqYzZYr9NXU3nca2CPkyM1t1jmq5\nU2asrhkXXijVKnHLZIDhw3OXuaWHqNSlKjgAZKREBgdUDOPHR9/2mWeADz6ILy1ReQUHd90FzJ5d\n+DQ88wzQ0FC4/Tc3S+PH116znnsZO7Yw6XjgAftzDtZG5YzBAZW97bd3vpv83e+Kn5a4eWWU558P\n/Oxn8R3rv/8Fnnwyd/nPfw7U1vpvf9VV4QYm0ktHDj7YavgXpnFmMbDkgMoRgwNqFYrVgj1fkyfL\nHem8ecHW97uLNhsN/ve/VhfAsA4+GDjxxPDbtbRI98LrrgvXM0QFAc3N9mncix0cqDYrHTrYl7Na\ngcoZgwNKzFtvFW+I2yuuAEaOLM6xgvjFL5wzypdflsegXRH9ggO9m93KlZLBX3JJsH3H5bbbpKEx\nEG5qdj046N49d3mxrFghjx072per4KBQ6enXD/jlLwuzbyI/cQYH2wB4CsBiAEsAPJ1dFkp1NfsN\ntxYHHADsvXfxjvfnP1v/e93tLV0K/PWvhU3Lo486d6FUmeiGDblpXLYsd/0wwcHixfL43XfB0xmH\np5+2/tenZnejzlsNZtTSYg8Oit0I84cf5FGlvbERePNN6/VCBQczZwIPP1yYfRP5iTM4mARgKYCt\nIUHBdwD+GXYn7MpIxWCOG6A76yzgnHO81ykUPTgwOf0uwgQHKijo0SNa2nRh2jLo8yIECQ4UveRA\nn9I9bGb87bf59VhR7/ucOVJasO++wIEHAvffHy09RKUgruCgG4D5AK4EsBbAagB/AbArgFCXIlYr\nUL7ee0/u7py8/roMlvOLX7hvr+4Um5qkSLmlRQYcmjNHWuXr1RNx1zerTNDpN+A0h4BfxlSI4GDd\nOuDf//Zf7/LL5e5XT7dXcLB4sVR9qOJ6lfbm5uijRQLAFlvIX1TmZ/Hhh/bnUdtwEKVZmFkZ2wFw\n+4nNB3CUsexEAHMhJQiBMThofVpa4u0Wdu217q8NHCh3vc895/z6xo1WZjZunOxr/nwZcOj112U0\nPt26deHq0f3oJQeq/YGeNlOYkgNVElJTEz19AHDRRf7rbNwoQx1PnCgjNipVHlec3r2BTTe1hiVW\n1QrmOervQ5jrxRdfRBs50q+ac+BANkqk8hOm5GB/ADMd/j4HcJix7jkALgRwetgEMThw9u67wAsv\nJJ2Kwoi7DtkrAwJyM12VhvnzZdvJk2WZCjIWLpRHpzv3oN/VGTOAr7/2X08FB077jRIc6NuoVvfq\nGI2NwO23h3//b7/dfx2V/q+/tlcrqGMNHw4cf3zuduq9BuzVCnrwqKfX7EHgRQ9SwuD1iFqjMCUH\nr8A/mKgGMA7AEEhJwqteK48cORJdu3a1LVu6tA5du9aFSFbrsO++8pjGO5SPPpIL9h57RNu+qcme\ngeRj9Wpg0iTvdZyKgTdscJ9db9YseXQq3XCrvjDtvLM8+n1+Xm0OogQHgGTQ225rpVUd4/bbgT/8\nQVrF//Sn/vsJQ89Q9aBKpdccUMiJKjmYOBFYtcparr8PHTpYJQ1xWrIE6NKFNyuUvPr6etTX19uW\nrVBdaAooTHDgpyeAfwFoA6AWgO9EpuPHj8eAAQNsywYPjufH+MAD0m2rb9/895Um06dL/WkcjcqC\nWLhQMrQ+fdzX2X13eQwTuOjrbtgAtG0bPm0tLZJxnHyyFVxMmBBs2+23l77zKtNpanKv2jjhBHl0\nej3ujEO/qzf16yddHPX68yDBwc03y126mphIvfeqmsGr2FxNchTkd7RkCfD558BBB9nfFz3wC9Ne\nQAUHl11mX24GB4XQq5c8rltXGr2nFi2SqrIpU6ShpN6Ak0pbXV0d6ursN8wNDQ2oDTLyWB7iapDY\nBsALAFYAOAgBAgM3cUXqw4endyrefOy5JzBoUPGO16cPsNlmwdb98kvvGfEeesj6TPTPWGUCYU2Z\nIhMQqYBg0SJrpj4/XbrYnwfJAPIpOQhKBQeqUaR5LHOEQjM4cOoeuWwZcPjhUkqgb6OCBK/2Hkce\nKaUOQQZlOuQQqX9XaVX0kgMzOIhSpaTvI672Hl9+Ke1KzDTNnRvsetTcLN/9sWPt23/1lb3Uo1CO\nPho44wygvr54Y4dQeYsrODgGwF4ADoaMcbAq+7cS7o0YHVVXS53vK6/kn6gkuqLl48UX5UL9wgve\nd+Eff1y8NCnV1f59/3fYwXsEvVNPtTIvPSCIGhyoDEiNnrfppjIKXxBmo7yFC6M1itTHToiDykid\nggPAugtXad1yS3n87jvgxhudA2IzAw4THLz3nv04Xj7/3PrfreTATEuUu3J9H+YdshksBNn/7bfL\nd3f0aAk8zjzTem3NmmDBQVOTDPY0ahTw0kvW8u23B445Rv5fu7Zw83HoXTXjDlipdYorOHgqu68O\nADppf50BBBwIVqgf+09+Ej0x6uIRVz12GEOG2KeSDaJPH+CeeyTqB4AjjghWJ5uvKVPsFzIvGzZI\n5uMnSBc3tT+n/92sXWu1FWhulgug6hZ31VXBjqkzi6Pfecd/G6ci8dtuC39sLyrDdiuBUY0tzeDx\nuuuASy/13kYxgwMv+uBDftTneO+99gzKKziIkpHpn4MqaVHMoM+vEeLddwO/+Y31fN064L77rOer\nV8uQ036amqx0mW1a3npLHs8+u/AzeQLynra0AAsWFP5YVL5SOXxyvlSk79S6vNAef1yKz8NYuFDq\nVfU7OL/hc+OYBe+nPwUOM/uZeIj62SxYkFvUqZcWrF9vDVELyMV0662tz3HCBLnod+smz885RwKD\nfBrR1dTY3++JE4HPPvPeJkx118cfS++HsFQGo3oW9O8P/FMbSsytGN4c2ldnZqDmPtRnsWSJ3EHr\nd6FR2racdZb9vdLf56Ym+/HjDg7MoM9vVsrzzrM/Hz0a2HVX63lDQ7DZO/V2M+Y5qeBMlfgVetCk\nxkapQtpss/Kc0puKoyyDA/XjTKLkwMv69TLfvFMdZCZjD2b8Lpq1tbLNN9/Em0YvUT+b3XaTYZLV\n+amJeJRLLrEyfgC46Sap612yRJ6rYl6V4Tz4YO4x/vjHcGnq0ME6Zps2wPPPSzsVL2GCg912i9YY\nVl3MVXBwxx3A5ptbr7vVX/fu7b5PM0i+6CIJhlTJwTHHAI89JtVaX34JPPWUtW7UBn/691e/k/7s\nMxk2W4nSvkjPXM3Sj549vbd99FHv18eOtZda6qUKXiZNsoKD9evl/NWsn6tXy29VXY8K3cCxsRH4\ny1/kf47eSFExOCiiyZOBW2+1F0Wri1tFhf0OS2UOfpymIi4U8y4tKDUyn35x1C+Q6s5YvRd+deFO\nJUJmi3Y/NTUy3kF9ffDvXNiLetCxCnQqOFDVCtXV9u+xmh/BFHZgo7o6e8Y6ebL9u6hE/Q3p5/7M\nM/bX9CqcKCUH+t2weWf89797twPxGhlTiRKwDB9ufY8aG4EnnsgtcVDvZdj9T53qX+2lf5aNje4D\nSBEFxeCgiJzuHFRmYQYHQS+aURvzRZFvJqoynXXr7OlW74HaTl3o3C5scXyu3bvLnf0ppwQPeuLo\nRTNsmPfr6pxVY9q2be1tBlTVhz5YkL5dGHqGkslY+8hk5FxXrYonOPCyahXwySfh9q0HWGawtfnm\nwG9/G2w/v/6183Kv317nzu6v6dUKTvtwCw4+/NB7gLNDDwX2209K0sxAy4l+bAYHFFXqgoOod6e6\nQgcHp50mIxaG5TTAjUprJgM8+2zucj9pDA7cegyoz8MMDtQFzAwO3DKYIG1J/AZC0uvSg37n4mgF\nPnGi9+vqvVBF8W3b2r/H334L/OMfUu2ijB2b//cgk7GX2Bx+uGSEUX9DQUu+9tlH6vjDjJGhBwTm\neatGquPGee9j3jzgzjudXzO/d3vvLe1cAKnOc6OPUeF0Pm7BwR57SCNkP0OGAD//ufNr+vH0ni5B\nSkqInKQuOIizQeJHH8n47nF78EHg9NADQzsHByqtmYy9AVvQi2sx6xSDZqJffeW8XC85cCo9MYMD\ntxKIIBnW4Yd7v64HB37DLStOwcF++wXbVufUTbGlRTJ8Mzho0yZ3EKHp0+3bjhvnHRy4Vc+4lRzM\nnAm8mh3bNGqj3qCjFqrP+J57gu9bb9y6caO0UVG9KtTd+3bbee/Dq2um+TnrA3R5NYJVbWTWr3f+\nPKJWKyiqeq6pSQa0cqtSVCN6AvbpsonCKJvgYPFiucjPmGH/cV9+eTzpUlTGF6VPvMqE9Exv5kx5\nNC/C+gXQrc87UJjgoFcv4Prrc5e3aSP1n5mMVSfu1rjSiUrriy+6lxysX2+VoMyY4byfIBmWX4av\nN4B0Knp1CkCcgoMoxbZ6P3rlnnukh4YabEhlzlVVucGBef5r19rHGAhKDw7Wrwd+9Sv5X68rj1py\nsGxZuPXNXgNeRo2y/m9qAi6+WDLEf//bCmDzGTnRzLyrqqzv9E47uW83YoQ9XSa1j6jBgbo2rl0L\ndO0q3TTXrs1tlKyXKhFFVTbBwdSpcuF86ing7bfjTZPy4YcyqAkQLThQGYm6OPzvf8D++zvv76uv\nrMZnXnPRRy1OfuMN99eWLAGuvDI3TTU11kBIKm0335y7vdt7owKK//7XuVRgwwbg4Yet58cdl1sX\nO3lysIynstK7pbnegM8pwHJa5lSa43ehv/12YKut7MucSlZUMHjTTfbllZX2DNppHorvv5deDWHp\nPTzc3lO34OCJJ+zjS5x2mv31CRNkUKpCU9//zp3tA0B5BQdejTf32gv417/syyorrYAsSLCUyTh/\nv/1KxPyoa6Pe7uDkk3O/X2Grv+bPl4ArjfO2UHLKJjhQDbSuvz7cXYhOFQu6ybfboLqQqYuD3hDL\naXhalR41Jr6TqCUHet130ItC795Wxv/qq95Bi5cHHpB6XJPZiwGw6nqV//u/YMeoqJDuXGqMfJOq\nmwac30On/v3fGZOPd+kiwcHy5TIHgZORI4N9b1RJh1kSYQYHS5dapQpBBfmOuH0H3Epp+ve37tKf\nfVa6buqmT7eXzhSK2yioXsGB1xDf77+fu0xvLBykCmrUKHv7IZNfQPnCC9Ll2aSujb/8pbVMDWJm\nzlWiM4NUoObgAAAgAElEQVQd04gR0m4l6u+ZylPqggP9Qhimm5668wlSVz93rr3Y/K9/lQZBvXrJ\nj/qrr2TUQvNuSr9w+5UcOF2QzeDAL8JXGY5X6YDba3PnShqnTHF+Xb+Y/O9/3ulQKiut8z7tNJkp\n0uliqdbxG1TItGFD7v7cZkoMyi1z04MDp/fwmGP8h/Du108u9N272+/enHpi6MyeBoB7plNRYX9t\n+XLnKacB98mxgtxJulWPuGVk1dX2Boz6+6m0tBR+IDK3cR/M4MCvl4gX/XsftJrFa+RRt/f0oYfk\ntSOOkC7PJqcbJ6dAxwwOjj3WPS2AdW4sOSBd6oIDvfFPmB4BYb7Yp54qxeZ33SUXxXPOsYqv339f\nirYXLrSGPZ09W+603fqYO5k1KzdjU5mG+kH7XbTPOUf64XsFB25FlCqwcsvg9MzgoIOkH7VfMGbW\nd8+fL/3KTZmMfHb9+9sH1PGzYUP8PUxOOsl5uT4Gv1MGU1MD/PjH7vvdZx8pxVAXer10x+/OUC8l\nWrZM6vrdgiCz5MCL27qPP+6/rdvdtFsmZ86i6RQc/PBDfBMjuXELDsyqg112iX4MveSgslKuFf/4\nR/T9uU06duqp8ps3JwVTvBoE69eBsGOf6IOTESmpCw704two9fpO3MZzP/985yI3czCYI46QQWP0\nhmTTp3sPcbzDDsA229iXqQvB8uWSJqcZ9HQffSSzDprBwdSpuefy7bf2+nl1zm53bk6Dx+y4I/D6\n6+7p2bgx9zNxytQyGeBPf5L/w5QeOJUc5GvcOHvrbcUpM9OpzMWtX/tBB8k6ZmPRpib/Ufh0PXrI\nFLtuRb9hgoONG+2N4sLwavTqxCw5cCrGX7XKeyKusDbZxPpffb+23tp5XfPzDTtIlM4sOTj8cPt5\nhQ2AVHBw//25Gf7997tXIz73nPs+9RLTsNUDLDkgJ60iODAzVz1jNOssW1pyM1a3EoMddgiXDlXE\nvHy5TE7jVuRvMtOvD++qLgoHH2zvK+002p3ODA5UJu511+EUHLhRd6thGkwWIjiorHS+E/MLDvwu\n+M3NUoyvd9mrrwdOOEHmFohLmOBAf6/9zs8UNjgwSw7MRnGAZILmekEdckjuMn3Oku7dgTffdG9/\n0aWLNYQwIO2QnAKVm2/2b8ypf+f1z2LKFOnW7DX2gU59V1RwEHSSsiCCdn32wuCAdKkLDvSGTSpj\nW7ZMgga3jGvNGu8W7Bs2yBdfba9njFdcYV+3pcU+aiEQf5CyfLn/hDB6MahXBtvYKNPAfv21PP/8\nc/vkNm5pd5t8x6uqY90694Z3OnOiHd2gQe7bXXBBYQauctqnnnk6zcug6ned3r+tt5YAYLPN7MuH\nDrVPkhSHysrgAZP6ngPh75SjlBzoVC8eXVOTc3AQZLIvs8vg1Kn2xqhVVdLTx62dBWDvrdKmjZQU\nmvr1k+VXXAEMHmwtP/5463+zWkE59FBpHOh1fdh9d+v/Dz+URxUcxPldzydjV9c5jqZIutQFB506\nWf+rH91bb0nm/9hjztvU1rqPdgbIRWrECCk2nzXL/iMwi5ybm3NLDuIODhob/ScK0oODn/3Mfb3G\nRvs0sDvtJBdC1a0raMmBCohUcKBPW6s88kiw4Vvvvz93v8q227pv99ZbyQQHl1yS+7pXcDB7tnw+\nfpP8xKGyMnhGrwdiYe/Y3Vr9uzGrFXr1yv1Ob9hgvc8TJ1olXmYPEqeJtC65xGov07Zt7hTuUUZS\ndSoNUvu57jpgzz2t5fr7p1crOH0fvK4PW2yRu0y1Dyjm8O5ewQOrFchJ6oIDnfmldfsR+tVrb9hg\nTXa0dKl3hKxXK6gfbxyjNgLWxdvMMPV6YlXHrdevevFr1Oj2npmZvzlVsBpxLl9mQ7c99vBe3yzJ\niYPTRdjMPM2MwwwOnALTsEX3UegZk5+mJuu3EvY7G3bQoqqq3MxkxIjcEQRVu5u+fYEBA+R/fQbJ\nqirnTLu62moQ6vQdjxKwewUHKi2KOfmUVwbqlRan794jj8h+ihkceFU7MDggJ6kODsxZ+qLS76hm\nz/YPDszjmg0Lo1LFimZw8Ic/WP+ri1XQu1K/4GDChGDvn+oZou6i4wqIzDHu9eDAKXN1GxUxH2ax\n/Lvv5t55fvSR/bl6/eabpRrh5JNz9xu1Pj2MMF0Be/SIHhzEoX176QGkO/dcmQ57332tIaFVcDBy\npL10QeeW4d5wgzxGuSY4BQdu1SmnnGL937mzd9G712fk9NqkSVIqEnf7Gi96u6lLL7XfUDE4ICep\nDg7MsfajFu/r3XxOPtl7UBi95OCVV2R4Y68RzYI2Klq71hpN0Dy+ftFSF4ygA8j4NUSaPVtGJAwr\njgmwnOjnpVchFZJ5h+Y0AJM5Fr/KXM84w719SDGCA5X266/3/07o1TlxBgdduzovd/pd6hn9n/4k\nmaNqKKtKkVTgq767+jaq14Pbb7RjR3mMUj/uVD3jFlwffbT1f+fO3tcer0zerXRg5cpgJQd6m4V8\nbLON1RPpxhul95Wizq2Y87RQ+qUyODDHII8SHGy+ufW/mbkHrVa49lqZp92r3/oZZwRLj34R0v+v\nqrJ3l1MXGqeuYZMmSQtt3dKl/sdWd2xhFOrOU79Ad+wYbdjfsKIElUHOv5jBweWX5w5RrNt7b2no\nF7TkQH3nRo70T4N+9ztmjHewqd6TvffOHeVPBQeqR5IKDvTeJGpCMxUEAFLqoKjPMkpw4FRyoDc8\ndPuedOnifXftFUi7BQAbN/oHB507uwdmUXz4oXNprPmenn++vRrthRfi7YFDpSGVwYH64q5bJ3dD\nqlpADa6jxvdftSp3SFtlr72sbk7m3YFXhDxmjL0ofNEiCQ70YkZd0ElU9DToLf6rq62LS7duMomM\nWm46+mhrLgbFbwpgwH6+boPGmNq0kcAoLL96eP31Tp2cW5ADcrfuNQPeM8+EK3nQG5sFEaTkxCk4\ncOp3/8477uMl+NEzZq8M0cy8/IIDFYTuvLN/GvTveI8eMsaDfiydOq5TcKs+T/Ueqd+EnoZrr5Xv\nqPps58+3j+uRz4A9ZnAwbFiwon09OAkTHFx+ebjgwGlgKT1IchM0kHeqMgVySw7uust+vTv2WOl6\nTa1LKoODs8+Wx8cfl9Hj1KAymYz8UNV4+0cf7V4337Wr9aM1L4BqJkTFK0NbskTq57bZxvlHGCU4\n0KkLxJdfAh9/DPz2t/LDdTpW1KFoVXD17ruSSQUZLrmmJtw0uorfxUy/AHqtu8UW3u0uevUKV/UR\nNjMJcsF1+t44DQq1zz7xNPD0Cg7U+xo0OFD7CnKeesmbX2v9jh2BAw7InUAKkFKBxkarzYEqOejQ\nQWaCvP12CZD170WfPvZAI5+SA/PzCvqdOPJI75ID9R6a7S322cc7ODADE7MK4aabvOeIUNsHvQbp\npaI6v2oFtkVonVIZHNx9t/woFi2S5+oiol+Exo8HXnvNfR8nnhi8wY/bcKWAdaddXe080t769Vb3\nR6/uYG5tA1SGv9129n7zThdt/fz//Gf3Y5lUcPDxx/Koz3yo0zPumppo7Q78GlJusglw2WXyv9ed\nf0WFf0MvM6Ny6jamhM1Mgpy72/dryJDcAFQd32z4GIbXOajvixpDoG9f732pjCBI1Yie+fhV0VRU\nSPC53365r2Uykk51B6//JkaMAH79a/+05FNyYH6fzH14nZu6Rjj9LtV3xexu6TSDpuJUcqCPFbHH\nHlJy5xW8ffVVuNEQ9TFcPvzQCv7Z5oCcpDI4UBO5qIxZXYT1H+/vfue9j8GDgw9rGqQfeXV17qA3\ngFw4DzpIgpl99nHf3q/kwOSXOf32t97F7jrzR2/e4QAyJKxefFtTE62u3mk2Q5O6iHqVHGQy3sfX\ng4PGRsk4vWY/9Bp8yXTggbkXekAGmJo82Z5GJz165Pbl33VX+2MUQYKDwYMlU+rXz3tfenDgVyLl\nVAStLw/7PVF3wwccEG47/VhxDNgTJsC48ELgb39zTrP6rZr7695dqpScDBtmn1xpiy2kulTNVaLO\nzyuNffrkXpPat5eqUSdmycG558qjek+dqvgWL/ZukN3SArz9tvvrVLpSGRwAUvytGtvp3cq8HHWU\n/blX5qNn5EGG+PW6GL35ptwFeXXDCxscBCn1+P3v/dcB5Pxuv917PIgXXrC/XypgcsokvQS5E1Xn\n5lcFEbSLWHW1fwblNMud6fTTZV9vvOHcRmDHHYMFZO3b5wamEycC06Z5b3fqqd6vezVg0+8wKyvl\nuzF+vPv6qppj0aJw8x/EMSBYdbVMbHb55eG3VaMkHnpo/ukIo21bmVvF6fzV9UnPRCdPlt+OPs6H\n13DrRx0lvwc1FkSQwMXp+1BZ6T7JlCrlNKlzcgpk9DEpnDz5pLSDMktxv/nGe2A6Sr/UBgfdulk/\nLPXjW7LEe5vevWVoYjWgi1fmo7fgD1JyEGYEOf1CreYYUMGBOQiQWwYYpJuT3w9XWb9ehpIdO9Z7\nPafgwG+OBpNZ4uE0K6M6N1Wt4FZKErb/uJeqKulSpybscXLPPfGMUb/99rnn1KmTdeF349dz47rr\n3O+2nRqzeU3CNHSoVEH87GdWNZNf+kz51EX37h2tDc0228hx3SZcMt11l3vQFVdduhoHRf8MVPWO\nPiuq3n3QpN4Lde3wS9uiRc7vX0WF++9p9Wrv4MDkVRKqzJ0rj+Y05CeeGKyaiNIrtcGB/kNbsCDY\nNoceKg0RVX9wrzptfRKXIPXLYboD6sGBKu1QwYF5t+8WBAS5cAYdKEmfHMiL3vhJvSfqYhLkWLvv\nnlvi4XS3pO6w1OezfLlzUWicwQEgg/GY3et0VVXh74znzMmdLW+77aLdYbdtm9sbRdetm3t7Ebde\nH2622w548UVgyy3ls379dfusnm70yb2UuIYXL4RzzwUeeMD5NTMDjjq2x6hR8t3acUdrmXpPttrK\n+l15BfzmaKx+1SZmtZW+n7DBgf5b0t+T997zTgPg/tmHHY6b0ie1wYHen1+Pvr2YLXu9GvPo8xEE\nabGtgoPbb/dfVy+JeO89mZrZqdsW4J7JBcn8gvazDxpc6X2qzdbZqhGhl4EDcy9MO+0kdzn33WcV\nM6q2JCo46NDB+SLjNFiR4tQgEZDR39wy0ELYaispEtYbAEYdVrmqSr73XneYbnNTBG1TccMNUoqk\nTz8OAD/6kX8AeNppzu1uSsmhh1qjXZrBgQqwwnZ7VaVSTioqrMGH3Ir71XpqX4BVwhi2dKOy0r1U\nZc2a3PZHLS3235HXlO1ebXrWrZMgSZX2fvKJPObTAJeSldrgwLx4BWFmlm5R7T/+YX8epuQgSFGZ\nWU0xfbpVXG3+cPMpOQjaG0P1+vDTti3w8sv20g11cTrppGD7MM+9slLucoYPl2lzdfrdj+qeqjv3\nXPfP0C04GDMG+MUvgqU1TsccY/0fdVjcoI3tHn9cGuQ+8kjwfas2EHV1MpVxkO+X3zwXpdjFbcoU\nqzTPTH+HDrLs/ffjPeaee0rPghNOcF9HXQe22kp6IkXpRgzI57rDDvbBnZQ77rCGSVfMxoYHH+y+\n7622cp+V9R//kGrLsWOtGWIBKU2cP18CyyiDsVFyUhscXHBB+G2CXpTNueKDBAdeUb/JzCAXLLBK\nDtq1s9d7Bw0O/AZf8Wqs2dDg/ppp0CDglltyjxukDUSvXrkzHDpl4MccIxc/fZClbt1y77gzGfe7\noIoK+5wUSdMbIOY79LRfA9mTTpIGlkOHSuA3b577usuXy0VZjRgatAcPkPv+mt/BM8+U34U+SFAp\nyKc7ZFRes5EC1u8rk5GeSF6DZpmNm5980mpXofYzerQ8nn66ZNyqXYRZwrFuXbgqOjODN7uZX3NN\n7lDkm28uM2/+61/Bj0PJS21wEGTQGDVSmxL0omxWIwSpVnCa1teNeQFevtz6QbdtK/XeLS3S4Met\nRXmQzFgPhrxab6vxDZzsuqtE9m704MBtymxAGh5ecgmw227u6ygVFTLQlXmOYYZsrqgALrooPXev\nemDj9z0cOFAaF7p1c/PqOmbq1cs+VLipa1f5Pqp9hgkO/D6Pvn3luxV19EeyuGXQXoMuKccfbwVy\nTteNE090bwOwbh3w9NPB06muYxs3ysiJqroxSLuTYsxiSvFJbXAQZOKhu+6y/6jCBgdqSFCn7fQG\nch07hpte1fwRrFghP6pMxn6sd96xF0fr9AFR3Oj7Ctt//tln5bGmRvpLu9GDA687jOOOy38+Br+B\nn3RRR4sslDAlB6+9JkX2O+3k/HqY4CAotc8wF2jz80hLIJavNM5C6HZ9UdNW+1G/B7dSEbeeXo2N\nwdskAdaAWG+/bS8JCDKAUpjAlJKXskusxWvYUGWTTexF+EGDA7Weutt2qo7Qv+zm6998491NzFxf\nBQdt2wZv2d27t/90zPoFJWxRdtAuU3pwUOj5552CA7fpstMWHIQpOVDcqsGCjLsRlgoOwgRwhf68\nk1JKwcE551hds724fZfUubo1sgzbdVddk77/3r48yHeWJQelJWWXWEuQTFSfvx4IPs2x2rd6dPrS\nNjdbPzjzh7vFFt5D9Zo/1HXrrOAgDL8LeT5dyMJM1gLIe1DoLmtOmeoTT0hvD1PaggM9mMw3OFAZ\nuVfr8LD0ycvCKvUeCqY+faRqL8gQ5G7Badzcvs+ZjFzXZs6UeWYefNB5PTVGids8C6++6lz1GHRe\nBkUFB+aNS5BusOUabJarlF1i/Y0aJaOPtbTIxVXVpY0e7T0CmfLGG9b/qnRip52kXcCUKdZrzc3e\nGZDXXYf5I2hslO57xZjiN6gowUHYIWtVl7F80tS9uzUqni5twYFepxs0OHC7WJrjQMRB74MfhLrY\nr1ljHzK6HGQy0ijYK8AH5DP1GlXUyWefebfxceNX5L7DDjK08i9/6fy6Cg5Upm1enzp3tvciUH74\nIVw6VTARZbCwyZO9Rwk9/vjiBWPkL2WXWH/V1c5D2AaZlx6QcfOVnj2la88110jDLb0bz8aNVmYY\nNFNUYyBcf718yVW7genTJXhZvDjYfqLadNPg66oMzK+oT517ZWX4iVnCBhNeAcvuu0t3KKUUgoOD\nD/ZuLOh2DlHaB/h57jn72CF+VC+R9u2tkgO3vvzlqqYmfEDfr1+4nk36sfKhbnTMTFsvKXKqpvQL\nDvr3tz93KzkIYvRo97FL7rhDGkY6zWpKyUjZJdZu+fLcC6hbUWzUu6y997b2qe9bzbSo/jc5lRwc\ndpjVC2HWLOlC6DWgTRANDcGmWAZkYqBbbskdaMlJZaUMSlRf772eU8lB797e4/aru6A4g4Pp04H7\n77eGpU1bcKAHZio4ePVV726GblTXwHwbeOp69PAefdGkv7/dukm1xNCh8aWH7PJtrKeuXV6Zttm7\nC7AGJHNj/s7UxFBRggPFadsoXdepsFJ2ibXr2jW3jjTfPuReMhkrAteDg+uuy13XKTgwi4k7dQqW\nUXvZa6/gs9d17iwDGB19tP+6VVUyKJHXnS1gVdVUVFglB5ddBpx1lrWOWSc9fbo8xhkcmNIWHPzm\nN9b/Ub6j+nt4661SBJzksMTm+8v64sKKqyW/+ZvTr1P33Ze7vl9wYH7uDz0kQ0U7DVoW1N13R9+W\niidll9hcZlG2WXLwyCNWt7w4PP+8ddwHH5RGPPqF34tThpVEC12vTFnd/QW92P/tb1Y7DfVZ6D0X\nDjggd055Vf8ZNjgI2qAUSF9woM+GFzY4qKyUBmdKmzb24ZiLSbUTSdv7Wy7cRu+MKzhQxfa77CKN\nLv/4R+s1p6oLv2oFp/Sas9+GFXTEVkpW6i8B5sxg5oV36FCZWc7NzJkynoA5G6KbPfeU+tbTT5fG\nP3ojRZ0ekR95pDw6/cD14MBvyum4uGXKeklM0NEkO3a02mmo4KCiwgoO3KaN9UqHm/vvlxKJ2bP9\n101j5qW+E2GDg759g3XdLQaWEBSWPuGbLo7uq19+aV2vKiqk0eUmm3hv4zekcZRh7P0EnQiOkpXC\nS6ydOXxukD6/uh12kADjzTeDfSk7dZLMyW2AGkWNCjd5MjBpkvwonQYT0oODoCUQ+XLKlGtr7e9d\nlEzALDm4+mrnrlUq4w4bHPTuDfz1r8Gm401zcBAmbU88Abz0UmHSE0XUz46CyWSkJM6c3yVsrwEn\n220HdOkSbhu/XgdR5wnxwuCgNKTwEmtnNoKKWqTVvr191sF8nX22TAV72GFSV+42fLEeHMTZwMyL\n04W9Xz+5MOUzAIweHGQy0svDqfi7kGPXq/SnMTi4+OLw25xwgkxokxYMDgrvwANze1wFGRG1EIIE\nB0GGRA9DBQdz5tjnmaF0SeEl1u644+yZTJgW14VUVSWTnfg1GtPniChWAzPzwn7ZZcEGfPETtPtj\nt24y78Fdd+V/TDdpDA6GD0/XqHtRqBKlsN1WKRzzjjzolNv5Ov10+3O/ktg2baxh5k09ekiPnLCW\nLQMefVS6e190kZSe6Ur9N1Qu4rzE7glgKoDlAJYAeBBAgOmTyps+LXEhvPGG1DXqzPHYb7hBxnQA\n8is5GDZM2k0MGeK9XiYjU7cGqR6IKsmW/OUsLW0fyl0hiuuDMEsv77zTe/3KSu/u415TPLtZtcre\n0NGcDv6mm2TuBkpWXF/RagDPAbgTwGEAOgF4AsCtAIbHdIyS5NcgKF/6oE7KiSdKQyOn1sn5ZKpt\n2qRrmmSK3w03yB1dv35Jp6S8JdXwM8jvv00bayCuigopIXAS9Rz82ldceqk8sgQhWXGVHKwHsD2A\nMQCaISUGHQDEOiag6hVQSoJMPV0Ibl2jzj1X7h78xjdIK5YYFFaXLhIA8n0urKSCgyDVcar0SF1v\n3Uo/o1btmV2fKZ3CfLztIAGA018NgLUAWgC8AeArSOlBbM1N1qwB/vnPuPZWPPkOixq3Aw6QEcrS\nlq6gfvUreeQMb1TKkgq+1HHPO899HXMSJ7cbDXZ7LW9hgoP9Acx0+PscUpWgHAIpOfgYwJSQx3DV\nvn1y9XT54A8oXqecIsWNhRwpk6iYJk0q/jFPPNH9tXvukUd9xsaJE3PXS2OjYIpPmOz2FQTL6Buz\nf78FsAjAbgCmO604cuRIdDX6F9bV1aEu3wkJCIA0Ntp116RTQUReBg8u3rFUhu6VsQ8cKI96cDBk\nCDBihH10Q7d97Lwz8Omn+aXTz7vvyhwkK1aEH9uh1NTX16PemARnxYoVBT9uXPfi2wB4GcABABZm\nl6mCX9fOMuPHj8eAAQNiSgKZvIoOiSh5xa5eCDJOiKpGUI0SlfPOk7FNFKdS0bfflqGbJ0+WKZhN\njz3m39vJzZo10svhzDOtKcVnzpQZWz/7LPgouKXG6Ya5oaEBtbW1BT1uXAVDswF8B2AcpCFiT0jP\nhX8D+CamYxARlZVit50JUnKgqm/NCd+uvtp5X7p995UGjarrtEmNLBtEY6N9vI0OHaQKZvhwe5fs\n3/1Ohr3n2BzxirPWaDCkJGIOgA8gAQPrB4iIHNx4ozWpWbGoDH+LLbzX++YbYNw473W82lM5vVZV\nFa73Vrt2VtuIzz6zlm+6qRUcNDcDH30k/8cxPwVZ4mzi9y2Ak3zXaoXOP1/GPSciUkaNKv4xTzpJ\nhi92Gkq+Tx9gwQL53y94ALwHzNp/f5nq/sorrWWVleG7dk+aBDz9tL2Kolcv52G+m5qAtm3D7Z/c\nlWD7/9Jzxx1Jp4CISLjNMfPpp8Dq1d7b3nWXBAWnnpo7Y66uogK44gpg9Gir7ULYkgPliy/sz6dO\ndR7pdcwYOdbYseGPQbkYHBAREbp29Z+c7txzJUNevRo47TT/fVZWWsHBzjtHm/xu1arcZWom0+Zm\nK0AYM0YeGRzEgz1ViYhaoV12ibZdJiNBgtvgSLpOneTx+eflr6ICuPzycMd780331zh7aOEwOCAi\naoU+/NCqGmhoKMwxVO+EgQOtORquuw547z1rnUMO8d7H3LnurzU3F79RZ2vB4ICIqBWqqABefFHa\nGuy1V/77c8qkVXCgj26bydgbM+66q0zh7MZrvJ+1a3OXTXccco/CYnBARNRKdekC9O8fz76cZohV\nAx6ZQ9+bw597dYt0CgCUpUtzl+25p/v6FByDAyIiKoiLL5bGi2bmbwYHXoMyrVnj/triWOf9JR2D\nAyIiKohMxnkGWD04yGTcGxa2b+/d6PCii/JLH7ljcEBEREWlBwcnneQeAEQZFwGQgONvf7OeX3wx\ncNZZ0fbVWjE4ICKiyA45BNhyy3DbqDYIW28N/OhH7vMiRA0OABlZUbn5ZuDee6PvqzXiIEhERBSZ\nGpAoDFVyoIKEQgQH1dXRtyWWHBARUZGp4EA1VNSDg003tf6PMqKiwnkW8sPggIiIisoMDlSbg732\nAv73v9z18jkGRcPggIiIikpNnDRwoDyqkoMLLgB697bWyyeDZ7VCfhgcEBFR0X39NXDbbfK/ChIO\nOsgeEJiDJ4Vx333A669H3761Y3BARERF17evdXffv7/MrrjjjvaAIN+qgUmT8tu+NWNwQEREqaGq\nHID8Sg4A5+GVKRgGB0RElEpmycHZZ4fbfvXq3GUtLcAPPziv/9VXnAZaYXBARESpZJYc6Bn3I4+E\n3x4A/vIXoFMn4Isv7MsXLQK23x4YNy58OssRgwMiIkols+SgpcWqdjjsMP/tzQmfvv4aGDlS/l+y\nxP7aypXy+MEH4dNZjhgcEBFRKnkFB3rG37mz8/bmbI8qMACApqbcfZOFwQEREaXKyy9LN0SzWqCl\nxcrw9Yz/gw+AZ5/N3c+GDfbnjY3W//qojIsXA0cdJf/rDSJbM86tQEREqTJokDxOmWJfrgcHeslB\n377yZ1q3zv587Vrrf73k4O9/l8aIZGHJARERpZKZubtVK7jRSwoAYNUq6////Mf6Xy+FWL8+XBrL\nFYMDIiJKpTVr7M/NkoO77waOP959ezM4+P576/9bbwVmzQLeeQcYNcpa/thj+aW5XDA4ICKiVFqx\nwlP3FxgAABD2SURBVP68udkeHJxzDvDkk9brZtWAGRyY+1uzBrjwwnjSWm4YHBARUSotX25/7tbm\nQNl2W/vzxkZ7w0NzUKRVq5x7OpgNGVsjBgdERJRKqnvh44/LY3W1c28F3e9+B1x5JbD//hIc6NUE\nZnuCCROAmprcfejVDwAwdmzuoEnljsEBERGl0l//Ku0KTjwRuOkm4E9/cg8KlFtvBUaPBg48UEoA\nvLom3nsvsNVWucvfew+YN896PmoUMHhwtHMoVezKSEREqdSnj7QrAICLL5ZHv+BAadNGggO9+6IT\ns0cEABx5pDzqAyO1tqoGlhwQEVHJCDpIkQoOzCoC3SGHOE/O5KS1TcjE4ICIiEpG2JKD779336ax\nMbe7pEmVHugNG1sDBgdERFQyjj022Hp6cLDJJs7rNDbaB0ZyooIClhwQERGl1F13AcuW+a9XVQUs\nXQosWAD07Om8TmOjd7UDYAUFzc1SyvD88+HSW6oYHBARUcmoqgK6dfNfT83o+Nhj3sGBOTCSSS85\nuOgimaApSHBS6hgcEBFR2dGrAXr0sP7fbz/r//Xr7SUHL7zgvp8FC4A775T/TzklvnSmFbsyEhFR\n2dFnXdSDA713wuzZ9m0OPzx3P04NEV98UfbToUNeSUw1lhwQEVHZ0YMDfRREv94JJreGiOU+YiKD\nAyIiKjt6cKDPwxBXcBB2P6WG1QpERFR23IKDk08G2rUDamuBIUO897HLLu5TQjuNrFhOGBwQEVHZ\n0Yc71gdBGjfOen7FFVI9sO++wKJFufv49FP5c2JOB11uClWt8BCAlwu0byIiIk9uJQd6oNC2rTyO\nGZPbONEPg4PwTgdQB6DFb0UiIqJC6NvX+l8PDnTV1fLYrl34/btVK3zxhft8DWeeCbzxRvhjJSHu\n4GBnAFcA+BuAgNNjEBERxevcc62gwG1uBVVyECU4cCs52HFHGQdh9mygrs5egjFhAjB0aPhjJSFM\ncNAOwPYufzXZv4kAzgWwMN5kEhERBVdRARxwgPzvVnKgxj9o3z74fi+5RB6HD5dBlHRqkqZ33wWu\nvBKYOBH4+uvg+06TMA0S9wcw1WF5C4DjARwL4AUAkwEcmH/SiIiIolPVBm7BwQ47yKN+d+9nr72s\n/7/5BthuO+v52rXyqCZ9AmS451IUpuTglez65l8lgI4AdgdwWczpIyIiikTNr+AWHIweDdx0E7Dr\nrtH2P26cvXpBzfDYpo1VqvD22zK/Q6mJK6b5JYB+ABZnn7fL7nsZJGiY57TRyJEj0bVrV9uyuro6\n1NXVxZQsIiJqrTp1kke3NgcdOwIXXxxunxmtNd0dd0jDxwsvlOcrV8qjHhyoNgYnn5y7fRD19fWo\nr6+3LVvhN1tUDOIKDo4wnl8NYBCAn3htNH78eAwYMCCmJBAREVl23lkeKyuBq66yqhHitGyZlBjc\nfDNwzDGyTK9WUP7zn2j7d7phbmhoQG1tbbQdBlTI2hB2ZSQiosRsvrk8VlYC114bzz7NO/81a2Tf\nt9wCdO9uLTcbKx51VDzHL5ZCBQcxfQxERETRqDYHcTKDg8cek+mcAavXgxkYlCJOvERERGVJBQdu\nkydFsffe9ucqMACsxolNTe7tHFpKpEydwQEREZUl1Y0wruDgjDOArbd2f33ECHncsME9OHDy/ffA\npZeG61JZaAwOiIioLMVdchC0p8H69eGCg/HjgRtvBF5O0YxEDA6IiKgsqfENwgQHr70GPPmkDGj0\n0EP214IGB17VCk7UYE1uczIkgcEBERGVJZVBhwkOBg4Ejj9e5lsYNsx5f37Mbox+1H4ZHBARERVY\nlODAS9CSgw0b7AFCly6APt5fc7O9IaOar2HNmvzTGBcGB0REVJbiDg5qaoKtZwYHp5wiozEq994L\nbLYZsGiRvfcCSw6IiIgKLM7g4MorgWuukf/9RjvcuNEeHNTUAPO0SQTUTI0ffSQjNypq4ian/S1f\nHjrJeWFwQEREZSmO4GCffSQoGD3amqvh8MP9t9ODA3Mwpj595HHRImDSJGv5lVcCatqEF18E5s+X\n/0eNso++WAwMDoiIqCzFERy88w5w9dX2ZZmM/1TM771n/a+vO3cuMGOG/N/SArRta722cSMwZoz8\nf/jhwE+ysxOpkopiDqDE4ICIiMpS3G0OdBMn+q/Trh0wYUJuIHHPPfL42WfAtGn21/R1v/3WvuzO\nO4sXIDA4ICKislTI4OCEE/yrF379a+D0091LGcaOzV324otWAKDGaVDbX3AB8Prr0dIbFoMDIiIq\nS4UMDgAr83aj2h24BQdO6XrvPeDVV+V/lX59+3XrwqUxKgYHRERUltq1k8cOHQqzf792Byojd1tv\n40bn5StXyqMKPvQgpFCBjqlQUzYTERElap99pH7/1FMLs3+/koNu3eTRL4jw27++fbHaHDA4ICKi\nspTJAGefXbj9+2X6++0XbD2TKh1wCg5YckBERJRibpn+W29Jl8XjjpPnfiUMJjUYklObA/ZWICIi\nSjE90z/4YOv//fYDTjrJeq5mXQzqhx+s/c+bB0yebL3G4ICIiCjF9ImYjjrKfb327cPtVw8O/vxn\n+2vFqlZgcEBERBRBU5M8nncecNFF7uupXhNBrVoljxUVucMmP/888Pnn4fYXBYMDIiKiCFRwcNhh\nkpHffDPQt2/uembJwVdfee9XLzkwg4O77waGDo2W3jAYHBAREUWgggNVMvCHP1gzLurMkoNtt/Xe\n75dfymPPnkDnzvmlMSoGB0RERHnwqzbo3z/c/p5+Wh779CnuZEs6BgdEREQRqF4IfsFBnz7A4MHh\n979xo/soioXG4ICIiCiCNm3kUZ922U3YHgsHHQSsWFG40R39MDggIiKKQJUcBBnHIGyPhe7dgVde\nCZ2k2DA4ICIiikAFBUGK/sMGB8WafdENgwMiIqII1NwJaoIlL17VCjvumLts5sxoaYoLgwMiIqII\nhg8H5swBtt7af12vkoNOnXKXzZ7tvv4ZZ/gfL18MDoiIiCLIZICttgq27pZbur921VXhjnv++eHW\nj4KzMhIRERXYOecAS5YAP/1p7mvHHpu77K23gP33L3y63DA4ICIiKrCKinAlBKo9Q1JYrUBERJSQ\na6+Vx3vuAe64w3/9W24pbHqUjP8qBTEAwLRp06ZhwIABCSWBiIgoGWq6Z3N4ZH15xiGHbmkBGhoa\nUFtbCwC1ABoKkT6WHBAREZEN2xwQERGl3LvvAp98UrzjseSAiIgohW67zfp/772B004r3rFZckBE\nRFRko0cDvXrlLv/zn4HvvpP/L7gA+M1vipsuhcEBERFRkV15pfPy3/62uOlww2oFIiIismFwQERE\nRDYMDgqsvr4+6SQUBc+z/LSWc+V5lpdyO8+nngLGjCn+ceMMDvYD0Axglfb3Soz7L0nl9kV1w/Ms\nP63lXHme5aXczvO444BLLy3+ceNskLgPgJcBHBrjPomIiKjI4iw52AfAtBj3R0RERAkIU3LQDsAW\nLq8tgAQHCwDMBNAZUqVwIYBv80gfERERFVmY4GB/AFMdlrcAOAkSBEwGcDeAagC3A3gOMslSs9MO\nZ8yYESatJWnFihVoaCjIvBipwvMsP63lXHme5aU1nGcx8s5CzsrYE8BiALsC+NR4rQ+AdwFsXsDj\nExERlatvYZXYxy6uBolbAvgdgCsBrM4ua5d9XOuwvqqG6BPT8YmIiFqTBShQYBCn9gDmAxgPoC2k\n1OAZAC8kmSgiIiJK1m6QNgfLAHwH4H4AXZNMEBEREREREREREREREREREZWVXgAmAVgOYAmAcQAq\nE01RNHsAeBHSvmIhgAcA9Mi+th+AtwH8AOBrAKcb254G4AtIz453IWNIpF0lZGCr+7Rl5XSe3QE8\nCGAppN3MUwB6Z18rp/M8DJLG72E1Iq7OvlYO57kJgC8B/Fhbls95VQL4E+Q3vhJy7dq0EAkPyek8\nTwDwAeSznQXgKti7q5fieQLO56r0AbAIcm66UjxXp/PcHcBLkHQuBHAz7CMbl+J5unoZchFuB6Av\ngI8gX+JSonpnXA3pDtodwLMA/glphPkdgPMgH+JPID9W9YEPyj4/APLhjYRkSGlvvDkaQBOAv2ef\nd0N5nefLAP4BGd2zI4AnAPwL5fV5tgewBsAF2eebA5gB4AqUx+f5I8jFtRnAwdll+Z7X1ZAMd3MA\nnQDUw3kwuGJyOs9aSAZxVPb5TpBA6PfZ54NQeucJOJ+rUgFJYxOAU7Xlg1B65+p0nj0hN9CjIOex\nNYDPISMPA6V5nq62h5y8Hr2cDGBuMsmJrB9k9Ec9Kj8WcmdyBuQD1N0JCYgA4GHIKJK6T5F7N5Mm\nh0CCuMdglRycCeAzY71SPc9aSKbZUVvWDcAuKK/zbAe5yxoBuZhsAeATyBglZ6K0v7fDAcyGXE/0\nC2zUz+9X2f/nAThFe61Xdv99Y0hzFMPhfJ7HQ+4SdbdCblqA0jtPwP1clWsgJbazYA8OSu1ch8P5\nPC8E8F9j3a0g4woBBT7POCdeCmIXSJHtQm3ZDMhFqnOR05KPzwH8DDJ0tHIigAbIOX5krD8D0tUT\nLq9/qr2eNr0B3AtgKGRAK3XO5XSe+0LSdjakiG4+gFuyj+V0nusADAFwbfb/uZDv8njIeXxorF9K\n5/k8gG0BPG4sz+fz6wJgM+P1xZBrWFLn7XaeTwH4g/a8PeQapcYR3hmldZ6A+7kCUgJ0MoDzHV4r\ntXN1O899IcH73ZDBjr4EMAyS6QMFPs9iBwedYI2gqKzJPnZE6boe8kM8D+7nqM6vo8/raVIB4CFI\nRvkR7MFQJ1ifnVKq59kdUre3PYA9s3+bQ+4uO6J8znNLAE8DuA5ADWRo850hwUKpn+ciOM/hks/3\nVK2TpvN2O09dR0j98moAN2WXeV2X0niegPu59oJUbw5FbpqB0jtXt/PsDikFeAtyA308gHNgVRUV\n9DyLHRyshlyUdOr5qiKnJQ6dATwJ+ZIeDIny3M5xZfZ/p9c7aK+nyaWQL9Md2ecZWFUp5XSejdnH\nkZB0LwZwOaT+NoPyOc/jIXcgtwDYALnLGA25+yqnz1P3A6Kd1ypYF1an7dN6veoHyUwqIHXS6hzK\n5TwzkBuWv0Dq0/XlSrmcayOkIe39ADZCSvZug5SYAAU+z2IHBx9DWvT30pbtDOAbpO+D8bMdpHVo\nRwB7QwIDQM5xF2PdnbPL1eu7eryeJsMgxXfLs391kEBoGaQkoVzO81PIxaWttkzNO/IByuc8neY5\naQKwHuX1vdXlc14rIFVL+uubQu7o0njeR0Eyk38D+D/YA7dyOc8tITdiV8G6Lm0FaUfyz+w65XKu\nn8Cao0jR50Mql/P8/14D8CgkUy3V3grdAMwBMAG5M1t2h2SeIwC0QW7r6EOyzwdlX09jq28398Hq\nrdAD5XOeVQBmQnordIB0KXoJ0mOhnD7PPpBzuRRyY7At5G7kJpTXeeqNuvI9r9GQ92gbSDHuRKSn\nxbd+nvtD7jSHu6xbyucJODdIVMwGiaV8rvp59oME9BdBGhDvBrmRVr2NSvk8HfWCNLxYAqlrGYvC\nTh1dCL+HfIg/QEo81J+K1GsBvA754L6A/YsLAL+ANIpaBeBNyAyVpUAPDoDyOs8+kK4+8yGZyX2w\nGsmW03nuDRmvYhmkhfR1sO5GyuU8zYwkn/OqAvBHyEV5BaThX8+CpDo8/TyfgZQCrTL+ntPWL9Xz\nBMIFB0Dpnqt5nvsCeBXye50H4DJj/VI9TyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi\nIiIiIiIiIiIiIiIiIiIiorz8P1Q9VlO/iE+iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63d08b92d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the eval metrics over time.\n",
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    "plt.title('MNIST Frechet distance per step')\n",
    "plt.plot(*zip(*frechet_distances))\n",
    "plt.figure()\n",
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    "plt.title('MNIST Score per step')\n",
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    "plt.plot(*zip(*mnist_scores))\n",
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    "plt.figure()\n",
    "plt.title('Training loss per step')\n",
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    "plt.plot(*zip(*loss_values))"
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   ]
  },
  {
   "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",
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   "execution_count": 14,
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   "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",
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    "            real_images, _, _ = data_provider.provide_data(\n",
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    "                'train', batch_size, MNIST_DATA_DIR)\n",
    "        noise = tf.random_normal([batch_size, noise_dims])\n",
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    "        return noise, real_images\n",
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    "    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",
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   "execution_count": 15,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using default config.\n",
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      "WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmpg4AdEb\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 0x7f638a1dbf90>, '_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/tmpg4AdEb', '_save_summary_steps': 100}\n",
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      "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",
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      "INFO:tensorflow:Saving checkpoints for 1 into /tmp/tmpg4AdEb/model.ckpt.\n",
      "INFO:tensorflow:loss = -0.492021, step = 1\n",
      "INFO:tensorflow:global_step/sec: 3.10231\n",
      "INFO:tensorflow:loss = -2.58632, step = 101 (32.223 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.0688\n",
      "INFO:tensorflow:loss = -2.53612, step = 201 (32.586 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.11178\n",
      "INFO:tensorflow:loss = -2.61272, step = 301 (32.136 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.06442\n",
      "INFO:tensorflow:loss = -2.87477, step = 401 (32.633 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09906\n",
      "INFO:tensorflow:loss = -2.0928, step = 501 (32.268 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09819\n",
      "INFO:tensorflow:loss = -2.49558, step = 601 (32.277 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09766\n",
      "INFO:tensorflow:loss = -2.6964, step = 701 (32.282 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09992\n",
      "INFO:tensorflow:loss = -2.25868, step = 801 (32.259 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.102\n",
      "INFO:tensorflow:loss = -2.59776, step = 901 (32.237 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.11788\n",
      "INFO:tensorflow:loss = -2.98097, step = 1001 (32.073 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09916\n",
      "INFO:tensorflow:loss = -2.42849, step = 1101 (32.267 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.10695\n",
      "INFO:tensorflow:loss = -2.0718, step = 1201 (32.186 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.08804\n",
      "INFO:tensorflow:loss = -2.3412, step = 1301 (32.383 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.08785\n",
      "INFO:tensorflow:loss = -2.65558, step = 1401 (32.385 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.11728\n",
      "INFO:tensorflow:loss = -2.94126, step = 1501 (32.079 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.11366\n",
      "INFO:tensorflow:loss = -2.15374, step = 1601 (32.117 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.10287\n",
      "INFO:tensorflow:loss = -2.74035, step = 1701 (32.228 sec)\n",
      "INFO:tensorflow:global_step/sec: 3.09625\n",
      "INFO:tensorflow:loss = -2.60946, step = 1801 (32.297 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 1856 into /tmp/tmpg4AdEb/model.ckpt.\n",
      "INFO:tensorflow:global_step/sec: 2.94229\n",
      "INFO:tensorflow:loss = -2.44058, step = 1901 (33.987 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2000 into /tmp/tmpg4AdEb/model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: -2.18134.\n",
      "Time since start: 11.023208 m\n",
      "Steps per min: 181.435391\n"
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     ]
    }
   ],
   "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",
1009
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    "    generator_fn=generator_fn,\n",
    "    discriminator_fn=discriminator_fn,\n",
1011
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    "    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",
1019
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    "start_time = time.time()\n",
    "gan_estimator.train(train_input_fn, max_steps=NUM_STEPS)\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' % (NUM_STEPS / time_since_start))"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='ganestimator_eval'></a>\n",
    "## Evaluation\n",
    "Visualize some sample images."
   ]
  },
  {
   "cell_type": "code",
1037
   "execution_count": 16,
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   "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",
1045
      "INFO:tensorflow:Restoring parameters from /tmp/tmpg4AdEb/model.ckpt-2000\n"
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     ]
    },
    {
     "data": {
      "text/plain": [
1051
       "<matplotlib.image.AxesImage at 0x7f6371869750>"
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      ]
     },
1054
     "execution_count": 16,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": 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Mhs3NTZaXlw+k6eW1IeSTJ0/S1tYmjxj/+T//Z7a2tl4o857P54nFYmxsbNDS0oLD4cBm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OpVKhUVFRU0Nzfjdrvl4SAe1Lm5OW7evMnjx4+ZnJyUK7ubm5svbfeJYJgL88lXQSQGwn1GeANm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\nwsICgUCA3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GFFRQUVFRUYDAa2t7flNtHS0tK+lYUbGxuMjo7S3NwMPOcJv//++2xsbBAI\nBPbldwpotVpKS0upq6ujo6ODjo4OmpubcTqdL22z7e7uEolEWFxcZGFhgZWVlUORmWk0Gux2O21t\nbZw9e5by8nIWFxfp6+tjfHz8pfJSo9FQXV1NU1MT58+fp76+HpPJRCqVIplMHgpZSL1ej9vtprq6\nWlZOarWaubk57ty5w+Dg4KFeU1er1dhsNqxWq9TYEMFJZJfZn0v2/+7s7MgguLm5yezsLEtLSxQV\nFWG1WikoKJALTfsNkbWLgCr47Y2Njfzd3/2d1K3Q6XTYbDZOnz6N0+nEZDJRVVUlV6UnJyd/0Ar0\nm+JIBuRsnqHNZsNut6PRaAiHw3L7aT9PuFgsxsLCgsw2RUB8/Pgxd+7c2ZffKWAwGGhpaeHy5cu8\n9957kk4l1j2z1z93dnb2LMAcdNCCr3uVLpeL9vZ2Ojs7MZlMDA8P8+jRI4aGhl4a/AhRnp/85Cec\nOHECu93O4uKizKR/aMb5Nt4Xg8GAz+fD7/dTXl6O0+lEoVAQCAT485//zMzMzGuv6ucSKpUKu90u\npTZXV1cZGxtjdXUVnU6HWq3+zgUWMYANhULMzs5iMBiw2Ww4HA6Ki4sxGo37PmsRz4G4J8Tz0N7e\nTkNDw56/VyqVspKsqamRVNebN28SDAb3LCPlCkcyIKtUKtk7FSWWUqlkbm6OTz/9lO7u7n3NRMRi\nhZiSiw1BjUazb79TQATks2fPUlpaikqlIhKJSDqfw+GgsLBQ3ohGoxGbzYbRaESj0eR0YvwqqNVq\nWltbOX/+PDU1Neh0OqLRKCsrK2xsbEiJRwHRAywvL6ehoQGn00k4HOb+/fs8ffr0wA8aQbMqKiri\n/PnzdHR0yC2ueDwu+9yCtndYISiSguY1OzsrB9jRaPR7L3aIhYne3l5sNhsVFRWSAZQtvr/fQTmR\nSLCyssLq6ioWi0XOLODlFpXIpEWA1mg0mM1mnjx5Qnd39yv5/vuFIxuQheKZw+GQgSYQCPB//+//\nZWJiYt8D8tbWlszkxGm73yvIok3T3NzMqVOngOf0pNXVVRYWFpibm6O6uhqn0ykHGDabjcLCQrlC\nna1pexDQaDScPn2aX/ziF1RVVQHPh47BYPCVm07iIfF6vVRXV6NSqRgbG+PLL7/k/v37P2hA9jay\nNfH6SktLeeedd+SqrtClXltbY2lp6VD2jbOh0WgoKCjA5XIRiUQIBAJyGUmwlL4vVlZWePbsGTU1\nNbJlIHjBuWIjbW1tsbCwwNLSEmq1WiYk2RVk9nOg0Whwu90UFBRQXFyM3+/HaDTK9e9cbRoeyYCs\n1WppbGyko6MDl8tFMpkkEokQDod/cFloNBrR6/VsbW3JntmLP0+n0+FwODAajS99/37fcEIWcHx8\nHICpqSlu375NMBiUq9UzMzMcO3aM2tpaNBoNxcXF/P3f/z1+v5/u7m5GR0eZmZnJuVSlRqPBaDRS\nUFBASUkJOp2O1dXVPdnui3C73dTU1OB2u9Hr9VJgKBaLEY/H2d3dfUm5K1cHjqhAmpubOXnyJB6P\nB61Wi0KhkHMGsXL8IoRKXzaF7KDMBBQKBXq9nrKyMqqrq1leXmZ8fJxkMvlGgSgej7O8vLynehFJ\ni2A57CcymQyLi4t8/PHHTE9PS4Exr9eL2WzGYDBIfZTFxUUpoWCxWGQ2XVxczPvvv4/NZuP69et8\n9dVXOfl8jmxArq2tpa2tDbvdTjKZJBQKsbGx8carwDqdDr1ej9PpxGazybXiVz3YarUak8kkSfQC\n4vSF/SvJUqkUs7Oz9Pf3o1Ao6O3t5Z/+6Z9YX1/HbrfLgUQ6ncZut0uu9E9/+lOamppkb3NlZeVA\nArLZbJaZiJB1HBsbIxAIyMCQSqXkw+v1emlqaqKwsFCqagmhmGQyKbnoRqNR2gzlKvsXAdnv99PS\n0oLL5ZKCR6FQiMHBQRYWFvYEJUHBEiW8uE6FQiGHUeKwycXBIuYxBoOB4uJiysvL2d3dlZ/DmyQ4\nYhFjc3PzpV6u+P/7fV0rKyvcuHGDQCDA8vIyra2txGIxPB4PTqeTnZ0dYrEYg4ODrKys4PF4cLvd\nuN1u7HY7VquV9vZ2ucY/OjpKPB6X991+9ZaPZEBWKpWYzWZsNhsajUZK462srLxxQK6vr+fs2bN4\nPB4MBgN/+MMfvpGVINTWsj3GsrmP+3mzxWIxHjx4wNLSEjqdjsXFRUKhkKQeRaNR5ubmmJub49at\nW1y9epWOjg6ZAZw6dYr19XV6enpyLohuNpspKCjAYDDIoaPFYuHs2bNYLBYGBgaYmJhgenoak8mE\ny+Xivffe49KlS1RWVpJKpdjY2JDUMZPJhNFopL6+npMnT/Lo0SNu3rz5vV/P2/icVCqVXIgQA6Ld\n3V3m5ua4efOmrGTEYdPQ0CDXqQsLC2UpLV7P7u4un3/+OX/84x9zIsojNH3tdjt6vf6lQ+JNIIR2\nxLP4IhsmFwemuL8WFxe5d+8eo6OjfPnllxQXF1NUVCSfldnZWdbX19Hr9ZIyWltby+nTp6WxxQcf\nfEBJSQk9PT309fUxOjrK0tLSvrzuIxmQRS9VeMltbW0xPz8vLYte9wNXKBTYbDZ8Pp/McoSS2KuQ\nTqf3aAjnslTe3t6Wgi2iJxwOh0kkEsTjcTY2NgAYGxvj8ePHUqqysrISp9NJVVUV9fX1lJSUEIlE\niEQiOQvKDoeD8vJyzGazPLxMJhNNTU1YLBZMJhMqlYpwOExRURG1tbV0dHRw9uxZmbEtLy+ztLRE\nIpGQ1+Z2u/H5fDL45Qoi43U6nbjdbrRaLbu7uyQSCZaWlujr62NpaUkKPJWWlnL27FlOnTpFY2Mj\nZWVlchicHQAzmQyBQIBAICAV7PbrvlIqlVitVtxuN0ajEZVK9YNnIWLGIp5FkazksiUj6G9COnNs\nbAyVSkVhYSGFhYXE43FisRjr6+svtVaOHTsms/uSkhKOHTtGQ0MDXq8Xu90uh5OCFvg2ceQCsuhF\nicmt0DeYmJiQK81v8vPGxsb4P//n/6BWq8lkMkxPT3/j9whFLKvV+gOv5vUgbjKRfYhd/VeVlWLK\n//nnn7OwsCD991wuFx6Ph1OnTpFOp+np6cnZwKKkpITjx4/jcrkAZDYmBG0EH9npdFJTU0NnZyc+\nnw+j0YhSqSQajTIxMcHw8DDr6+tEIhG2tra4d+8e4+PjLC0tvdGh+CYltHCPEQeC2+2WCxThcJjN\nzU2ZISqVSi5dusTPfvYzqqqqKC0txWKxoNVqZfkrPN6USiWdnZ1YLBZ+9atf8cknn+wrz1qpVFJY\nWEhFRYUUcP+hCUY6nd6z3KPRaKRw0UFBPDuhUEhK1e7s7LyUwInFr08//RSlUklRUZE0ExZtKZ/P\nx6NHj/j888+/NU68CY50QNZoNKhUKrmv/kOI3CsrK6ytrck+3rfB7XbT2tpKaWkp8JwlMDk5ucd9\nZL8ghhHiYf82fY5kMsno6Cibm5tUVVVJmqDJZMLj8UgFuFxBPJirq6sMDQ3JfmsikZBi4aFQiGQy\nic1mw+/34/F4UCqVBINBxsbG6O7uZnBwUFYFwnhgvxdyXgWVSiW32iwWi6zWhNZ0Op2W/97U1MTZ\ns2eB5z3WxcVFebCKykH0/MU6740bN/advZPNWBLLNkJc502ZShqNZs+MJbudd1AQh0s8Hv/OhbGN\njQ3C4TAejwePx8PJkydpaWmRnGqbzYZKpWJgYIDl5WUSicRby/yPXEAWWqcqlUqWVzqdTmqxvu4p\nLEoq4HvfNGVlZVy7do2GhgYymec2SF9++eU3GiG+bYjX+31v8J2dHdmeAGSmkMt2BUAwGKS/v5+p\nqSnp+CFE9ZeXl2U/LxqN0tHRIc1bt7e3efz4MTdv3uTevXtSuvJtvfY3DRTiXhTJgahYhJjN7u4u\nDodDuk+kUin6+vro6+ujv7+fYDCIVqulpaWFa9euUV9fT3l5OYlEQuoq7HcQyw7IZrOZeDzO1NQU\ns7Ozb1w5WSwWKisrcTgcKBQK2a8V2ehh5mMLZDIZadgqaIv19fWUlZVRWlpKTU0NZWVlTE9Py9nV\n28CRC8hiKpydORiNRqqqqhgdHX2j5YwX10G/CTabjdLSUlpaWqivr8fpdJJMJhkbG+PevXv71uh/\nEa9zQ4vS2mq1yiGoIM2Hw+GcPhyrq6sMDg7KibtKpZKHhfA1S6fT8rM1mUxy27C3t1eK8xwWlw0R\nXETVBs+zQ4vFQkNDAz/72c8wmUwUFRWh1+ul9KagHsbjcQoKCigvLyeVSrGzs8P29rbUvxBGobn8\njATjQq/Xv3b1JD7XkpISzpw5Q1lZmWTSBIPBQ2VV9X2wsbHBxsaGTPTS6TQmkwmz2SytxmKxGPfu\n3WNtbe2t/M4jF5CzJ8DiYbBarTQ0NDA6OvoSFe1tQnATz5w5g9PplP3rqakpnj17dugkFeHr6X55\neTk+nw+dTid5ohsbGznNkLMPgexDUHCLd3Z29rg9GAwGIpEIc3NzDAwM0N/f/1b73T+UfiW8CbO3\nH41Goxz+dHR0SG3eTz/9lD/84Q+yQkgkEthsNilOVVBQgFarJRaLMTc3R39//75LAIhr2NjYIBgM\nsr29jdvtpra2lrGxsT0CVd8H4pD1+Xz85Cc/obq6mkwmI4Xuc0lJfJvo7+9ncXFRzguEEcYHH3yA\nQqFgaGhIOhD9UBy5gJxOp6VzciwWQ6/XS+Uml8slhyNvkycohjfl5eWcOnVKbiANDQ3x9OlTenp6\ncl7+fx8I8f7KykqKi4ux2WwoFArJzPihKmmvCyFf+qqKJNvKqbCwkIKCAtRqNaOjo9y9e5fx8fFD\nd+CJoZCgpwkPN61WK3uNIvufmZmhp6dHOheL5YPz589z+vRp3G436XSaYDDI4OAgd+/ezYmBgJg1\nCIUzrVYrvSJFj/+7ID67wsJCqqurOX78OD6fD5vNxs7ODkNDQ9y+fTtnFeTbhhgCPnjwAJ1Ox89+\n9jOampokc8bj8RAMBt9KG+3IBWRR1omeqFhdtVqtWK1W2Zt8m0MEjUaD0+mksrKStrY2ysrKSKfT\nPH78mP/yX/4Li4uLh0YgPRsqlYqSkhL8fj+FhYXo9XppV765uZlzNatv6x+K7MrlctHY2EhJSQkq\nlYq+vj4++uijQ2VgCl/zXLe3t+VA+VWbm2tra4yOjjI0NMTo6Ci7u7uyLVBZWclPfvITWlpaUCqV\nLC0tMT8/T29vL7du3cqZo0g2U0fc62Jw9X2hUqnwer1cuXKF06dP4/F40Gg0bG1t0dPTw2effZYz\nadrvwptURqlUiocPH7K2tkZ9fT1+vx+NRoPVaqWwsJD5+Xm5OfpDcOQCMjyfUn/11VdotVqpeKZU\nKqmvr+ff/tt/y/3793n06JHUy31dZPem6+rq8Pv91NXVScrW4uIig4ODPH36VH4QbwrBGBHWS3a7\nXarJbW1tvfGkWyjhnTp1ivfff5/S0lI2Nzeli4rwFTwsJaTT6aS2tpbW1lZOnTqFz+eTpfR+Sqn+\nEGQyzz3lVlZWWFpakswCocn98OFDJiYmCAQCDAwMoFKpqK2tpbq6mpqaGtra2vD5fKhUKqLRKFNT\nU/J7XhRZ2i8olUo8Hg9er1fSC7MtkL4NIjN2Op1UV1fT0dHB8ePHKS0tlaV8X18fAwMDRKPRA5Ue\nFW0wwaJ6XU60ECwSh68YUIqWqclkeiuMpSMZkOPxOLdu3SIcDlNTU0NVVRUqlYr6+np8Ph9FRUWs\nra0xPT29p0TOJt5nl83ijYWve9QALpeLM2fO8O6779Le3k5BQQE7Ozv09vby2Wef0d3dTSgUeuPr\nEFmhsP0pLy+nvLxcTm1XV1ffWM1Mr9dLvvG7776LTqdjenqaR48e0dXVRTQaPTQtFhEUzpw5w/nz\n5zlz5gzb29ssLy9LY8nDcnC8iFQqRTAYZHFxkdLSUsxmM+l0msHBQf77f//vTE5OEgwGpcB+a2sr\n77zzjuRYC9nY1dVVRkZGuHPnTk49ArOVE00m00tD82/KJrPlK4uLi+no6ODcuXM0NzdjsVhIpVL0\n9vbyu9/9jqGhoQP3DxRVdCqVkgH1decRgsssTI/F/EPo37wNeuKRDMiZTEbawczNzbG4uIjH45F6\nFCdOnOA//If/wOLiIsFgELVavce+JRaLsb29TSKRYHNzk2g0Kg1C3W633HXX6/X4/X4qKyuxWCxM\nTU3x1Vdf8fjxY7q7u1lYWHjjaxA3vtVqxefz8d5773Hs2DHcbjdbW1tcvHiRr776is8+++y1MmVx\nU7S1tXHp0iX8fj9qtVoG+KGhISYnJw/8AREQnFWfz8eZM2eor69HrVbT3d3NH//4R7q6uvYtGL+N\nn5tIJJienmZ8fJyGhgY8Hg8qlQqn00l9fT0ul4t4PE55eTmVlZXU19dTVVWF2+0mFosRDAbp6+vj\nzp078rMR25a5QjZLJPvvsvUnsv8+W/uis7OTtrY26urq5Obh4uIiY2Nj3L9/n/7+/rfGQPgh8Pv9\nXL58GaVSydbWFnfu3OHZs2ff+/vFdrDJZJJ60el0mtnZWYaGhpifn38rFcCRDcjJZJL19XXGx8cp\nKytjd3cXp9OJwWCgpqaGuro6QqEQ6+vr6HQ6uSm0s7NDOByW1j+hUIhgMIjZbMblclFRUUFJSYks\nTUSGEAqF6Onp4aOPPpL8xB+axahUKiwWC2VlZXR2dkrNCXj+oOt0OsbGxlhbW5M932/icoqHR+zj\nHz9+nGvXrlFeXk4mk5Guu6Ojo8zNzR2a7Fin08k+d1tbG0VFRcTjcQYHB/ntb397aA6Ob0IymWRm\nZobJyUlZzSgUCtxuN83NzbLV0tzcTENDA1arVeqvzM/PMzAwwK1bt/jjH/8oH/JcIpPJEIvF2NjY\n2CMnK7j94ppExizaGTabjbq6On7+85/T3t6O3W5HqVSSSCQIBALcvHmTrq4uJicnc3o934SSkhIu\nXryI1Wolk8nICiwWi7G1tfWdOuFKpRK73U5BQQFKpVIuj0xOTsoq6G3gSAZkeH4jra+vc+PGDebn\n5/H7/TQ0NNDQ0IDL5ZIaAWL3XCyRZDIZOQVPpVJ4vV62t7dlj0msjwoPsGfPnjE9PS23q0ZHR98K\nXUwEVDGVF0OidDot3VDOnj2Lw+FgZGSE4eFh+vv7mZiYkEIt2T9LrJI3NjbS1tbGuXPnqKqqwmAw\nEAqF+Od//me++OILGYwPSwvA7XZz9epV3n33XZxOJ1tbW8zNzbG6uioNnIuxlgAAIABJREFUJ/cb\nP4T+lkwmmZ+fZ3p6Wm63iQHX5cuX5dqzxWJBp9MRDocJhUIMDQ0xODjIwMAA4+PjB9ZCSiQS3L9/\nXzJcCgoKUCgU1NTU8Pd///eEw2GUSiUGgwGDwSB7zEKCVmz4KZVKwuGwdDe/c+fOoTDTFQiFQgwM\nDNDW1kZ9fT1/8zd/Q3NzMzdu3KC7u5vV1dVXzilEoqPRaGhsbOTChQv4/X6USiVPnz7l8ePHbzSn\n+iYc2YAMz5XP+vr6WFhYYGpqirm5OUKhEEVFRXItWCxGiN6wEMsWcodiqJbdBonH40xPTzM8PMyt\nW7cYHByU4ulvM5AJJaxIJMLk5CQGgwGr1Sr1JmpqavD7/QwODlJeXo7NZsNms0maVba0oU6nw2Aw\ncPLkSc6dO0dDQwMOh4Pl5WUGBga4efMmd+/ezTnV7ZsgbnLR525tbcVkMjE5OUl3dzeBQCAnXnmi\nXH/TQ0psGgYCAfr7+7FYLBQWFkoWhRgiiQpFrIiLFfCJiQmpuncQn0sqlWJkZASFQiEPcb1eLzn3\nIkEwmUyyxyzes3Q6TTQaZXV1VR5Mw8PDPH369FD0jbOxsrJCT08PBQUFNDQ00Nrait/vlxVNIBAg\nHA6/Uj5Xq9ViNptpb2+XejDiuRoaGnqrCy9HOiCLKXcoFCKRSLC4uMiTJ0/Q6/V7FLSEBq2wNhfB\nOhaLSbND8bOWl5elJfj6+rrUdd0PRoJ4UIU6mHBsOH36ND//+c9lP7KsrAyr1UpdXR3r6+t7Bgui\nTSGMKIXymMlkIhqN8uWXX/LnP/9Z3jiHhZ6nVqtxOBwUFRXhdrsxm81kMhlGR0f57W9/y/DwcE4C\nlFjBF9XJm0Cos/3DP/wD/f39XLlyBa/XK/3potEoDx8+pKurS9oKra+vEw6HicViB1qxCPZAKBSi\nv7+foqIi/H6/XFoRAUvMYcT3pNNpwuGwlKOcn58nEAgwNTXF4uLiG6ku7ieWl5d59OiRZDJVV1dT\nVFTExYsX8fl88mAUin3Z7Rshr1pcXIzdbicUCslr3tjYeKvskSMfkNPpNFtbW7LRLpDNmhBtAbH9\nJRYk4vG4pIfB1xPzlZUVqQa1nxADRrE5ZzAYcDgcJBIJWQ4KIfdMJoPX66Wurg6VSsXu7q7scRsM\nhj0C5+l0msXFRQKBALdv3+b+/fsEg8GX7JEOEmq1Go/HQ0lJifw8IpEIMzMz9Pb27vksDzsymQzh\ncJju7m5isRgKhWJPQI5EIjx58oTe3l42NjYO3cZaOp1mY2OD7u5uuS1YU1NDaWmpZA8IRoEwARDr\n3U+ePJFysIuLi29V1+FtYnNzk3g8Tk9PDzqdjkgkQlNTEw6Hg+bmZgoKCuTcRsyoRAUqnESSySQb\nGxsMDAzw+PFjSU19m62mIx2Qvw3ihhfqaEKjNRqNEgqF9rQsxMkvvjbX7sDidyUSCdbX1+nu7mZ9\nfZ36+nqampqks3Jrayt1dXWYTKY9mh1KpVIuywhXg7t373Lv3j0GBgak+8lhgthUKysrw2AwEI/H\nJSvmTU0G3gSi8nkbM4Hd3V1mZmb46KOP0Ol08uBMp9NEIhE2Nzdz0oZ5E8RiMR4/fszS0hITExOc\nO3eOK1eu4HK5UCqVMkERmfDTp0/p7+9ndnaWYDAopVAP06GfDVGFjI6Osrq6ytLSEktLSxw/flyu\nQou2HyCvV7imCEXC8fFxrl+/zpMnTwiFQm+9uvnRBmQBkV1mP3Av9rZyZbz4bRCvMZlMyjXM9fV1\nuQW4u7vL7OwsFRUVe7YRBRKJxB46X09PD/39/YRCoUMn6qJUKjGZTDQ2NtLc3IxWq2VmZoa7d+/S\n29ubE5UzAfG+v43fJxgLwknmKCGVSrG2tibXqOPxOJFIRFYv2b3wxcVFRkZGmJ6elmylXB6ibwoh\ndBSLxVCr1USjUZaWlqioqMBms+H1emloaJB6LxsbG4RCIVZWVuSCkljyEQpwb/s+3V+b5DfH4Ush\ncoBs92rRtxMDx0wmIy3KXyTtZwcV8b8iMH8XnecgoNFoqK6u5j/9p//ElStXiMVi3Llzh//6X/8r\nw8PDObeWyuNrZJs/CFaFgGgR7uzskEgkSKVSh0Lr+HUhBsrC29BoNGK322lvb+fv/u7vcLlcBINB\npqamGB8fZ3x8nKmpKSKRCNFolFgs9kMGlt8ac3/0GfJRgwiw2VoJ4mbP1gLIJuwfpYcBnpeP4XCY\nO3fusLa2RiQSYWhoSN70+WB8cBAWVEKT+ccI0SNOJpNsbm4SDoflMo5arcZsNhONRllZWZHbomL4\nvt/tzHyGnMeBQKVSSU9E0bc/CmVvHj9OZNP5sivPF2UW3saveuN/PEDkA/KPHNn88DcRe8kjjyOK\nfEDOI4888jgk+NaYmzuHyzzyyCOPPL4V+aFeHm8F31d68KgNIPPII5fIB+Q8Xhsv8raFCpgIytl6\nANl6G9n/nQ/MeeTxMvIBOY+3huws+cXgfBiWb/LI47AjP9TL463gVWLm8HImnA/KefyFI8+yyCOP\nPPI4JMizLPLII488jgLyAfkvDN/UWsgjjzwOHvmAnEceeeRxSJBnWfxIYLFYpKh9VVUVqVSKdDqN\nzWbDaDQCX2fHoVCIyclJAoEAc3Nzh1bDNo88cgWhY6FWqykoKKCyslI6yczMzDA7O5uTgXQ+IP8I\noFAosFqt1NTUcPXqVT788EPpUu3z+SgsLJRWPCqViuHhYT755BNu3LjB8vLyoRVNzyOPXEKtVmMw\nGKiurubq1atotVri8ThffvmlNGzd7+fkLyIgq1QqbDYbZ8+e3WPFLpC9yLC1tUU4HObhw4f09/cf\niIPI94VSqaS8vJyOjg4aGhrw+XzU1NTgdrux2WwyQ1apVMDXGXJhYSGXLl3C6/XS2dnJzZs3uX79\n+gFfTe6xn9zoiooKGhoaUCqVJJNJJicnmZmZkYsxGo1G6vAajUZ0Oh2hUIiFhQXpEJPH/kFkxEaj\nEZfLRU1NDVVVVVRUVFBZWUlVVRUqlYpUKiU1ocfGxvbdSftHHZDFm242m/F6vVy7do1r165RUFCA\n0WiUWaNSqZRbZOFwmMXFRZRKJSsrK6yvr0vrncP0kIjTvLa2ll/+8pccP36c4uJidDrdHlFxQAqK\np9Np6cF34sQJmpubicViJJNJbty4ARxOnrAQFNdoNHscxAWEcHoikWB7e/sAX+nX91x5eTlXr15F\nrVYTj8e5e/cu29vbsj1kMBhwOp14vV6cTidGo5GpqSmpQ3zYXEfEYa7X66XP3ovDYaHYJ1xHDtPz\n8iKE+bHL5aKuro5Lly7R0dFBS0sLTqdzjwynsHLa3t5mcXFxXwX5f5QBWdwoer0ek8nE2bNnOXfu\nHCdOnMDtdqPX62UQfhEGg4GCggLeeecdDAYDjx8/ZmRkhNXVVba2tg5NwHK73Vy8eJELFy7Q2Ngo\nb6Ld3V0UCoX0ctvY2GBhYYGHDx8yPz+PyWSivr6eS5cuYbPZpL270WiU1cBhgXjotVotjY2N1NXV\nUV5ejtvtxmg0olarpTnq6uoq9+7d4/bt2wf6moVlfGVlJSdPnsRkMpFOp6mtreXatWvywLBardI8\nU6vVolQqmZubo729ndu3b3P37t1D5cShVqvR6XRcuXKFc+fOyaxeYHd3V9oePX78mJs3b7K9vb3v\nRsFvAoVCgdFoxO1209nZyenTp2ltbaWqqgqTybTnsFEoFFRWVnLx4kUCgQCTk5PSP3A/8KMMyKI5\n73K5KC0t5cKFC1y9epXS0lKsVutLJ3u2CLVWq8Vut3PixAmsVivxeJxQKEQ0Gj1U3nR6vZ6KigqK\ni4tJJBIsLy+TyWSw2+24XC7W19dZW1tjfn6e4eFh/vSnPzE2NobNZuOdd96hoaEBs9mMXq/H5XJR\nUVHB8vIya2trOb8WkVWqVCoMBgNmsxl4/rmIsv7s2bO0t7dTX18vHZ21Wi0KhYLV1VXm5+dJpVIM\nDw9LJ++DgMVioaamhqamJurr6+X91tjYKM0yM5kMNptNuoWLzDIYDFJfX08oFOLRo0dyMHsQEEHJ\nYDBgtVqxWq3Y7XauXLnCL3/5S3nviEpFGLmurq6iUqno7e1lbW3t0AbkgoIC6uvr6ezspLOzk7Ky\nMux2+x7NFfEeFBUVYTQaaW5uZmJigtHR0XxAfh3odDrMZjPHjx+ns7OT9vZ2vF6vPP2yHQBe/COC\nucPhoLi4GI/Hg9VqRa1WH5psBWBtbY0vvviCZ8+eYTKZZCl56dIlfvrTn3L37l1u3brF3Nwc8/Pz\nzM/PE41GCYfDBAIB5ufncTqdFBQUUFdXxy9/+Utu3LiR84AsBo3iwff7/Zw8eRKFQkEikaC6upqq\nqio8Hg8ul0tm9Wq1WvbG7XY7Go2G9vZ2VlZWePr0KYODg9/5u9/256lUKvH5fPzt3/4tnZ2dmM1m\nOavI9qoTLZjsLEypVGK1WvF6vXg8HoxGI/F4/MACsngO/H4/Z8+epba2Fp/PR21tLRaLRVogiRaZ\n6LW63W7KysqoqamRpq+HCUqlEq1WS0dHBx988AGNjY2UlZVhMpmAr13IM5kMKpVKtsnMZjOdnZ0o\nFAp+85vfsLy8vC+v70cZkM1mM2VlZbS0tHDhwgUqKytxOBwv+dC9qiR8sdlfVlaG1+tlfHw815fx\nrYjFYgwNDTEyMgI8L4ELCgooKSlheXmZZ8+e8cUXXxAMBgmHw3u+NxKJSIPKTCaDWq1Gr9fLALdf\n0Ol08o9Go0GlUqHX63E6nTgcDhwOB01NTXR0dKBUKtne3qaurg6fzyezlVcttRgMBnQ6HT6fj5aW\nFmZmZvb1Or7p2hwOB36/n87OTurr62WvFXipr/+iEJPIRoUB7MmTJxkdHWVmZianiYBoTTidTkpK\nSujo6ODy5ctUVVXh9XpZWVmhp6eHSCRCMpnEbDZjs9lwOByYzWZZ4djtdgwGQ85e9/eFTqfDZrPR\n2NhIZ2cnLpcLs9mMQqEgHo+zuroqWxKFhYWUl5fLIF5XV0c6neb69ev7NhD+UQVkcZN7PB5aWlo4\nduwYfr9/T1/oRX+sFx9y0cyH5w96fX09y8vLdHV15fhqvh2ZTIZUKiWvSa/XU1ZWBsDIyAhTU1Ms\nLCyQTCb3fJ8YzHg8HmnxPjQ0xG9/+1sWFxf39TXbbDYKCgooLCzE5XKh0+koKiqira2N0tJSTCYT\nNpsNu90OPO9Lms1mGcy+bcNQoVCg0+lkKyOXUCgU2Gw2jh8/zvHjx/F4PN84+HrV/ScgsuiOjg5M\nJhP/+I//yOzs7J6v308olUr0ej1FRUWcOHGCq1ev4vf75X0VCoX4wx/+wI0bN4hGo6TTaZxOJw0N\nDbz33ntUVVUBSMfzw9iusNlsVFRUUFJS8tI8aXV1ldu3bzM2Nsbi4iIXL17kX/7LfymrALPZLAew\nKpVKZtNvEz+qgCxOsvLycjo7O/H7/Tgcjj0T0xchbM1FDxO+DtIqlUr2zrJpcocB2X1v4U9nNBpZ\nXl7m5s2bjI2NyXJRXI/L5aKhoYFz585RWFiITqcjk8mwtrbG6OjoW3+AxO8tKSmhsrLy/7V3Zk1t\nnmfc/wuhHYGEJMQmFgFmxxgb22CnieMmde04PUg6aTvTdnrS6VH7Fd73rF+hx+lMetBM0nQSx+Ng\nx/UKhmCxg1i1oX0X2kB6DzzXbYmAjRMJHN77N+ODOMZ+Hul5rvta/xcaGhpgMBig0+mgUqkgkUig\n1WrR2dmJqqoqlhPefY9UtQ+Hw7DZbNja2kJZWRk0Gg2qq6uZd69QKKDVag/VMystLYVKpUJbWxuG\nhobQ398PlUrFCo6774XyxbsNMT2jAoEA9fX1kMvlePLkCSYnJ+H3+4se+kskEuj1ejQ2NqKjowNn\nzpzB8PAwSkpK4HA44HA4YLVacfv2bTx8+JBtQ1er1RAKhXjjjTfY+5NIJOD3+1+rmguliyhv3Nra\nCrlcjpKSEsTjcVgsFkxOTuLu3bswm83weDyoqqpCIBBgrYlisRhKpRJ1dXUwGAxwuVwFr1UcK4Ms\nEolQVlaGlpYWXLp0CTqdjnlXuzfIErQKXCQSQSqVsoo3/QxtQ6YWudcpjww8T7HQtS0tLWF5eRmR\nSCTvz5WWlqKlpQV/+ctfcPHiRVRVVbEFo9TWU+h7o0Otr68PH330EVpaWmAwGFhejnKpUqk0L6ea\nK2JPxtjlcsFsNuOrr76C3W5HY2MjBgYGcOnSJej1ehYq19TUsHzgYUCpkjNnzuCtt95Cd3c3lErl\n99ryclvCdnZ28r4zoVDIcsvAs8iMemN7e3sxPT1ddIOsUCjQ39+PCxcuYHh4GE1NTSgvL8fk5CRu\n3LgBk8mEubk5hEIhRKNRVm/Z2trC9vY2c1wAIB6PY3Nz83vP4FFCqbHz58/jd7/7HfR6PUpLn5m/\nQCCAO3fu4M6dO5iYmIDX68XOzg42NzfhcDiYs0N/T0dHB9bX1zE6OsoN8osgAyCXy6FWqyGTyZDJ\nZBCNRhGLxZBMJhGJRLC5ucm8jng8jq2tLXaC9vT0oKurCwqFAiUlJVAoFGyQ5HU1yEKhEPF4HHa7\nHR6Ph53ubW1tMBgM0Ov1LDd55swZ1NbWoqSkBKFQCG63Gz6fb8/D6odCBsZoNOLUqVO4cOECBgcH\nUVVVBbVaDeB5z+r29jai0SiSySSSySS8Xi8cDgcikQi2trZYZ0IwGITdbsfExAT8fj+cTidkMhlO\nnz4NjUbDDIRIJPpevrZYUJrEYDCgra0NNTU1KC8vh1AoZJ9lKBSC3+/H+vo6rFYr4vE4kskk84qF\nQiEaGxvR398PtVrNwmOJRIKuri74fD54vV7YbLaiPHt0KKrVavT19eHs2bNsKMJiscBkMuHx48dY\nWVn53lCETCZDfX09mpqaoFKpWJ+uzWZjOeajRigUorS0FG1tbTh//jzOnTsHg8EAiUTCWvU2Nzdh\nMpkwNTUFl8uFeDwOgUCAlZUVfPPNN3jzzTdRVVUF4FkXlsFgQHNzM2ZmZgp+vcfKIO+GPBOfzweH\nw4FQKASLxYL79+9jYWGBhRyZTIZVlf/0pz+hsrIS1dXVrFhBuabdeejXAUpXRCIRmM1mpFIp1js5\nNDSEd999F6dPn2YV49zBEZ/Ph9nZWWxubhb0nkQiEZRKJYaHh/G3v/0NBoMBMpmMGaGdnR3s7Owg\nnU4jFovB4/HA7/cjGAzCZDLhwYMHsFqtcLvdbCCHflGftN/vh8FgYEM7uSmBw/p+KB9fX1+PxsZG\ndogDzyMyt9vN2g6//fbbvB5WGu55++23oVKpIBaLWdqmpKQEPT09kEqlGBsbw8TERFHujQ4VrVaL\nvr4+9PX1obS0FFarFRMTExgbG8Pk5OSeHrpcLkd3dzd6e3tRUVGBUCgEk8mElZUVdpgeNeSg9ff3\n449//CMMBgPLG1OfvtVqxcLCAlZXV/O6LBYXFxGLxaDVajE0NATg2XdWXV3NnulCc6wMMoWEoVAI\nDocDSqWSnXSLi4swm81YXl7G+vo6XC4XotEoC9XJ07TZbFheXoZUKmVjxyKRCGKxGCKRiKUvXhdo\nSo2MVXNzM9rb2zE4OIgzZ86wPHpugSkajcLr9WJsbAw3b94s+EmvVCrR3t7OxrjJUO3s7GBrawuz\ns7NYWlqC0+mEz+dDLBZj0YrD4cDa2hqCwSCi0eieRoiKdyqVCmVlZSzcp5a+cDhc0PvZi5KSEqhU\nKhgMBpw4cSJvqAAAtra2EA6HMTY2hhs3bmB+fh4OhwPJZJIZqpKSEkSjUUxOTuLjjz/GO++8gytX\nrrDDn3KW1IUSiUSQTCYLeh9isRiDg4N466230NLSwvQb1tfX8e2338JkMiEej+/Zfkc1GzrkqYef\nwvujhJ53g8GAs2fPYnh4GHV1dVAqlawgFwwGcfv2bdy6dQsbGxvfq6FEo1HYbDaEQiH2DIpEIuj1\netTV1XGD/DJofDYQCMBut7MKvdlsxuTkJO7fv4+lpaV9f357exsejwcrKyswGAx5AwuU93wdTv3c\nFjDy2OlQaW1txYcffoj+/n50dXXl/Rz9uXA4jOXlZTx8+BCfffZZwXN9ZJCbmprycqPpdBrhcBiP\nHz/GV199xbxzMroHOehKSkogk8mg1+tZFEMGLBAIYGVlBcFgsKD3s991VFZWoqmpibXmUeE3m82y\nl/nhw4f45JNP9i0o7+zssANKKBTirbfeglgshlAoZCkYitSoe6GQSCQSDA0N4Ve/+hXq6+sBPDNE\nKysruHPnzkvb7ug6qdNHr9ezAYujhBysxsZGXL9+HadOnYJGo2Gpx3Q6Da/Xi5s3b+LTTz/ds6Ad\nj8eRSCQQi8XyomhqL5VKpQW/7mNlkHPn7Wk0NZvNwu/3Y3l5eV/PicJ+kUiE2tpadHR0oLKykv2+\nRCJhva5HrZVAOUu9Xs9y29vb29DpdGhsbER3dzd6enqg1+vzfi6TySASicDhcODp06e4c+cOvvvu\nOzY5VkjC4TDm5+fR2trK/v5sNguTyYRHjx7h3r17WFhYQDAYfKUwvKysDO3t7eju7sbp06dx6tQp\nVFZWIplMIhaLwWQy4caNG1hfXy/o/exFSUkJNBoNamtrmS4K8OxQ397exvT0ND799FOMjY299P4o\nl06RDqVe0uk04vE4gsEggsFgwZ2B3E4ijUYDsVgMp9OJ//73vxgZGcnzDPf7DMhDpvSLVqvNm7Q8\nKkQiEcrLy6HT6VBVVcVy+/S53r9/H3fv3sXi4uK+7Wv0e9ThQ50WezlEheJYGWR6QORyOZvoSqfT\niEQisNvtiMfjLP1Ak16U85NKpZDJZEwxTaVSsUo4pS+USiXLWR4VEokEJ06cQG9vL/R6PaRSKZLJ\nJJqbm3H69GlWzNzdcrWzs4NQKISFhQU8ePAAX3/9NZxOZ1HuJRqNwmw2s35OqlIvLi5iZGQEs7Oz\n2NjYONCDTNGJXC5HbW0tzp8/jzfeeAMXL15EbW0tALCi1/T0NB48eHAohkAoFKKqqorljunFpChg\nZmYGn3322YEnH3MjhFyDTKkPGuYpNNRfW1FRAZFIBI/Hg5GRETx8+BDRaPSFP0sOCwk+USfDYXa5\n7IdYLIZWq0V1dTV0Oh2LllOpFGKxGMbGxvCf//wHDofjhdOQ1OlDhf/cHH8xooBjZZAVCgXq6+tR\nU1PDDGoqlYJCoYBGo2FylK2trTAYDKxYBzyrGCsUCvT19UGtVrMwOJvNory8HP39/fD5fAiFQgUP\nGw8KiaKcPHkSb7/9NrvOTCbDBOopRZDbQkapHJ/Ph+npaZjN5jxZwUJDRmliYgL/+Mc/MDQ0hKGh\nIQgEAtTU1MBisaC0tJR5hC+CFNHefPNNDA4OwmAwoLa2FiqVih00GxsbrPe6kN0i+0GdCUajESdP\nnoRWq2WHeyAQwPT0NJaXl5FMJg+keCYSiSCTyb4XAicSCdaBUowhhN3Tj/R5UmrkZde+s7PDdEOy\n2Sy7j8MezNkLhULBJDXLy8vZNcXjcfh8Prjdbrjd7gNFvJSqOIzunWNlkFUqFbq7u9Hc3AylUol0\nOg2hUIjKyko0NzczA3zy5Em0tbWhrq4OYrEY6XQapaWlEIvFqKys/N4YsVwuh9FoxMrKCiYmJo7s\n/mimvqWlBSdPnswraAH5us65Ly+9aHTS57ZdFYOdnR3E43GYzWZ4vV4IBAK0tLQwudBQKMTEaKjF\niHL1FAKT6A7laN977z1cuHCBjVwDzwpngUCAef3r6+uH4h1TeF5bW8teeMqjkkFeXV09cAG4rKwM\nDQ0NrDcceHaQ+v1+WK1WNhVXDIOc2xVCOe2X/TuU2yaVQCrq0feX21N+VEgkEuh0OjYoRM9MMBjE\n+vo6nE4nS5m9DLo3ctBSqRQ7JAvNsTHIAoEADQ0NeO+99zAwMMCkAaVSKVpbW5lhrqysZGPDcrmc\ntV2Fw2FEo1Hs7OywXlYq0pD4Ta7xO4r7IwEe0jwgI0AFPeB5uJvr+VBfcHV1NYaHh7GzswOv18u8\nr2IZsUQiAZ/Ph0AggFgshpqaGtTX16O9vR12ux0zMzMspSGVSiGXy1FTU4PGxkYAz/Kx1dXV7Ody\ne4yz2SxcLhfGxsbw4MEDTE9Pw+v1FuU+diORSFBeXp6neEa5X7/fj7m5OVgslgOngwwGA65fv47B\nwUGIRCLWEjg3N4d79+4VvC2RIM+PUi3As4OgoqICFRUVTO9k98+IRCLodDq0trbizJkz6O3tZXnj\nvfKru0fIDyOK2d7eZt47HTKZTAYWiwWPHj2C3W4/sEHNvZ/t7W0EAgF4vd6ivDvHwiBTcUKj0aC7\nuxsGgwFCoZBN4QmFQqjValRVVUGn00GtViOdTmNlZQVOpxMulwuBQADBYBA1NTUwGAzo7e2F0Whk\nD61SqURZWVnRBXheRjKZxOLiYp6O7m4BG/o8xGIxampqoNFo2IhvZ2cnnE4nHjx4UPRxcCpw+f1+\n2O12dHZ2sq0MHR0d0Ov1cDqd+xrkVCqFyspKVFRUsPsCnnfTOJ1OTE1NYX5+Hpubm4dWcJXJZExM\nRyKRsGcim81ia2sLdrsdPp/vwALtGo0Gp06dgtFohEgkYgZyfX0dT58+LZoCH3l+FD3Rc97T04Pt\n7W1YrVakUqm80W5K7VVXV6O9vR29vb2oq6tjY/jA89wytToeBSKRCCqViik1En6/H2azGYFA4MDG\nlN4nitpisRgikUhR6i/HwiDnShuS9ygQCBAMBrG2tgabzQaPx4ONjQ2oVCqcOHECLpcLn332GVZX\nV7G1tYVUKoXt7W2UlZVBr9fjz3/+MxoaGlgin3pBc7/cw4Re9o2NDfzzn//EF1988T0NBHoRKOxX\nqVS4du0aLl68yFIxVHUmacjD8PhpAIV0J6iQRDKOuVNr9D3SSPdeUUk6nWbC+2tra3C73Ye6Zos0\nM8gg5+pWkGdGWg8vg4xcVVUV08CgYRi3243V1dWXFtd+KPS503ibUbQjAAATXElEQVR6RUUFGhoa\ncO3aNXR1dWFtbQ3pdJqlIajli+5dpVKxsXWaTqSJSWrdo0OJorbD+I5I7Kmvrw+dnZ1QKBTs0KSp\nz1epA5FzU1JSwmQGUqlUUTaiHAuDDOSHFZFIBOFwGOPj4xgdHUUgEEAoFML29jZkMhmWl5fh9Xrx\n6NEjbG5u5uXNxGIxfD4fGyemv7tYVdVXgcaMc1/Q3DwgANa+R036tbW1qKqqQnd3NxQKBSu6HDRf\nWAhILY+8+qamJtTU1DDhJwr5aajHZrNBJpOhoqIi76GnP2O32zE2NobHjx9jaWmJaQ8clkFWq9Vo\naGhARUUF8wT3ytO/7HooF11RUYHy8nJW1PP5fNjY2GDTpcXyMqVSKRueouulGgUZ22w2y8aMt7e3\nWcRC+tu5+Vn6DACwXH/uQXmYE5QUbel0ujzHIx6PH1j4iNaG5UZB8XgcS0tLmJmZKcoA0rExyLna\nCE6nEwsLC/j666/x5Zdfsh5P4PkuLTJuu1/k7e1tJgADPM/JUuX5dZrSA55fH0FrmOLxOFKpFObm\n5lgje01NDTN+r+LF/VicTicCgQAikQgsFgvef/991kNNHj0Z46WlJZhMJjQ0NKCnp4e1vAkEAuzs\n7CASiWBhYQGffPIJJiYmEAwGi+at7IdWq0Vra2uekiDlfZPJJPvsX/bZ5haeSHQ/k8lgY2ODjY8X\ncyN4WVkZM1gUIQoEAigUCojFYta7K5FImCaHQCBALBZjXnyuUBR9BtlsNu+gOkzIQaFVWuQdk3e+\ntbUFj8dzIINM2smkCkc7Nx8+fIjbt2/D4/EU/PqPhUGmUIl6DG02G27dugWTyQSv1/tKDwWJkexe\nprm7MPFjEAgETD6yo6MDMpkM4+PjP1hAZvfP0H9nMhkoFAqo1WqIxWJmvGnp6WFNHabTaaTTaTae\nqtVq2cJPOhCTySSi0ShcLhfsdjsEAgHa29vzDkwyyB6PBw6HAx6Pp6gGay8EgmcypkajkelJ0+/n\nKri96JootVRfX4/Lly/jZz/7GcuTU8F1eXkZwWCwoPdG10iFbZ1OB71ej1QqBbfbjfLycsjlcubp\np9NpVmMJBoMIhUJspJ1U+lQqFRNHqqioyJsFOIwR9r3ukSLE3eqNwLNCcygUeqnwkUAgQEdHBy5d\nuoS+vj4WRYRCITidTjidzqK0vx4Lgww8b+CmKbEvv/wSfr//lR9omszLPflzG+ALNZ2jVqvR0dGB\n3//+99Bqtfj73/8Oh8NRUAEZoVCImpoatLa2sqlF8mKOYl8bdXZIpVJsbGzA7/cjFAoxj5J6o0Ui\nEerr6/NEhahARGuoaIHmYRtjMsjNzc15Bpmu+yA1BlJzMxqN+M1vfoPTp09DLBaznvFAIACLxVJw\ng5b72fb390MsFkMmkzGlwJqaGlRUVLDuhFgshqmpKdy7dw/hcBiJRAKrq6uw2Wws0qyoqMCFCxfy\nVp3RcuGj6Ecmg0ybaXZ/H7TV+0XPPn3PAwMD+Otf/8q0YBKJBDuYijUgdiwMMmkb5C4xpfX2r4pa\nrUZjY2PeMtR4PA6bzcY2cPxYIyAUCnHu3Dlcu3aNnb4DAwNMi6EQ2hK0gqqhoQFNTU0oKytjxbDc\nMP8wDRp5whsbGwgGg9ja2mKGlTxh2hpC3hepxAHP1lbNzc1hamoK4XD4SMJhCs13Hwi5Ik8vo7Ky\nEpcuXcLPf/5zpg8NPOsAcDgcWFxcZB5yIa/baDRiYGAAmUwGLpeLRSkKhQIzMzMwmUxQKBTseyEP\neX19nfXd5orlC4VCJBIJuN1uZqDEYjFaWlpw/fp1FtYf9qG5X489XQelH/ajsrISBoMBLS0tLLWW\nSqWwvLyM8fFxuFyuotUsjoVBVigUaG5uRlNTExsBzc0DvwqUH8zdQEvdDVartSBhSklJCU6fPo0P\nP/wQEokEPp8PAwMD8Hq9cLlcP9ogCwQCKJVK1NbWorGxEQaDgSmLud1ueL1eJBKJQ827As+NFm2g\n2H3NtGNPJpOxyUMaVaXvYX5+HtPT00cmfk4LPePxeJ6HRN5tbq1irxdWIBCgsrISV69exZUrV1Be\nXs5+3uv1YnZ2lklBFvL7KSkpQUNDA959913Mzs7i1q1brEecZASoz3b3ve0Hpb5CoRATqpdKpWhp\naYFEIoHD4cD9+/cBHK6uRe72n93j6BTt0ve1F1qtFgMDA6wNEUCeQXa73UWLLn/yBlkgeLam++rV\nq7hw4QITSaH0wkEfBKFQCKFQiO7ubly9ehVNTU3MgASDQczMzGBxcbFga2lyez9lMhlaW1uxvr7O\nHuAfCnVZDA4O4p133sGJEydYccXhcOCLL77AnTt3Xiocc9iQZ0Nj0p2dnXlTedlsNq/L5Kj0RKjr\ngDpGcnPIdKhQqLy7FY/a/bRaLetjphHyRCKBlZUV3L59G8vLywU/LDOZDJaWlvCvf/0LPp8Pm5ub\niMfjLHW1e7Doh/z99HMkMnQUMpyUDpJKpawORP3D2WyWtbBR6m43AsGzlWOXLl1CV1cXM97pdBou\nlwsWi6Wo21t+0gaZJugaGhrwxhtvoL+/n/V1Uo/rQQ1oWVkZ25pw8eJFKJVKZDIZxONxeL1etji0\nEB4yPfQU9kilUjQ1NaG5uZkNn7wonUDGizwb8m7ohS8vL8fQ0BCuXLkCnU7HqsNmsxkjIyN48uTJ\nkelx7AflN+vq6nD+/HkYjca8QzWRSCASiSAYDBatKf+gUJ1hryEhElKSSqXsGknnQSqVoqGhAW1t\nbXk6KuFwmE0uPnr0CC6Xq6CHJRUZrVYrW5paSGhUnrqQqAf+KLZO5xpkei+A59EZ5Zj3ev5JRKyt\nrY1tFhEKhYjFYmzJhc1m4wZ5P+RyOTo7O9nGAnpBdDodTp48ifn5eayurr7w7yDPpqurC5cvX8aZ\nM2eY55JKpWCz2bCysgKv14t4PF4Qz4XCJnqpSQKRRrsVCgVisdieYRF5YXK5nK1Eouq4RCJBa2sr\nurq60NnZyRaZhkIh3L17FyMjI7Db7a+dyD7wXC5Ro9EwaVF6mdLpNCwWC2ZnZ2G1WosiRXlQqLgT\nDoeh1Wrz/l8mk4FEIkFVVRVcLhcrVGazWWg0GjQ2NuKXv/wl3nzzTRiNRlaInp+fxxdffIHR0dGi\nLM4sNltbW7BarSxlmOuZHjbkkOUOq5CHTKPgu6+NbEBTUxOuXr2KS5cuQaPRMMdodXUV4+PjWFpa\nYvWXYvGTNsgikQiVlZUsTUEfcm1tLYaHh5FMJuFwONgI714oFAqoVCr09/fjF7/4BRobG5mCWiwW\nw+LiIqanp+Hz+QpmyLLZZ6t9lpeXYTAYoNFo2Nbfvr4+tu+OVqmTEQae6w8olUrU19czo1xWVgaZ\nTIbOzk709fWxxaHRaBRWqxWPHj3Co0eP2BDF64ZSqURLSwuMRiP0ej2TtCTva3V1FSaTCZubm4jF\nYkd2oFAu2+fzMflPQiAQQK1Wo7e3FyKRKE8vob6+Hq2trbh8+TLOnTsHgUCAra0tuN1uTE9Ps1TF\nURQrfyxbW1tYW1uD0WhkeVfyTg9rOi8Xij6pVzrX+Op0OnR3d8Pj8SAUCrFuDJFIhP7+fly9ehU9\nPT1QKpUslWQ2m/Hw4UOsr68X/dn7SRvkVCoFp9MJh8PBvNeSkhIYjUa8//77iEQiWFxcZL2TuR8k\nPSx1dXU4e/Yszp8/j7a2NrYxOJlMwuPx4PHjx7h3794r9zO/iJ2dHdy+fRvRaBS//e1vcfHiRQiF\nQjQ1NeEPf/gDAoEA4vE46/vMDcFyNZrVajXkcjmbKCIvkxrZ0+k0O92npqawvr7+WnpfAsEzWc4r\nV65geHgYOp2OhfOkZz03N4fx8fGi6TocBAr9aeFqc3Nz3jSnWCyG0WjEBx98wFr6KBKiZbm1tbWs\neOZ2u/H48WNWuf+x9YmjMH7Ac/3r1tZWnD17lg1jHIVRJvEfj8fDxLNoXF8ikbDna3FxEXa7nTk1\nZWVlqK6uZup9NPHrdDoxPz+P7777Dm63u+j38ZM2yOl0mq1cmp6ehlgsRl1dHRMVGRwcZBV9l8vF\n+lfJw9TpdOjp6cH58+fR19cHjUbzPUP29OlTrKysFFS4JpPJYHl5GbFYDBqNBslkElqtlg0ckMBM\nNBrNM8i57TyUP88Ny4Dns/rhcBg+nw9PnjzB6Ojooa02elUo961Wq9HV1QWj0Qi5XM5UyKgzxGKx\nYGNjo2i6Dgclk8nA4XDAZDKhsrIScrmcpZnIQyalNCrakjwledc2mw0ulwuLi4u4f/8+pqenWRrm\nh77wucVF4rCMIHUh2e12Nv1Jq7ZUKhXbl3gY7OzsIBqNwmKx4MGDB0gmk2hoaEBlZSWUSiUaGxuh\n1+tRU1MDl8uFuro66HQ6KBQKVghMJBLwer1sRHpycpJtDAeK+7kerXTZ/vyfg/wh6mulvVelpaVo\naGhgvasVFRVob29HY2Mjqqur2QRRU1MTzp49iw8++ACXL19GX18fqqur2cx+LBbDjRs38Pnnn2N+\nfh5+v78oVe+trS2srq5iamqKpRJyVcRkMhkT4SEdChIyp4cnd+tJJpOBx+PB2toaJiYmWN54dHQU\nXq/3SAth+0EpmBMnTuDy5cuor69nywEAwG63Y2lpCU+ePIHZbD5wS1YxicfjbEqQlgPQ8kz6Rd0u\nVJjMZDKsB3tqagojIyMYGRnBxMQELBYL237+QyFP9Chyt3Rv9fX1OHfuHBsQmZ2dhdlsRjKZPNTI\njAaIFhcXsbm5yYTzaaceyaeS1oVSqcyTUXU4HJiensatW7fw73//G4uLi0xTpADG+P++6H/+pD1k\nehA8Hg8mJyehVqvR1taG5uZmqNVqZtzUajVqa2tRW1uLQCDA8q/d3d2s2r29vc2Wf87NzeF///sf\nZmZm4PP5ipJzpdyoxWJhKQoaDKBtJiSKolKp2DZfOjSogyQUCsHr9SIUCiEcDsPj8eR5lGtra3C5\nXAW//kJRWloKtVoNjUaDioqKvEEQOrRomm8vfd6jIBKJIJ1OY3JyknXhdHV1ob29HVVVVSxyEQgE\nbCoyEAjA7XbjyZMnePr0KVtj5ff7C6YpQrUGippoTL7Ynxkp3NEqrfLyclRVVbFUTbFlXnOhtFIk\nEslLU5IyYEtLC5qamliUTO2U4XAYwWAQbrcbi4uL+O677zA5Ocm26xzWc/eTNsgEbcnVarXo6Ohg\n+TwaMmhoaGDLS0nxjYpe9PJToebmzZv4/PPPYbfb4fF4DuWLiMVimJ2dxcrKCkZGRtgmCgrd29ra\n0NHRwbSNk8kkIpEI3G43zGYzS6vYbDY2QUYh8+uwJftFUFcCje3SPkDqa02n02xq7HUwxsDzw3Rh\nYQE2mw1Pnz5FX18ffv3rX+PUqVN5mz/IWG1sbGBubg43b97E2NgYotEoEolEwSa+yEOmWgL922Sg\nihlmk1ELBAJYWlqCWq2GTqdjrYyHsfpor2vKZrOwWCxwu92YmJhAfX09rl27huvXr0OpVEIul7ND\nf3NzE2azGSaTCVNTUzCZTKyj4jDz8sfCIJOn7HA4MDo6ytqSmpqa8jSNabY+txl/fX2draN3u90Y\nHx9nGsmHFRrnqsnRixoOh5kwisViwczMDFQqFRuBpr5c8oY9Hg8CgUDeC/66V+tJZIm8S8rDCgQC\nJhRF0crGxkbR1ub8EOg7297eRiKRYBtpEokEhoeHWYRDLzp5XJQCK4bnSsVC+nvJSz6M5yCbzbJU\njt/vZ1oYkUikqG1iL4MiFEpFSiQSuN1utgGIWg/JO7ZarWzBQCGvO7cf+kUcC4NMUNU6EAgwPePa\n2lqW0yODnM0+28gQCoUwPj6Ojz/+GCsrK3C73eyBPgpjlutpBAIB9vszMzP75gVzvZ/X3QDvRXl5\nOfr6+tDV1cUmu+jlDgQCmJiYwI0bN5BIJI70xd4LSh2lUimsrq4y/ZSWlhZ2uFitVjx8+BD/+9//\n8OTJkzwp2EKS27N9VJFEMpmE3+9nXU2UBngdhpBIMMnlcuGbb77ZM9dOwyPFiigO0m1yrAwyVUcz\nmQx8Ph9LAZBSG+VkaQafimorKysIBAKsyn3Uhm0/Oc3jhFgshl6vR0dHBzo6OmAwGNgeRAAs/KXN\nwEddyHsZqVSKdbWk02mo1WrWi7y2tgaLxVLUrSaH6Q3vh8fjwejoKBwOB9tz6PP5Dm211svIfbf3\nO7SKndp5GUe7AmN/Cvqp5GoM0K498iSOo7H7KSCXy9HR0YHh4WF89NFH6OzszNOtMJlMGBsbw1df\nfYW7d+8e8dW+Orn9t4fxjB32v7cXu0V9cvUtOIwX2tz/Lwwy8Hxcmaa/uDE+Wqi7goqtVVVVTBM4\nlUrB5XLB4XCw/tafIoc9qHFUgyG5//7uPmj+jn0PbpA5ry9UiaeuGCq2UjGGwzlmcIPMeX3JFRQn\nMZfcXxzOMYMbZA6Hw3lNeF1tLofD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8Ph\ncDgcDofD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA6Hw+Fw\nOBwOh8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA6H80r8P1cwDEIXG7O8AAAAAElF\nTkSuQmCC\n",
1061
      "text/plain": [
1062
       "<matplotlib.figure.Figure at 0x7f63d02fe510>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
1070
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1075
    "def _get_next(iterable):\n",
    "    try:\n",
    "        return iterable.next()  # Python 2.x.x\n",
    "    except AttributeError:\n",
    "        return iterable.__next__()  # Python 3.x.x\n",
    "\n",
1076
1077
    "# Run inference.\n",
    "predict_input_fn = _get_predict_input_fn(36, NOISE_DIMS)\n",
1078
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    "prediction_iterable = gan_estimator.predict(\n",
    "    predict_input_fn, hooks=[tf.train.StopAtStepHook(last_step=1)])\n",
1080
    "predictions = [_get_next(prediction_iterable) for _ in xrange(36)]\n",
1081
    "\n",
1082
    "try: # Close the predict session.\n",
1083
    "    _get_next(prediction_iterable)\n",
1084
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1086
    "except StopIteration:\n",
    "    pass\n",
    "\n",
1087
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1100
1101
1102
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1118
    "# 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",
1119
   "execution_count": 17,
1120
1121
1122
1123
   "metadata": {},
   "outputs": [
    {
     "data": {
1124
      "image/png": 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zhuPHj+P3+4nH4wwODjI2NsbMzAyzs7MsLCwQCATY3t7G5XJhMplEsonZbGZra4tMJvOD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\ng8Fg/A/zf2NOVGbNo4oZAAAAAElFTkSuQmCC\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f637375be90>"
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      ]
     },
     "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",
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    "    real_images, one_hot_labels, _ = data_provider.provide_data(\n",
    "        'train', batch_size, MNIST_DATA_DIR)\n",
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    "\n",
    "# Sanity check that we're getting images.\n",
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    "check_real_digits = tfgan.eval.image_reshaper(real_images[:20,...], num_cols=10)\n",
    "visualize_digits(check_real_digits)"
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   ]
  },
  {
   "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",
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   "execution_count": 18,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "def conditional_generator_fn(inputs, weight_decay=2.5e-5, is_training=True):\n",
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    "    \"\"\"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",
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    "        is_training: If `True`, batch norm uses batch statistics. If `False`, batch\n",
    "            norm uses the exponential moving average collected from population \n",
    "            statistics.\n",
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    "\n",
    "    Returns:\n",
    "        A generated image in the range [-1, 1].\n",
    "    \"\"\"\n",
    "    noise, one_hot_labels = inputs\n",
    "  \n",
1186
    "    with framework.arg_scope(\n",
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    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
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    "        weights_regularizer=layers.l2_regularizer(weight_decay)),\\\n",
    "    framework.arg_scope([layers.batch_norm], is_training=is_training,\n",
    "                        zero_debias_moving_mean=True):\n",
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    "        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",
1214
   "execution_count": 19,
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   "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",
1230
    "    with framework.arg_scope(\n",
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    "        [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",
1236
    "        net = tfgan.features.condition_tensor_from_onehot(net, one_hot_labels)\n",
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    "        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",
    "        \n",
    "        return layers.linear(net, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GANModel Tuple"
   ]
  },
  {
   "cell_type": "code",
1253
   "execution_count": 20,
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   "metadata": {},
   "outputs": [
    {
     "data": {
1258
      "image/png": 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ot9ucnZ2hUCjEs9VoNKRSKdrtNlqtllwuJ9ADAJVKRTQaBWB8fFxMn9/+9rfx+XxsbW2h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\nTkSuQmCC\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f6373abf450>"
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      ]
     },
     "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",
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    "    real_data=real_images,\n",
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    "    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",
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   "execution_count": 21,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Generator loss: -0.314357\n",
      "Discriminator loss: 0.044576\n"
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     ]
    }
   ],
   "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",
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   "execution_count": 22,
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   "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",
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   "execution_count": 23,
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   "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",
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    "with tf.variable_scope('Generator', reuse=True):\n",
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    "    eval_images = conditional_gan_model.generator_fn(\n",
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    "        (random_noise, one_hot_labels), is_training=False)\n",
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    "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",
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   "execution_count": 24,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: 1.288447\n",
      "Current cross entropy score: 2.326701\n",
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      "Training step: 0\n",
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      "Time since start: 0.021370 m\n",
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      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
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      "image/png": 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ppdNpVSoVzedzFQoFaxCkhwQ/nU4Vi8W0t7dnnyscDms4HKpSqahQKCgUCqlWq9k7oQkK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\nJhNdXV3ZZ6Rjnc/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32SQ0Bdih2+22aW+c90H4/X57/k+fPtU/+Af/wOLKv/gX/+Jv7+x6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\nlre89T+z/i+NTGqQknu/YAAAAABJRU5ErkJggg==\n",
1422
      "text/plain": [
1423
       "<matplotlib.figure.Figure at 0x7f63fc6d61d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -1.197917\n",
      "Current cross entropy score: 2.008666\n",
1435
      "Training step: 400\n",
1436
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      "Time since start: 2.045402 m\n",
      "Steps per min: 195.560562\n"
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     ]
    },
    {
     "data": {
1442
      "image/png": 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C83q9qgdbqHkLk5LWxuAwkJpHYlQ5q8F7ZhY21T2HQiEoiiIErhrMxPkk4djpdISxYvTe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\nWzNGFT0bCV/KgSDIslar4ZtvvsEvfvELfPbZZ8jn81AUBYV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GohMlpU6GPLck7aUZ75Dr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\n6KUd7W/7WAAAAABJRU5ErkJggg==\n",
1443
      "text/plain": [
1444
       "<matplotlib.figure.Figure at 0x7f636ec7f610>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: -0.148910\n",
      "Current cross entropy score: 2.055502\n",
1456
      "Training step: 800\n",
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      "Time since start: 4.077344 m\n",
      "Steps per min: 196.206171\n"
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     ]
    },
    {
     "data": {
1463
      "image/png": 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Wq9UdpdhoNBoZ1z58+LBMZ5yYmCAYDO7ZOB8cs9VqxefzMTw8TDgc5vr161y9elUu3o9C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\nRQ0Fm81GsVi8T7dRqVTQ6XRYLBbOnj3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1464
      "text/plain": [
1465
       "<matplotlib.figure.Figure at 0x7f636cd1cf50>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: 1.437691\n",
      "Current cross entropy score: 0.656794\n",
1477
      "Training step: 1200\n",
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      "Time since start: 6.129460 m\n",
      "Steps per min: 195.775811\n"
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     ]
    },
    {
     "data": {
1484
      "image/png": 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mQVGkNTAwAI7jsL29jdu3b+PevXtYWVlhNRmxWIx0Oo18Ps8Yj0SMIdZvp0Emk+Hdd9/F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\nNB66e3z69Cm2t7cRi8UQi8XYdRIAm/PE43HOkuR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5Qw9SKBsMBuh0Ok63kQd5R0cHGhoa\n+NTjcrmwsrJStcltsVi4acfAwABUKhXvqn0+H6LRKNLpNAfCSvuknxSZTIb+/n6ucqCufuvr63C5\nXAdSk5Q+pEVGJpNhcHAQLS0tCIVCXJZGNaSkWD6t30H5zp/ufpVK5ZGyN+3t7bh06RJGR0eh0+lY\n1atWqyGXyyuikKWFmQI6LdyvyjSQOImc4dRqNba2trCwsFCTU/zhSpBXXX1RcB8YGMDk5CSmpqbQ\n3d3Nhjjr6+s8P2p9qqRaeboiJIc7qmYAALPZjLa2NvT09MBgMHDzK6/Xy9dU1TjJH54jr5vTtFYG\nAgGEQiEUCgVYLBb09/dje3u7JhvEclQqFbfZjkaj8Pv9bxRE63Q6aLVamM3mush6HiadTiMQCGBr\naws7OztoamqCTqfD2bNnsba2VpUDZl0HeeD5pA2Hw4jFYpifn4fdbodSqYTBYMDAwAAHDeD57lqp\nVKK7uxsdHR1oaWnB0NAQzp8/D4PBwI1GotEotra2sLW19dpMQKVpb2/H1NQUJicnYbfbkUwmueZ/\nZWWFd9rklFQPE5asf8fGxjA0NMTlRX6//6XGDoe/S6lUis7OTnR2dmJ5eRmRSIRdrCjIn+ZzJpNJ\nuFwu9PX1oaOjA1qtFmq1+oXSrPI/07VKX18fPv74YwwPD3NavFQqQalUsuCwEmMnvUC5V8KrPpeC\nvNFoZAGey+XC48ePkUwm33osx4Wuwyj4va63tsFgwIULF/DZZ5+xhTA5CK6srCAYDLL1Z61U6eXZ\nv6amJk6vksMdpVrJ1570NOFwGH6/H0tLSwgEAjWtkX/Vz6XqkmAwyBUdRqMRfX19mJmZqfIoX4Su\nE0inQ1msl1EsFtk+W6/XQ6lUHhAx1wtUobO5uYm1tTU+gJ47dw67u7siyBMkYiARns1mg9VqxQcf\nfIDR0VEkk0koFAo2FaGUCC0sOp0O09PTmJ+fZ3ESpVFOQ8l9GDrttLa2Ynh4mLuElUolBINB3L59\nm20+c7kcQqFQzQM83UdTOm9gYACZTAZ/+tOfuH54aWnpSJ9FBi/Xrl2DXC7n6wmqHDjNZw0Gg/ju\nu+8wMDDAd8A2m427bpGWgJwUJRIJdDodRkdH8YMf/AAOhwM6nQ6ZTAabm5t8Sqv0In6Uz6Lgo1Qq\nOdjkcjlsbGxgeXm5JoGRMiWHffQP/x06sX/zzTfsDkZ6hHA4zIGRLGFrqSug9UahUKCrqwvnzp1D\nNpuFXC6HwWBAR0cHry+5XA4+nw+PHj1CKBRiC9ZK3bdW+nSazWaxuLgIpVLJG0WLxQKVSgWpVFrT\n731+fh7/+Mc/oNPp4PV6D5QZl88riUTC3d+USiUf7EZHR7GyssK9SeqFUqmEmZkZXmdUKhVGRkbY\nq/+0x/pOBHng+Rfl9XqhVqvR3d2N/v5+nDlzBg6HA3K5HCqVCmq1mmuIgec712AwiJWVFdy6dQu3\nbt3ilPjrSnPodEIv+9tCk9JgMLDTHhEOh7G4uIjd3d1T8xQ/LlSFoNfr0dPTg/7+figUCqyvr+PG\njRtwOp1HFrnQBNZqtRgYGMDS0hK7mFXjRYzH41znrtPpoFAouM0w/XzyWad2lkajERcvXsS5c+fQ\n0tICiUSCaDSK5eVluN1uxOPxmpR2SSQSWCwWdHZ2si7A7XbD4/FgZ2enJnPnqMGMslRLS0twOp38\n/5b/ux6gTQtdRVHliE6nY21Kd3c3isUiYrEYW9m6XC7E43Gk02kuuatHyPzGZDJhe3sbvb29MJlM\nLOJ8m6BzXN+SwywvL0MikWBkZARSqRSTk5MHxLq5XA7ZbBZarRZ9fX1cT09CzoGBAQSDQRZt1hNr\na2uQSCQ4f/48HA4HZxVFkC+jVCohHo/j2bNn+Nvf/oZLly7hxz/+MTvFyeVySKVSVh/Tyez+/fv4\n85//zIHpKOkcupMje9m3gVK/lPqTSCR8vZBKpZBIJFg9XQ8Bnk6LFosFZ8+eRU9PD2w2G5xOJ1wu\nF9/9HofycsVAIAC321018yFSnn/55ZdYWlrC2NgYJicnuXcBdY3a3d1FMBhEsVhka1Wr1cqd1DY2\nNvDgwQM8ffqUa/nflqMuipQJkkql7K5mtVqxtbWFu3fvwu1218XceRP1GNQPQ/XwX331Febm5gCA\nhaHUUIqqSPx+P7tvkjV1JdaMw+OpNOQBb7VaYTabkcvl2BP+pNAcpXl4knFvbm6ioaEB586dw+Tk\nJD788EP4/X5sb28jnU4jHA7zxmRoaIiNuPL5PEwmE3p7e7lCo96CPHkrmM1mGI1GpNPpqtnbvjNB\nHgB3EXM6nSgUCohGo7BarTAajQdMSuh+M5/PY3Z2FrOzs6zcPSqVrBstFovI5XJwu924efMmp8US\niQTm5+er2jDkdVDd8vvvv4+hoSE0Nzez7S6lqmOx2LECXLlRy9zcHO7evYtgMFg1YRWdzMg1i+bN\n9vY2bDYb7HY7HA4HrFYrdz3b3d1FMplEIpHA4uIiNjc34fF4MDc3B4/HU7Ga3KOm6KVSKacn4/E4\nK6G3t7dx7969uisdepchfYTX62WPCnJLJH8CKnGNx+PslknXfiScrOeNDHVxy2azXKV09uxZ+P1+\nLC8vn2gDS34U+/v7J94AZzIZBAIBzMzMQKPRoKurCw6HA52dnSgWi9jd3UU4HIbVakVbWxt7V9A7\nTQ6J9brhpcyyzWaDyWSC3W5He3s7WyafFu9UkKe7vVAohFAohP/+978s+qGTDpVH0UJ8kpetvCd2\nJaBFYnZ2Fh6P50CjndMoGzspCoUCNpsNn376KS5fvox4PI4//OEP+M9//sOpyON+n/v7+6zm/d3v\nflczq9JcLodgMMjzRqlUstJbo9HAarWioaEB8Xgcm5ubbDe7sbGBZ8+ewePx1MT/nURrpDlxuVzw\neDxoaWlBIpGAx+Opm/nzvwAF6fKGI+VEIhF4PJ4qj6qyUHtiarVsMpkwPj6OcDgMr9d74iAvl8sP\nOC0e910plUpIJBK4efMmMpkMent70dvbi+7ubm4ORB4bjY2N3AQmk8nA6/Vifn6euyzWI2Q93dnZ\niYGBATgcDjgcDhYgnxbvVJB/GZQGppeTTsVvK3yp1G68/DPS6TQb3NDpvp52nblcjq8Q5ufncePG\nDXz77bdvdQedTCa5fjUQCNS8gxSd7NPpNFZXV7G7uwu/3w+1Ws3PTneA1IM9FovVLJCWu5plMhme\nM6QrqfdTo6A+oQzR/v4+UqkUVzCddD2ig9Hbrr20jjudTvzmN7+Bw+HA8PAwfvrTn8Jutx8o1Uyl\nUnC5XLh79y5u3boFr9dbN70CDkNVGzKZ7EDWuRr8TwT5Si9yp+VEdLhMqt4oFApIJpNYWFiA2+3G\nv/71L2xubr7Vi5PNZvHw4UMA9dNIgjZYwWAQkUgEPp+PW+XSppH+qZYr1eugFDKNm8xyBIKTQnMo\nGAxyZ89AIHDid5Q2z5V4x0ulEjdkcrlcWF9fh1KphMPh4KwtabTm5+dx8+ZNuFyuF9zx6g3Se6RS\nKdZ5pFKpU18X3/kgL6gcpBj+61//ColEUpGTd6UqFE6LYrHIAbN8nPUiEqNTO6lw68FjXPBuQ4Zg\nTqcTiUQCMpkMMzMz8Hq9Jy6hK9ciVDIDSn4aHo8HWq2W/QsaGxsRj8cRDocRCoVOdJVYbehaOyw+\n5wAAAddJREFUwWg0QqVSYWlpCV6v99RNz0SQFzB0YvT5fPzflfrceqVa1pIn5bB1qUDwtpCIbX19\nnV3uNjc3K9KSuNLvOumrqLpBKpVCoVCgsbGRy47r+f0lSE/m9/uxuLiIvb09uN3uqpT7VedS4OXU\n78ovEAgE/6OQi6XRaGQR3uGOb8elvPXuaW7qSaMikUjqpuz4KFBpsl6v5x4Y5P75ltmPN8ZwcZL/\nHvC6phWC0+OoRhfHafAieD316F9+VKo1D0j4m8lkuO3y2wbL8h4GpykGLb+yetd+z1S2SA3Wyssu\nTxMR5L8nvMuL3/eBlxnjvK2D2PeVd3muV2vspIav1Om73CX0tOctBcZ37XdM16GlUokzEQKBQCAQ\nCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAI\nBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgE\nAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQC\ngUAgEAgEAoFAIBAIBAKB4N3l/wBl4EX7WVgJ1gAAAABJRU5ErkJggg==\n",
1485
      "text/plain": [
1486
       "<matplotlib.figure.Figure at 0x7f635fa67750>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: 1.147804\n",
      "Current cross entropy score: 0.324483\n",
1498
      "Training step: 1600\n",
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      "Time since start: 8.179397 m\n",
      "Steps per min: 195.613445\n"
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     ]
    },
    {
     "data": {
1505
      "image/png": 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TGfna2ikRQtBoNNDpdBgbG8PAwADtERaLxfRASSaTCAaDcLvdL2TCE8eB6Hj3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\nYmVlhR0FDxry27DZbJzFzOVyLA6lhS1NJqSOE7KvDYfDnCk56tA9b7f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=\n",
1506
      "text/plain": [
1507
       "<matplotlib.figure.Figure at 0x7f6372eba950>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Current loss: 0.442172\n",
      "Current cross entropy score: 0.430340\n",
1519
      "Training step: 2000\n",
1520
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      "Time since start: 10.233876 m\n",
      "Steps per min: 195.429384\n"
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     ]
    },
    {
     "data": {
1526
      "image/png": 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uSwe21hmqpaUlwuEwMzMzshPA6/W+UIRYqVRwu9385V/+JSdOnOD48eN0dHRw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\nAAAAAElFTkSuQmCC\n",
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      "text/plain": [
1528
       "<matplotlib.figure.Figure at 0x7f6372d17150>"
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      ]
     },
     "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",
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    "with tf.train.SingularMonitoredSession() as 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 % 400 == 0:\n",
    "            xent_val, digits_np = sess.run([xent_score, reshaped_eval_imgs])\n",
    "            xent_score_values.append((i, xent_val))\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, digits_np)"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 25,
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   "metadata": {},
   "outputs": [
    {
     "data": {
1561
      "image/png": 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suWeMGOnMl5KkpsKwsBLrrQdjx8I778Af/gDffQc//3lcfjllijNfSpLKn2FhFbVqBUcc\nAU8+GbNc7rsvTJgQM18ed1zMhilJUjkyLNTC9tvDDTfEmA0TJsCMGTGk9C67wG23OfOlJKm8GBbq\noFMnOPtseOstuPdeaNsWfvGLuLpi3Dj48MOkK5Qkqe4MC/WgeXP46U/hr3+FV1+NPg2XXBLTZR95\nJDz1lMNKS5JKl2Ghnm25JfzmN/DBBxEYZs2C3XaDPn3gxhud+VKSVHoMCw1kjTXg17+G11+HP/85\nOkKeeGL8e845cXWFJEmlwLDQwJo1gx//GP70p5h3YsgQuPZa6N4dDj0UHn3UJgpJUnEzLDSi7t3h\n4ovjKoqrr4Y5c2CffaBXr5gJc+HCpCuUJGlFhoUEtG0Lv/wlvPhiXHbZq1c0WWy0EZxxBvznP0lX\nKElSNcNCgioqYI894M47Y+bL00+Hqiro2RP23x/uv9+ZLyVJyTMsFIkuXWDixJiL4ne/g88/h4MP\nhs02g0svhS++SLpCSVJTZVgoMq1bw9FHw7PPwjPPwK67wogR0URx0knw8stJVyhJamoMC0Vsp53g\nllvgvfdg5MholthmGxgwAO66y5kvJUmNw7BQAtZdF8aMibEZ7rgj+jEMGgTdusHkyfDxx0lXqHyW\nLYsrXd5/34AnqTS1SLoArbqWLSMkDBoUV1JceWX0cxg/PoaVPu002GGHpKssP8uWwaJFMH9+7W/p\njqrHHx+TkElSKalIuoCUPsDMmTNn0qdPn6RrKSmffx7DSP/mN3HmYaedIjQMGgSrrZZ0dcWhPg/2\n2Vq3ho4dV+02axZcdBG89BJsvXXjvgeSytesWbPo27cvQF9gVkNso9CwsC1wMXFw/w54GDgT+CzH\nugcCFwCbAu8C/w08UMPzGhbq6Icf4MEH4Yor4JFHoHPn6BB50kmw4YZJV1c36dP4tT3Qf/ll/Rzs\ns29rrBGPX1VLlsTcIb16wX331c97I0nFFhZWB94CrgEmAR2A3wFLgUOy1t0MeBE4Ergf+DlwM7AN\nMDvHcxsW6tHrr8eZhptugm++gZ/9LM427LZbjO3Q2MrlYF8fqqpg8GB44onYH5JUV8UWFnoClwI/\nAdKzGRwC3Aa0y1p3ItAP2D9j2YPA88DYHM9tWGgACxbEmA1XXglvvAHbbhuhYfBgaNNm1Z+nIQ/2\nq69et4N9qTW1LF0K/frF+//EE8mEN0nlpTHCQiEdHN8ADspaNpDchfUCskcEeBXoXcD2VEcdOkQ4\n+NWvYsKqK66AoUPh7LPhhBOgd++GOdivtx5ssUV5HuzrqlkzmDIlRuj805/gkOxzcpJUhOpyNcRE\nIjz8KMd97YCvspYtZsUzEGoEzZrBvvvG7e23Y9KqG26IUSE92De+/faDvfaCUaPgoIOgefOkK5Kk\n/GoTFjoAvwW2J4LCKznW+Qpom7WsDbAg3xMPGzaMjh07LressrKSysrKWpSpXLp1ix75kyfH2QIP\n9o2vogKmToUdd4xBt447LumKJJWKqqoqqqqqlls2f/78Bt9uoS2m3Ym+B+8AlcDnNaw3keiHcGDG\nsoeAZ4FxOda3z4KanEGD4J//jFlGG7ujpaTy0Rh9FgoZwXFN4DHgSaLjYk1BAeAWYAAwiDh7cTiw\nR2q5JGDSJPjww7hyRZKKWSFhYQjQBTiCaE5YmLqlmxYWEmcbIDpDHgqMIkLFGOBn5L5sUmqSNt8c\nTjwxmoS+/DLpaiSpZoWEhUtT67cD2mfcOqTubw9kNqT8hejX0IEYX+HPdS1WKjdjx8LixXDhhUlX\nIkk1cyIpKUEbbADDhsG0adEkIUnFyLAgJezss6OD44QJSVciSbkZFqSEdewIo0fD9dfHlRGSVGwM\nC1IROPXUaJIYMybpSiRpRYYFqQi0bg3jx8Odd8JzzyVdjSQtz7AgFYljjonpq0eMiMm7JKlYGBak\nItG8eYy58Nhj8MgjSVcjSdUMC1IROfhg6N8/zi7UNNOnJDU2w4JURNKTTL3wAtx+e9LVSFIwLEhF\nZrfd4gzDmDGwZEnS1UiSYUEqSpMnw9tvw3XXJV2JJBkWpKK09dZxdcSECbBoUdLVSGrqDAtSkRo/\nHubPh0svTboSSU2dYUEqUptsAqedBhddBJ98knQ1kpoyw4JUxEaNgmbNYNKkpCuR1JQZFqQi1qlT\nzEo5fXp0eJSkJBgWpCI3bFiEhrFjk65EUlNlWJCKXNu2MG4c/P738NJLSVcjqSkyLEgl4IQToEcP\nGDky6UokNUWGBakEtGwJEyfCgw/C3/+edDWSmhrDglQiBg6Efv3gnHOcwlpS4zIsSCWiWbOYZOqf\n/4R77026GklNiWFBKiF77w377hvjL3z/fdLVSGoqDAtSiZk6FV5/HW66KelKJDUVhgWpxPTpA0ce\nCeedB4sXJ12NpKbAsCCVoPPPh3nz4Iorkq5EUlNgWJBKUI8eMHQoTJkCX3yRdDWSyp1hQSpR554L\nS5ZEHwZJakiGBalErbcenHUW/M//wPvvJ12NpHJmWJBK2PDh0K4djB+fdCWSyplhQSphHTrA6NFw\n443w2mtJVyOpXBkWpBJ3yinQpUuEBklqCIYFqcSttlpcSnnPPfDMM0lXI6kcGRakMjB4MPTu7SRT\nkhqGYUEqA82bx5gLjz8ODz2UdDWSyo1hQSoTBx4IP/oRjBwJS5cmXY2kcmJYkMpERQVccAG89BLc\ndlvS1UgqJ4YFqYzsvDMcemiM7vjtt0lXI6lcGBakMjN5MsydC1dfnXQlksqFYUEqM1tuCUOGwMSJ\nsGBB0tVIKgeGBakMnXceLFoEl1ySdCWSyoFhQSpDG20Ep58eYWHevKSrkVTqDAtSmRoxAlq2jNEd\nJakuDAtSmVprrQgM11wDb72VdDWSSplhQSpjp58OnTvHpZSSVFuGBamMtWkTnR2rqmDWrKSrkVSq\nDAtSmRsyBHr2jGGgJak2DAtSmWvRIgZq+stf4LHHkq5GUikyLEhNwGGHwU47OYW1pNoxLEhNQEUF\nTJ0Kzz8Pd92VdDWSSo1hQWoiBgyAAw6A0aPhu++SrkZSKTEsSE3IlCkwezbceGPSlUgqJbUNC+sA\ns4E98qzzELAYWJhx26+W25NUD7bdFgYPhvHj4auvkq5GUqmoTVjoDzwNbArk6yrVlwgH7TNuf6nF\n9iTVo/PPh08/hcsvT7oSSaWi0LBwHPB7YNRK1usGrAW8UIuaJDWgbt3glFPgggvgs8+SrkZSKSg0\nLDxEnFG4YyXr7UA0O9wOfAy8DAwpuDpJDWL0aFi6NPowSNLKFBoW5gFLV2G9VsA/iDMQ6wNnApcD\nAwvcnqQG0LkzDB8OV1wBc+cmXY2kYldRh8cuBQYAj6/i+lcC6wKDctzXB5i5++6707Fjx+XuqKys\npLKysg5lSspl4ULo0QMOPBB++9ukq5G0Kqqqqqiqqlpu2fz583niiScg+go2yCwwDRUWjgcWAJnD\nv1wPtASOzbF+H2DmzJkz6dOnTx1KklSIK6+EM86Al16CXr2SrkZSbcyaNYu+fftCA4aFhhpnoQNx\nJmG71DYOAiqBaxtoe5JqYehQ6NoVRq2sy7KkJq0+w8JCIhAAXAZcAdyTWj4FOBp4qh63J6mOWrWK\nSynvuw+efDLpaiQVq7qEhWYs3wTRHshsSJlEXELZFtgG+GMdtiWpgRx5JGy3HYwY4SRTknJzuGep\niWvWLCaZeuopuP/+pKuRVIwMC5LYbz/Yc08YORJ++CHpaiQVG8OCJCoqYkTHV16BW25JuhpJxcaw\nIAmAHXaAgQNh7Fj45pukq5FUTAwLkv6/SZPgww9h+vSkK5FUTAwLkv6/zTeHE06I0PDll0lXI6lY\nGBYkLWfcOFi8GC68MOlKJBULw4Kk5WywAQwbBtOmwUcfJV2NpGJgWJC0grPPhtatYcKEpCuRVAwM\nC5JW0LFjzBdx3XXwn/8kXY2kpBkWJOV02mnRJDFmTNKVSEqaYUFSTq1bw/jxcOed8PzzSVcjKUmG\nBUk1OuYY2GorOOccJ5mSmjLDgqQaNW8OU6bAY4/BI48kXY2kpBgWJOV18MHQv39MYb10adLVSEqC\nYUFSXhUVMYX1Cy/AHXckXY2kJBgWJK3UbrvBT34SV0YsWZJ0NZIam2FB0iqZMgXmzImxFyQ1LYYF\nSatk663j6ogJE2DRoqSrkdSYDAuSVtn48TB/fswbIanpMCxIWmWbbAKnnhozUn7ySdLVSGoshgVJ\nBRk1Cpo1g0mTkq5EUmMxLEgqyNprx6yUV10F77yTdDWSGoNhQVLBhg2DtdaCsWOTrkRSYzAsSCpY\n27Ywbhzceiu89FLS1UhqaIYFSbVywgnQoweMHJl0JZIammFBUq20bAkTJ8KDD8LjjyddjaSGZFiQ\nVGsDB0Lfvk5hLZU7w4KkWmvWDC64AJ55Bu69N+lqJDUUw4KkOtl7b9h33xh/4fvvk65GUkMwLEiq\ns6lT4fXX4eabk65EUkMwLEiqsz594Igj4nLKxYuTrkZSfTMsSKoXEyfCvHlwxRVJVyKpvhkWJNWL\nHj1g6FCYMgW++CLpaiTVJ8OCpHpz7rmwZElcISGpfBgWJNWb9daDs86Cyy+H999PuhpJ9cWwIKle\nDR8O7drB+PFJVyKpvhgWJNWrDh1g9Gi48ca4nFJS6TMsSKp3p5wCXbpEaJBU+gwLkurdaqvB+efD\nH/8YQ0FLKm2GBUkNYvBg6N0bRoxwkimp1BkWJDWI5s1jzIW//x3+/Oekq5FUF4YFSQ3mwANh993j\n7MLSpUlXI6m2DAuSGkxFRQzQ9NJLcNttSVcjqbYMC5Ia1C67wKGHxuiO336bdDWSasOwIKnBTZ4M\nc+fCNdckXYmk2jAsSGpwW24JQ4bE5ZQLFiRdjaRCGRYkNYrzzoNFi+CSS5KuRFKhDAuSGsVGG8Hp\np0dYmDcv6WokFcKwIKnRjBgBLVvCxIlJVyKpEIYFSY1mrbUiMFx9Nbz1VtLVSFpVhgVJjer006Fz\n57iUUlJpqG1YWAeYDeyRZ50DgZeBr4BXgYNquS1JZaRNm+jsWFUFL7yQdDWSVkVtwkJ/4GlgU6Cm\n6WE2A+4CRgPtgXHAnUCPWmxPUpkZMgR69oSRI5OuRNKqKDQsHAf8Hhi1kvWOBR4H7gOWEkFhBnBM\ngduTVIZatIiBmh5+GB57LOlqJK1MoWHhIeKMwh0rWa8X0QSR6VWgd4Hbk1SmDjsMdtrJKaylUlBo\nWJhHnClYmXZEX4VMi1PLJYmKCpg6FZ57Du6+O+lqJOXTooGe9yugbdayNkDegV6HDRtGx44dl1tW\nWVlJZWVl/VYnqSgMGAAHHACjR8NPfxpjMEiqWVVVFVVVVcstmz9/foNvt6IOj10KDCD6JmSbCPQh\nrohIewh4lujsmK0PMHPmzJn06dOnDiVJKjUvvgjbbw9XXQUnnZR0NVLpmTVrFn379gXoC8xqiG00\n1DgLtxBBYhBx9uJw4jLLWxpoe5JK1LbbwuDBMH48fP110tVIyqU+w8JCIN1e8AZwKHHVxOfAGOBn\nxNgMkrSc88+HTz+Fyy9PuhJJudSlz0J20Gif9fNfUjdJyqtbNzjllOjwOHQodOqUdEWSMjncs6Si\nMHo0LF0KU6YkXYmkbIYFSUWhc2cYPhyuvBLmzk26GkmZDAuSisaZZ0KHDjF3hKTiYViQVDTat4ex\nY+Hmm+GVV5KuRlKaYUFSURk6FLp2hVErm4FGUqMxLEgqKq1axaWU990HTz2VdDWSwLAgqQgdeSRs\nt52TTEnFwrAgqeg0axZjLjz5JNx/f9LVSDIsSCpK++0He+4JI0fCDz8kXY3UtBkWJBWl9BTWr7wC\nt96adDVS02ZYkFS0dtwRBg6Myym/+SbpaqSmy7AgqahNmgQffADTpyddidR0GRYkFbXNN4cTTojQ\n8OWXSVcjNU2GBUlFb9w4WLwYLroo6UqkpsmwIKnobbABDBsGl14KH32UdDVS02NYkFQSzj4bWreG\nCROSrkRqegwLkkpCx44xX8R118GbbyZdjdS0GBYklYzTToP114cxY5KuRGpaDAuSSka6GeKOO+D5\n55OuRmo6DAuSSsoxx8BWW8UkU5Iah2FBUklp3hwmT4ZHH4VHHkm6GqlpMCxIKjmHHAK77hpnF5Yu\nTboaqfzUT0lnAAAPbUlEQVQZFiSVnIoKuOACmDUr+i9IaliGBUklabfd4Cc/iSsjlixJuhqpvBkW\nJJWsyZNhzhy4/vqkK5HKm2FBUsnq3TuujpgwARYtSroaqXwZFiSVtPHj4YsvYNq0pCuRypdhQVJJ\n22QTOPXUmJHyk0+SrkYqT4YFSSVv1Ki4QmLy5KQrkcqTYUFSyVt77ZiVcvp0eOedpKuRyo9hQVJZ\nGDYM1loLxo5NuhKp/BgWJJWFtm0jKNx6K7z0UtLVSOXFsCCpbJx4InTvHn0YJNUfw4KkstGyJUya\nBA88AI8/nnQ1UvkwLEgqKwMHQt++cM45sGxZ0tVI5cGwIKmsNGsGU6fCM8/A//5v0tVI5cGwIKns\n7LMP7Ltv9F34/vukq5FKn2FBUlmaOhVeew2GD4fPPku6Gqm0GRYklaU+fWLeiGuugS5d4OST4fXX\nk65KKk2GBUlla+xYmDs3miPuvRe23BIOOggefdTOj1IhDAuSyto668CYMfDuu3DTTfDBB9GnYbvt\n4udvv026Qqn4GRYkNQmrrQbHHgsvvBBnFjbeGIYMiVkrJ0xwxkopH8OCpCalogL22gv+9Kfow/Cz\nn0VnyC5d4Je/hFdeSbpCqfgYFiQ1WT17xkyV770H48bFyI9bbw377w8PP2y/BinNsCCpyevUCUaO\njOmtb7klmiT23x9694brr4dvvkm6QilZhgVJSmnVCo46Cp5/HmbMgB49YOjQ6N8wbhzMm5d0hVIy\nDAuSlKWiAvbYIy63/M9/4Igj4JJLIjQcfzy8/HLSFUqNy7AgSXn06AFXXBH9Gs4/Hx55BLbZJoaT\nfvBBWLo06QqlhmdYkKRVsOaacPbZMGcO3HYbzJ8fAzz16hWjRH79ddIVSg3HsCBJBWjZEior4dln\n4YknYKut4Fe/iiaKMWPgo4+SrlCqf4YFSaqFigrYbTe4+254883oGHn55THI07HHwr/+lXSFUv0x\nLEhSHW26KVx2Gbz/PkyZEldSbL999eBP9mtQqSs0LHQG7gW+AD4BpgHNa1j3IWAxsDDjtl/typSk\n4rfGGnDWWfDWW3D77bB4MRxyCGyxRQz+9NVXSVco1U6hYeF2YAGwPrAjsA8wuoZ1+xLhoH3G7S+1\nK1OSSkeLFnD44fD00/CPf8SkVaefHkNKjxwZk1lJpaSQsNAD2AM4G/gGeBs4Hzgxx7rdgLWAF+pa\noCSVsl12gTvuiLMNQ4bEGYauXaOPw8yZSVcnrZpCwkIv4HPg/zKWvQZsBHTIWncHotnhduBj4GVg\nSO3LlKTS1rVrDOz03ntw0UXw1FPQr1/14E8//JB0hVLNCgkL7YHsFrf0lcXtspa3Av4BjCKaLM4E\nLgcG1qJGSSobHTrAsGEwezbcdVeEhMMOi0mtrrgCFi1KukJpRRUFrHsYcC2wTsay3sCLwBrEmYR8\nrgTWBQbluK8PMHP33XenY8eOy91RWVlJZWVlAWVKUml59lmYNg3uvBPatYupsk8/PcZukDJVVVVR\nVVW13LL58+fzxBNPQPQVnNUQ2y0kLGwGvAGsRzQtABwBXAhskrXu8URHyLsyll0PtASOzfHcfYCZ\nM2fOpE+fPgWUJEnl47334uzCtdfGGYaBA+HMM2HHHZOuTMVs1qxZ9O3bFxowLBTSDPEm8CRwGdHs\n0A0YA9yQY90OxJmE7VLbOAioJM5MSJJy6NIFLrwwxmu47LKY/XKnnaB//2iy+P77pCtUU1XopZMD\ngRbElRDPEGMpnJ+6byERCCACxRXAPanlU4CjgafqWK8klb127eC00+CNN+Cee+JSzEGDYLPNorli\nwYKkK1RTU2hY+Bg4nOi3sC5xGeWy1H3tgcyGlEnE2Ye2wDbAH+tUqSQ1Mc2bw6GHwt//HmcZ+veP\nyaw22iiaJ955J+kK1VQ43LMklYC+feHWWyMgnHYa3HQTdO8eZxyefjrp6lTuDAuSVEI23BAmT47O\nkFdeCS++CLvuCjvvHENM269BDcGwIEklqG1bOOUUeP31mKyqTRs48sg423DxxTB/ftIVqpwYFiSp\nhDVrBj/5CTz2GLzwAgwYAKNGxZUVZ5wBc+YkXaHq23ffxbToDz0Ul9pedFHDb7NFw29CktQYttsO\nbr4Zpk6NOSiuuioOJoceCv/1X7DbblBRyOg6Ssy338Lbb8dIn2++Gf+mb+++Wz08eKtWsMEGDV9P\nsfzaOCiTJNWzr7+OTpHTpkVzRb9+ERoGDYKWLZOuTosXx5mf7DAwezbMnQvLUtcarr469OiR+7bh\nhvDiiw0/KJNnFiSpTLVpA0OHwoknwsMPR2j4xS/i8svTT4/71lwz6SrL21dfrRgE0rf3369er23b\nGEejRw+orFw+EKy/fjQ3JcmwIEllrlkzOOCAuL38cowOOXYsTJgQ02afcUYcqFQ7CxbUHAg++qh6\nvQ4dqgNB//7LB4J11y3uJiLDgiQ1Ib17ww03xOWXV10VfRumT4eDD44mij32KO6DVlK++KLmQPDx\nx9XrrbVWdQDYc8/q/2+2GXTqVLrvrWFBkpqgddeF886DESPg97+PJoo994Ttt4/QcMQR0XmuqVi2\nDD77LHcYePNN+Pzz6nXXWac6BPz4x9VhoHv3CAvlyLAgSU1Y69Zwwglw/PHwyCMRGo45Bs45J0aK\nPOmk+EZcDpYti7MAucLA7Nnw5ZfV6663XoSALbeMsy7p5oPu3WGNNZJ7DUkxLEiSqKiA/faL26uv\nRr+GCRNg4kQ49lgYNgx69ky6ypVbtiz6CdQUCBYtql53ww0jAGy3XUwHnhkI2rVL7jUUI8OCJGk5\nW20F114LkybB1VfDb34T/x54YExgtddeyba9L10KH3yQOwy89VZcMgpRY5cuEQB23DGuBEk3H2y6\naVwtolVjWJAk5bTOOnDuuXGpZVVVNFHssw9ss030a6ishNVWa5ht//BDzH+RHQbSgeDbb2O9Zs1g\nk00iAOy+e1zdkQ4E3bpFM4vqrlj6ZTookyQVuWXLYljpadPggQeik+Spp8LJJ0ewKNT338dohLlG\nKZwzJ4Y1BmjRIg78uQYl6tq1aXXEzGXWLAdlkiQViYoK2HvvuL3+Olx+OUyZEpdhHn109GvYaqvl\nH7NkSUyrnWuUwnfeqZ4ls1WraBro0SPGg8gMBBtv7IiTSTMsSJIKtsUWMU7DxIlwzTUxXfZ118Wl\nhJtuuvw8BkuXxmNat47Ogz16wE9/unwg6NIFmjdP9jWpZoYFSVKtdeoUs1wOHw633x6dIZ96KgLA\noEErzmOQ9LDFqh3DgiSpzlq1iqaIo49OuhI1BDOeJEnKy7AgSZLyMixIkqS8DAuSJCkvw4IkScrL\nsCBJkvIyLEiSpLwMC5IkKS/DgiRJysuwIEmS8jIsSJKkvAwLkiQpL8OCJEnKy7AgSZLyMixIkqS8\nDAuSJCkvw4IkScrLsCBJkvIyLEiSpLwMC5IkKS/DgiRJysuwIEmS8jIsSJKkvAwLkiQpL8OCJEnK\ny7AgSZLyMixIkqS8DAuSJCkvw4IkScrLsCBJkvIyLEiSpLwMC5IkKS/DghpEVVVV0iWoHrk/y4/7\nVIUoNCx0Bu4FvgA+AaYBzWt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      "text/plain": [
1563
       "<matplotlib.figure.Figure at 0x7f636f8928d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
1571
      "image/png": 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ZVjjkEODXv/bLCwB69fI/Jg9KFQdZKrhdqYLlIC/Rdvrp8fHC5UP4u9/lGzp0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\nk2zjgUUMK9jyCEXo2Qrf+hbQt6893Lj+Zm9bCVB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bylhlfMupiqoePfxjRJiw1ampvtvd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\nIYQQQgghhBBCCCGEEEIIIcTI/wMs6Aywt8iLjwAAAABJRU5ErkJggg==\n",
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      "text/plain": [
1573
       "<matplotlib.figure.Figure at 0x7f636cd1c050>"
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      ]
     },
     "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",
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   "execution_count": 11,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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cNRrNntC9UqmkqKiIuro64QEdZronkUiwsLDArVu3GBkZEaNwJeEYg8FAWVkZ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\n8v8AmDaALfzjUe4AAAAASUVORK5CYII=\n",
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      "text/plain": [
1619
       "<matplotlib.figure.Figure at 0x7f40bc1aecd0>"
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      ]
     },
     "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",
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    "    real_images, _, _ = data_provider.provide_data(\n",
    "        'train', batch_size, MNIST_DATA_DIR)\n",
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    "\n",
    "# Sanity check that we're getting images.\n",
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    "check_real_digits = tfgan.eval.image_reshaper(real_images[:20,...], num_cols=10)\n",
    "visualize_digits(check_real_digits)"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='infogan_model'></a>\n",
    "## Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generator"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "def infogan_generator(inputs, categorical_dim, weight_decay=2.5e-5,\n",
    "                      is_training=True):\n",
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    "    \"\"\"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",
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    "        is_training: If `True`, batch norm uses batch statistics. If `False`, batch\n",
    "            norm uses the exponential moving average collected from population \n",
    "            statistics.\n",
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    "    \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",
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    "    with framework.arg_scope(\n",
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    "        [layers.fully_connected, layers.conv2d_transpose],\n",
    "        activation_fn=tf.nn.relu, normalizer_fn=layers.batch_norm,\n",
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    "        weights_regularizer=layers.l2_regularizer(weight_decay)),\\\n",
    "    framework.arg_scope([layers.batch_norm], is_training=is_training):\n",
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    "        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",
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   "execution_count": 13,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def infogan_discriminator(img, unused_conditioning, weight_decay=2.5e-5,\n",
1717
    "                          categorical_dim=10, continuous_dim=2, is_training=True):\n",
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    "    \"\"\"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",
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    "        is_training: If `True`, batch norm uses batch statistics. If `False`, batch\n",
    "            norm uses the exponential moving average collected from population \n",
    "            statistics.\n",
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    "    \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",
1740
    "    with framework.arg_scope(\n",
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    "        [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",
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    "        with framework.arg_scope([layers.batch_norm], is_training=is_training):\n",
    "            encoder = layers.fully_connected(\n",
    "                net, 128, normalizer_fn=layers.batch_norm)\n",
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    "\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",
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   "execution_count": 14,
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   "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",
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    "    real_data=real_images,\n",
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    "    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",
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Generator loss: 3.383600\n",
      "Discriminator loss: 2.162185\n"
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     ]
    }
   ],
   "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",
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   "execution_count": 18,
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   "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",
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   "execution_count": 19,
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   "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",
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    "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",
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    "    with tf.variable_scope('Generator', reuse=True):\n",
    "        display_images.append(infogan_model.generator_fn(noise, is_training=False))\n",
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    "\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",
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   "execution_count": 33,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training step: 0\n",
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      "Time since start: 0.025766 m\n",
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      "Steps per min: 0.000000\n"
     ]
    },
    {
     "data": {
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      "image/png": 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DG41GTUAikYgZFn42GAyaoymXyyoWixoMBppMJprP5wqFQtput6YUkuz3MQiRSESxWEzz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cPhk0tlKJyryrRnE9W26ahhX1dXVzlYh/4I/r2n77C6uprIBOervQ3S2Gg0csX0+fl5zM7ORkR0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M5L7UuSKTJsWi4VgcDhscUJ8hrQF5EabXS3t7cGq+GsEXIUir5zavL0m9K6gmAtl0sbCCLJ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\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i98mIvLzg/CH9+OfEMAzYz7yPb//he/k6OfIivexlQKHJvLlzScZFgHFL3z2fS2DhywiU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\nIEGCBAkSJEiQIEGC/N+T/w+qI5cQffFvlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63733afed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: 5.815053\n",
      "Current MNIST score: 1.084848\n",
      "Training step: 1000\n",
      "Time since start: 4.819182 m\n",
      "Steps per min: 207.504112\n"
     ]
    },
    {
     "data": {
      "image/png": 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G88JT0C+98a/WUxbV2F1dXZw+fZqOjg6pUrW+vs6HH37I6uoq2WyWL7/8Ug5/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19+SUdHB3fu3JFnrlKpWFlZkcJcGAtqtZp4PC6NmWRxNxgMWK1W6TlvbW1x584drl69yvXr1xkf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MBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAY\nDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgM\nBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwG\ng8FgMBgMBoPBYDyM/wPMmqZRt8bk4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f636e55b490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -10.885268\n",
      "Current MNIST score: 6.105103\n",
      "Training step: 2000\n",
      "Time since start: 9.603889 m\n",
      "Steps per min: 208.248977\n"
     ]
    },
    {
     "data": {
      "image/png": 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19airq0NdXR1qa2tRXV3N9z4YDGJtbQ0LCwtIJpPo7e2FTqdDa2srT4icnJzM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pkMIpEI4yNYWFjIA+scdQZgdXUVn3zyCWpra9HU1MTeNaGxqZxBOAb6LjJq3HNO7GoEDtur0H7s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\nV+Pdd9/l/QPCWe3u7m40NTVFjSMnu9M2uZ/85Cd44403kJqayol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IhUJShP0NBgO6urrQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f63642ad550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -2.954233\n",
      "Current MNIST score: 7.171986\n",
      "Training step: 3000\n",
      "Time since start: 14.378457 m\n",
      "Steps per min: 208.645476\n"
     ]
    },
    {
     "data": {
      "image/png": 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32c1mMywWC6cct/N4qfZKLThHjhxBS0sLIpEIenp60N/fv6XTpdfrUVlZidLS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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f636f520bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -8.133733\n",
      "Current MNIST score: 7.012982\n",
      "Training step: 4000\n",
      "Time since start: 19.170171 m\n",
      "Steps per min: 208.657508\n"
     ]
    },
    {
     "data": {
      "image/png": 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UlJQw4ZQ9e/awaONpHDgkzUmOyHpW8YNA7TukRlZTU4PFxcU1wkVPgkgkApfL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vsurFYr3G431UvP1VSzzYL9/9h70+C2rvN8/LnY930hAQIEwX0TKVKkRO2SJcuObdmRnNhxM800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\nsrICkUjEvAR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tmlQqRU5ODnJycpCRkcFqhAaDAXv37sWzzz6L7OxsKBQKTExM4OLFi/jP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\nPy/4zph2Hlzo1qX0tQNNFulivnTpUuzcuRPLly+HSCTCsWPHUFp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pu90Oq9UalL7xswOR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\nzv8HG6CQYYaTOZ4AAAAASUVORK5CYII=\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f636e53f3d0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -4.360440\n",
      "Current MNIST score: 7.883360\n",
      "Training step: 5000\n",
      "Time since start: 23.939930 m\n",
      "Steps per min: 208.856087\n"
     ]
    },
    {
     "data": {
      "image/png": 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xFYgst76+jr/+67/GysoKrFYrG8xqtYpKpQKv1wsA8Hg8XF+m8cStVgvtdptF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BIJtre3sbW1hY2NDXYIzrj2N9r3K2X8gZcEE1LpM5lMcDqd6Ha7TCAiT1EIB/pVIEYtMXD7a/20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LcX7oU622Jc5GwaFKpWL3IlfsPpLa/tlsFh6PB5lMhvODKgj0IopEIggEAmyqWSNohAW/G9Rq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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f636cd03710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -13.686996\n",
      "Current MNIST score: 7.210840\n",
      "Training step: 6000\n",
      "Time since start: 28.708190 m\n",
      "Steps per min: 208.999591\n"
     ]
    },
    {
     "data": {
      "image/png": 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+8uXLTLL0ftDmUKlU0Ov1LK2eWwf2+/2PJc35oKA2FqvVioaGBphMJgiFQoRC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Hzr1Lyrsbr0QJPym/zwxnvcJaOLq695577znne8rKAAAjIyNwuVzY3d1FSkoKtFotdDodfD4f\nhoeHMTU1hZmZGSwtLSEQCCRlQyRJW0S5z2QyYWNjA6Ojo7RtpkajgUajgVarxczMDIaHh2G1WrGw\nsICtra2kPYPy+XzodDqcOHGCSvaOjo7CarXC7/dDJBJBrVZDo9EgGo3SdqDz8/Ow2+0v9EbxTZAK\nkPz8fFy8eBFZWVnw+XwYHByE3W6Hx+OBSqWCSqWCWq3G3Nwcnjx5guXlZTgcDgQCgaQdtvh8PuRy\nOaqrq1FXVwe5XI7FxUUMDQ1hfX0dkUgEMpmMJhOPjo5iYmICDocDHo8nacI+pALEaDSiqakJWVlZ\niEQiGBwcxMzMDFZXV8Hj8SASiSAQCOiLnNPphNvtTtpcAb5U7svOzkZZWRmUSiVcLhd6e3ths9ng\ndrshFAppSeX09DQcDget2Epm9ZBIJKINzEwmEzgcDiYmJmh3vnA4DD6fj93dXayvr8Nut1Pxqpcx\nV15550+EYfh8PqRSKdLS0lBbW4u2tjZYLBZEIhGaYKPRaCCTyaBSqRAOh7G8vIyOjg5MTk5icXER\nW1tbL3VjIeIqJDveYrHgyJEjqK2thUqlwuLiIsbHx6nCnFwuRygUos7/8ePHmJ6exsbGRlIOLSQx\n0Wg0UgGfrKwsAMDS0hLm5+fpM6lYLIZUKoXL5UJ/fz8dc7/f/9IdKDkkqlQqpKeno6GhgXZFtFqt\nVOueJEDxeDwIBAJYrVYaFtrc3EyK2hmZM0ajkVawFBYWgs/n0yf9cDgMpVJJb5k7OzvUETmdzqSp\nERLlPovFgqqqKjQ3N0MkEsHlcmF6ehqLi4sIBALQ6XTQ6XQIhUKYn5/HyMgINjY24PP5klbJwuFw\naMObyspKmmi2traGoaEheDwexONxpKSkQKlUQigUwmq1Ym5ujtqdrBson8+HyWSi2fFpaWkIBoMH\nxpbsn2KxGC6XC0tLS/B6vdSBJuu1Qi6XIz09HXl5ecjKygKXy4XH46Gtyr1eLwQCAQQCAXg8HlZW\nVrCxsUHHO5nOX6vVIisr60DCs81mw9DQEJxOJ8LhL4wEZQAAIABJREFUMK04CwQCtP8Acfys8/9f\nIAkVpLXt1atXUV1djdzcXMTjcbhcLkgkEtqDXa1WQygUwufzwWq1oqurK2nPQ+RELpfL0dbWhqtX\nr6KwsBA6nQ7xeBx8Ph9isRgWiwVGoxGpqalIJBK0HHFkZARerzdpN36RSAS9Xo+3334bJ06cQElJ\nCQQCAY1lKZVKGAwGaLVaKBQKBINBelMi2uzJ2BBJZn9lZSXeffdd1NTUwGAwUKVBLpcLnU4HjUZD\ndQlWV1cxPz+PmZmZpAoSkQPX6dOncfnyZSo8RGwXi8VIS0uDUqmESqWiMdzFxUW4XK6kyieTF6I/\n+ZM/wfHjx6FSqagtJORlMBgglUohEAjg8XjgdDrhcDjogSVZjp/L5aKqqgrf+c53UFJSQhO2yJ+L\nKFYKBAJEIhGsr6/TuG0yBcOIJPiJEydw8uRJqNXqA8p95KWCJOOS0AuZ48l0/BwOBxaLBZcuXaJ7\ny/5xTE1NpYfc7e1t2nSICY4fAMrKynD8+PEDcuCJRIJemPZX35Bn/mg0+tLsfqWdP3H8JPbZ1NSE\nlpYWWuZEYpqkO1VaWhoCgQBsNhuN2zqdzqScysmNX6VSoaCgAHV1dWhqakJKSgoEAgFCoRAsFgt2\nd3eh0+kgFAoRDAaxvLyM6elp+tSfjJvQ/t7ThYWFqKurQ3l5OVJSUugELywshNFohFqtprrgCwsL\nGBgYoM9yyXi+JYIsOp0OBQUFaGpqovXwkUgEOp0OVVVVEAqFEAqF8Pv91HlarVYa409W5rBYLIZa\nrUZxcTGqq6uh0Wjo02FmZibNrSB5ImS+rK6uIhgMJjX+KRKJoNPpUF1djby8PIhEIkSjUSgUChQV\nFcHv94PD4cDr9WJ9fR0rKyu0q2YyN3MSqsjIyEBDQwP0ej11oHq9HhUVFYjH49jZ2cHGxgbcbjeW\nl5fh8XheSDe2b2u7WCxGSUkJSktLIZVK6QGS3KTD4TA2NjZoBzmyryRb5IzD4UCn06GxsREWi4Wq\nsKakpKC4uBherxc+n4/G9z0eD50ryRYiIpUslZWVtG8MABiNRhQVFcHn89ExJ6qyLzss9Fo4f6lU\niqqqKrS1taGgoACpqal0wRJRCFLyNDw8jNHRUXz00UeYm5tLau0n6bhWX1+PyspKqu2cSCQgEAhQ\nUlKCwsJC7O7uwuVyYXFxER0dHfj9739PY3HJsp3H48FkMqGyshK5ublUypQkmTU3N9OaeFLbfOfO\nHYyPjyctO57YTpTBcnNzYbFYaEIoh8NBZmYmjEYj3ch7e3sxPj6OR48evdCymz/WdqlUCpPJBLPZ\nDKPRSJ8NuVwuKioqkJeXB7/fj5mZGczOzmJoaAgjIyNJl5Td3yDJYrFAo9FQaVmtVovW1lZ4vV64\n3W5a/TE0NISVlZWkN8Ehr1xarRY5OTkQiUQ0XyQ3NxdarRZra2uYn5+HzWaDzWbD9PQ0vF4vI5yQ\nWCxGRkYGLBYL7adBqqHS09Nhs9loCavL5UpqRcJ+u8lrEAlV7Hegx44dw+LiImZnZ6ns8Pr6Og3F\nMcF2s9lMK4eI7UT90Wq1Ynd3l1ZRJCOh8pV1/mTxVVdX4/z586iurkZRURHkcjlttELK4shkEAgE\nMJvN9DCQLOdJkvtOnDiB1tZWNDQ0IDc390CDGPLUSJ6JdDodioqKMDAwgO3t7aQlPXG5XKSnp6O+\nvh4tLS1obm6mhxYy5sR2gUAAsViM7OxsbG9vo729Penqg0RJ7uzZs2hsbIRUKqULk9hOkoxIT3aX\ny4V79+4l1XkKhULo9XocOXIE165dQ01NzYGmPGST5/P5tG+CSCTC3Nxc0m9CIpEIMpkMN27cwIUL\nF2Aymajt5DYnk8moQBSwJ7U9NTWVdOfJ5/NRWFiIt956CydPnqR9QIjtpMGQWCw+kE80MzNzoEnL\ny4bMiRMnTuDy5csoLy+HSCQ6kCOlUCjA5/NpgiXJs1hbW6PrOVnjn5KSgnPnzuH8+fPQaDT00ELm\nOZF+1mq1MJlM0Gg0tGPi0xUjL5v8/HwcPXoUtbW1UCqVtNEQ0SogFw6TyYSCggJ0dHRQOV9S0v0y\neKWdP3nuv3DhAtRqNU2IIyUUJAmETAJShkMkIJPV6IG8VtTW1uLYsWPIyMiAWCymSXskwQwAfTIk\nzR6I0EwyHBFxjKQ+u6GhgQqzENv5fD5VT9w/7qRFZbKcP5fLpQ1vmpubUV9fj4yMjAPz5Wnt/v0H\nsHA4nNTXCqlUiry8PNTW1uLo0aOQSqXY3t6mfzYijrM/Dk1+LZlPzxwOB0qlEpmZmWhoaEBNTQ0E\nAgF9cSPrk8TFBQIBhEIhDWUks6U2SQrNyclBW1sbcnNzqUAYmRtE9ZHsRxKJBDweL+mNwcgeU1RU\nhNbWVqSmph6wHQCN6ZPDmUwmo/0IkolAIEBKSgqqqqpoG2oiTQ182XyNy+VCLpdDqVTSboP7/3wv\nGzIn0tLSUFdXB4PBQDUIANBGYKFQCCKRCAqFAiqVCkKh8MCcelm8ks6fPN2q1WqoVCqIRCLYbDYE\ng0G6EfJ4PKSlpUEul9MnrHg8js8++wy3b9/G2tpa0hyoSCRCSkoKzQCdmJigzoc0NyFJf2TBzs/P\n44MPPsDjx4+TtpmTDS41NRVZWVkIhULo7++nJUIkh0GpVNI+8RwOB/fv38cXX3yBmZmZpOYoiEQi\nZGdno6ioCC6XC16vl8ZAyYaTSCRopzu3243PP/8cnZ2d8Hq9ST0sqtVqNDY2wmg0Ynh4GEqlkraL\nlUgkkMvl2NraosI+RLdibGwsabXOZDPLyMjAyZMnEQ6HMTg4CJ1OB7FYTFs9x+NxbGxsUAGuO3fu\noKurC/Pz80nrH0/WY35+PtLT0zE1NYVwOAyz2UznC9F+WF1dRSwWw9LSEh48eEBlcJNZmSCXy5GT\nk4NIJIK+vj6aSMzj8WjPBJKXEI1G0d/fj56eHszPz2NjYyOphy6FQgGlUonl5WVMTExQbRPiGNfX\n1zE7O4twOAyv14uenh5MTU1hZWUlqQmtXC6X5g5NT0/DaDRCqVQe6Ow4OTmJ5eVlxGIxLC4u0hLX\n/VoKL+vF5ZV1/uTHbrfj7t27tJaWbDik3aNEIjlQOtHR0YHx8XG6SSbD7v01qcFgEC6X64B6n1gs\nhkqloupsXC4XTqcTnZ2dsNvtSXnS2l+W6Pf7MTw8TJXjyKGFNN6QSqV0I+dwOBgaGsLAwAAth0oG\nJAyxvr6OoaEhuN1uRKNRCIVCuiHKZDJ6OieHgCdPnmBxcTFptc5kzBOJBJW03d7ehkgkos+4IpEI\nEokEgUCA3qjn5ubQ19dHy1eT6UBJ9juRMCU68uRAFo/H6eEqGo1iYGAAs7OzSa3pJ2HFSCQCu90O\nt9uN4eFhaDQaOtf5fD58Ph8VyVlfX8fw8DA2NzeT2uWRvHJFo1FYrVa43W6Mjo5CpVLRPYZUQpGK\nG9IUbGdn58BN9WVC9kYul4tQKITR0VF4vV5MT08fqOX3er2w2WxU0GpmZgbr6+sH6vqTdcHg8Xhw\nu900PDsyMkLtjsfjWFxcxOrqKuLxONbW1jA3N0cz/V+6zS/12/54vnEU9jtIiUQCoVBI64BJydN+\n7X4yqPtPVMnayMnpkLRxjEajB24J5MmKHFaenhDJSmYhG7lcLqdPhKRrFrFpf37F/vHd//yfDIiD\nJHYLBAJ60v6q+bKfZNpO7JJIJJBKpZDJZLRyYn9ogti330YmjDmJhUulUkilUni9Xtq2ef+YM9F2\ngUAAkUgEqVRKD4Jkg/7f1ij5LBmQV1FiO2lARez5ujVKSGaOBTlQSSQS8Pl8BIPBA69tJCTxdfMl\nmZDXIHKYffrwt3+uvER7v9G/v5LOn2wsJDZITopPO1Dg6ydGsjeW/fkIpCTx6Y1l/z+f/vVk2E1s\n5/P59FZEkia/yfZksz8Bcf982X8j3n8wZIrdwJeHLvJDElW/7vDKJNvJCxyx/WnlMqaOOXDQdgBf\nG2pjmt3Al/keJOfjVRnz/a+25OXi68JVTLadPPF/1cXtZZv1zB8mEWb9zbKwsLCwsLxafKN/T14t\nCgsLCwsLC0tSeC2cf7JKO1hYWFhYWF5FXnnnn+zazufhVbWbhYWFheXVhqme51vF/F9EXaRAIACH\nw0m6zOW3hSSIkUYdrxJEVSyZ6lzPCqlBTrZAyrOQTCU3FhaWFwab8PdtIFUEpJ53dXU1aR3cvg37\n+xyo1Wr4/X54PJ6k61z/MZBMfIVCAbFYDLfbjZ2dHcbbDewJ8IhEIsjlckSjUXi93lfi8ELq2Ekp\nnt/vp1UnTIdk4YvFYnA4nANtUJkMqVIiAkG7u7u0JIzptpP5QjQ9nq6WYTL7K06I4uWrMuak8oGo\nRn7LMf9G/857fhNfCP8vWV8sl8uh1+vR3NyMvLw82niB6Zsil8ul/caPHz8OLpcLh8PxSjgiiUQC\nrVaLqqoqVFdXw+PxwOfzMd5uYE+D3GKxoL6+HqmpqXC5XIjH44yfL+SAm5eXh4aGBmxvb9NGNEwe\ndw5nr0Ut6ShpMBjg9/uT3j3vj4HH49E213l5eVQw61UYc7FYjJSUFJhMJhiNxqRKdf+x7NdVUavV\nMBgMkEgkjGj+879ByqqVSiXUavUBxddvYfdPv+nDV9b5H3asn9ycKyoqcOHCBRw9ehRmsxlerxeh\nUAiBQOBQvod812HG+omyXltbG06dOoWmpiYIBAJsb2/TntFMhIx5dnY2zp49i6NHj6KsrIz2MQgE\nAox1pOSFqLGxEadPn0ZTUxPV8o7FYozeYEiToOPHj9PGUkRYhdTiMzFkRESDSktLcerUKdTX16Og\noAByuZz2C/g68ZpkIxKJoFKp0NTUhNbWVtTX18NkMkGtVtN6fCaGGInzzM7OxtGjR1FfX4+Kigqk\npaVBpVLRkFEyu11+FUTsSKVSoaKiAs3NzaipqUFeXh6MRiMUCgXtGZDsxlf7IQcWpVKJ9PR01NbW\noqamBjU1NbBYLDAajbR5Hent8Q18o/N/ZeV9gYNqVc8Ll8uFSCRCU1MTfvKTn0AoFMLpdFJ5VCLB\n+7ybIrH9MEV7+Hw+UlJScP36dVy8eBESiYSGLT755BP4fL5D62B4mHYT5b2ysjL85V/+JUwmE2Kx\nGBQKBWQyGTY3N7GxsXFoi/MwY9tEDvjUqVP40z/9U8hkMjidTlgsFvzud7+Dx+OB3+8/lJeXwxZ4\nIp0Wv/vd76KmpgZyuRx5eXnIycnB//zP/2BycvLQJF4P03YejweFQoHm5mb86Ec/glKpxO7uLhob\nG3Hr1i18+OGHcLlcjHSiEokEJpMJV69excmTJ6FWq7GxsYHZ2Vl8/PHH6Orqoi3GmWI7CVOo1WpU\nV1fj+9//PjIzMyGXy+FwODA4OIibN29ieHg4af0jvgmZTAaTyYRTp07h3LlzSEtLQywWw/r6Oh49\neoT29nb09/cnTbr7qyDOX6vVory8HNeuXUNpaSn0ej28Xi9WVlbQ1dWFzs5ObG5uYnd395nH/ZVy\n/iQ+GY1GaTetw1ooZrMZ165dw9mzZ2mzF6VSiZKSEkxPT0MsFj9zNz3i5Ei3O9Kh6rAcWlNTEy5d\nuoTKykrIZDLa1KiwsBBdXV0QCoXPPFYkHg+AJhEe1kJRKBS4dOkSzp8/j7S0NNqHwWQywWQy0Q5p\nzzpOROWM3AYPc4EXFBTg4sWLaG5upm07lUolMjIykJKSQpXhnsV2sunulxw+LNs5HA5aW1tx7tw5\n5OXlQaFQQCAQQKPRQK/X0zF/nt+fjPlhyplyOBwYjUZcuHABb7zxBnQ6HQQCASKRCPR6PdRqNW2d\n+qzft7+N7WHazeVyUVFRgfPnz6OqqgparZa+BJB5v/97n+U7XoRyH7mBHj9+HKdPn0Zubi5SUlLA\n4/Gg1Wrp/36e73z6BfSwxlwgECArKwvnzp1DY2MjMjIyIJVKsbu7S18znmfMn7b9sMac9LuoqqrC\nyZMnUV5eDpPJRH1SIBAAn88/lPn5yjj//Z3Z9redPKxbv16vx4ULF1BbWwuRSARg76mOtAomG8Pz\n2E4STg7zJsvlclFaWorr169Dp9NBKBQikUhALBZDqVRCKBQeyncQDssJkXacx44dQ2trK91IiO3k\n7+B5xokkynyVHvizQsYjMzMTV65cQW5uLiQSCYC91wDSgOR5b/z7w1qHOeY8Ho9uLCaTCWKxmNpO\nxorMz+dxRITDdEQ6nQ4nTpxATU0NlEolPRiRzfB5e6Hvt/2w7CahrYKCApw5cwaZmZlQKBQAQKWm\nI5HIgaY0z/Ndh/lqQNZoXV0dGhsbodfrIRAIEI1GIRAIkEjs9Tx43iZGL2LMBQIBzGYzjh8/jqKi\nImi1WnA4HOzs7EAoFCIcDmNra4txr0Q8Hg8SiQRFRUVobGxEVlYWnS/RaBRcLhdbW1s0JPo8tr8y\nzj+R2OupTjLYD/M2JBKJoFQqodVqIZfLAew5uWAwiKWlJTgcjud61iKNHvZ3dzoMSIMjksxCHH8i\nkcDm5iZmZmawurr6XG1R4/E47XdP/v0wEAgEkMlk0Ov10Gq1dGwikQhWVlawsLBAu6M9Ky8idk1i\niWq1GpmZmVAqlQD2xsXj8dCWnV6v95kdUSKRoB0RD3NjIodnvV4Ps9lMD1jxeBx2ux2Tk5Ow2WzY\n2tp6rvmy//97WPaTapCMjAxoNBr6eweDQdqRbmVl5bkqc76qGdXzwuVyIRQKodVqkZWVBZlMRn9/\nskZnZmZgs9me+XXuRYw3sDfmcrkcZrMZBoOBvmZFo1Gsrq5idnYWY2NjWF1dfebD4ovIiyEhXI1G\ng5ycHNo6PZHY69jpcDgwOTmJ0dFRmnD5LBy23eTQIpVKYTQaYbFY6KtQPB6Hz+fD8vIy+vv7YbVa\nn/v1+JVx/gD+4Mn5sG79+fn5qKyshFqtpidar9eLubk5tLe3Y2pq6rkH+jCfywkqlQpFRUXIzs6m\nZU+kx/Xo6CgePnwIp9P5XLeh/YvzsJwRecItKyuDTqejrzmBQAB2ux3d3d0YGBhAMBh8Luf9IjYW\nkUiE7OxseiIXCASIxWLw+/2wWq24c+cO5ubmnvtGcdi2czgcqFQqZGRkwGAwQCqV0vkSDAYxMDCA\nzs5OrK+vH+ik9iy8iM1cr9cjMzMTarUaIpEIicReQ6yVlRXcv38fw8PDz3XIBV7MZi6VSmmiFunt\nThJCx8fHcfPmTczNzTHSdrVaTQ9bUqkUXC4X4XAYm5ub6OjoQEdHB9bW1pLavvhpyOHcYDDQhEqx\nWEwvj3Nzc/j8888xPDzMqFLo/Yl+mZmZ0Ov1NJxIyhP7+vpw69YtzM3NHUo11Cvl/F/EXxSPx0ND\nQwPeeOMNqFQq+j0ulwuDg4P49NNPsbi4eCjfe9ibeVpaGk6dOoXi4mJ6M9/e3sby8jI6Ozvx0Ucf\nHep3Hpbj53A4yMvLw7Fjx6DT6ajtXq8XVqsVt2/fRnd3N2OScAhkM6+srERxcfEBIai1tTUMDg7i\n/ffff+6N/EVA5ktDQwP0ej0N5ezs7MDpdKK9vR23b99m5JjzeDxkZWWhsLAQMpmMvhL5fD7MzMzg\ngw8+wOzsLCPHnOQNpaen0/h4JBKBx+NBd3c3fv3rXzMq2xz4cswNBgOKi4tpRQIAhEIh2O12fPjh\nh7h//z7jav25XC6kUilycnKQkZFBc1ii0Si2t7cxNDSEn//859ja2mLUXCfhIY1Gg5KSEprTQsJC\nwWAQt27dwq9//WuEQqFDedF8pZz/YUFOWRkZGSgtLcXRo0dRXFxMY7exWAxWqxWjo6MHemEzAXKy\nzcvLw5EjR9Da2oqsrCz6udfrxZMnT7CwsMCYUy2By+VCrVYjKysLra2taG1thVarpZ/Pzc2hs7MT\nGxsbjLKbHFjS09NpmVlVVRXdELe3t9HX14fR0VHGbYYcDgcSiQTp6eloaWnBtWvXkJOTQz+32Wy4\nc+cOlpeXGaUJQcZco9HAYrHg9OnTOH78OA2zxGIxjI6O4vHjx8/1dPsiIBu52WxGbW0tLl++jNLS\nUvr55uYmHj16hOnpaUY6fnLjf+ONN3DmzBlawgoAVqsVDx8+hMvlYpTtZL5YLBaUlpbi7NmzqKur\no6EKskaHh4efOXH7RUG0K8ie/uabbyIzM5OOucPhQG9vLxYXFw+1MuH/nPMnJVoGgwE1NTVoaWlB\nbW0tLBYLTXgKh8OwWq0YHx//Y2opXwrkwKLRaGAymdDQ0IDW1lZUVFQgNTUVwN6GuLGxgb6+Piwt\nLTFqYQoEAqSlpSEvLw+1tbVobm5GaWkpDbPEYjHMz8+jp6cHbrebMbaTzGCtVouKigo0NTWhsbER\nOTk5tD7b5/NhcHAQExMTzxViOUzIZqhWq5Geno7Kykq0traiubmZPoPGYjH6bG632xkz5qQ6JjU1\nFQUFBaiursbRo0dRXl4OiURCxU7GxsbQ39+PQCDAKNvlcjm0Wi1qa2tx7NgxtLS0wGAwANhbo2tr\na+jo6IDVamXU7ZNUOOXm5qKxsRGtra2oq6uDTCaj88VqtaKjowPr6+uMsp2obJaVldExJ0JKJF5O\nDuhMKu0D9koS09PT0dDQgKNHj6KxsZEm+cViMSwvL+Pu3btYWlo61P3l/5TzJwuzpKQEb7/9Nqqq\nqpCVlYXU1FRaWkWyQGdmZjA1NcUIgRxyk5BIJGhpacGlS5dQVFSEzMzMA1ny29vbcDqdGBoags1m\nS7bZFFJKdvHiRbS2tqK8vBxGo/HAs3kwGMTCwgJGRkYOVVBpP982Z4EcWgoKCuhNory8nGY9A3vP\noBsbGxgfH8fCwgJjNhUix1pfX4+2tjY0NzcjNzeXxm5jsRiCwSCWl5fR09MDv9+fbJMpXC4XaWlp\nVISoubkZBoPhQF7L1tYWpqamGHlAz8/PR0tLC06cOIHKykro9XqajBsKheB0OtHb24ulpaVkm0wh\nL0RVVVVoa2vD2bNnkZmZSUuHybP59PQ0Hj9+DJ/Pl2yTKRwOhx7OSSmoXq+n8yUUCmF9fR09PT0Y\nGxtj3K0/MzMTTU1NuHLlCsrKymipcDwex/b2NmZnZ/HFF1/A4/Ec6nf/n3D+JPam0WhQXl6OxsZG\nHDt2DFlZWTQJB9jL9iVPz5OTk4yIC3G5XCgUCphMJpSVleGNN97A0aNHkZaWBrlcTh3/zs4Oenp6\n8PDhQzgcDkZsiAKBAGKxGPn5+bS8rLq6Gunp6QdK4mw2Gzo7OzEwMEAlZpMNyS4vLi5GS0sLTp06\nhdzcXBiNRvrcH4vFMDw8jLt372Jubo4RN1ASrzWZTCgoKMDJkyfR2tqK/Px8qFQqehNyu93o6Oig\nYiHJnuf7bc/OzkZ1dTVOnTqFmpoa5OfnU43zeDyO6elptLe3Y2xs7LkqEw7bdqlUCr1ej/r6erz5\n5psoKyuDyWSipYg7Ozvo7OzE3bt3sbKywog1SiC3z5aWFrS1taGoqIg6/ng8TvOIent7GRWWI5n9\nOTk5OHfuHBoaGpCZmUkP57FYDIODg7h79y6mp6fh9XqTbPGXkAN6ZWUlTp8+jbKyMnqxINUgnZ2d\nePToERwOB2PG/EWTOKwfDoeT4HK5iby8vMRbb72V+O///u+E3W5PhEKhRDweTxBisVgiHA4n/uM/\n/iNRWVmZSE1NPTQbnsd2gUCQyMvLS3zve99L3LlzJ2G32xOxWOyA7dFoNLG6upr40Y9+lMjIyEgI\nBAJG2C6XyxPZ2dmJv/7rv050d3cn1tfXE7FYjNodj8cT4XA48dlnnyUaGhoSarU66XaTH7lcnigr\nK0v87Gc/Szx58iQRDof/YMx3dnYSP/3pTxNmszkhFouTbjOABI/HS8hkssSbb76Z+OUvf5mYmJhI\nRKPRA7ZHIpFEf39/4sKFC4yY50/b/vbbbyf+7d/+LeFwOBLRaPTAGg2FQol//ud/TpjN5oRMJku6\nzeSHy+UmTCZT4sqVK4lf//rXiUgkcmCu7+7uJpxOZ+IHP/hBQqfTJfh8ftJtJj8cDidhNpsTFy5c\nSNy/fz8RiUTofCFr9OOPP05UVlYmFApF0u3d/8Pn8xM6nS7xwx/+MOFyuRLhcPjAGt3e3k78/d//\nfcJgMCREIlHS7d3/IxAIEgqFIvFP//RPCZ/Pd2CukzV6/vz559kXv5HX/uZPauH1ej2KiopgMpmg\nUCioGhiwl33rcrnQ09ODe/fuwWazIRgMJtnyL7XMzWYzcnJyqO37xV8ikQiGh4fR0dGBwcFBuN3u\npD9rkRscqRHOysqCxWKhqloAsLu7i62tLTx69Ai3b9+GzWZjxE2IPN2qVCqkp6ejoKAAZrP5gOJe\nJBLB1NQU7t+/j46ODng8nucujzss2wUCAVJSUpCZmYnq6mrodDoqUBWNRhGJRHD//n3cuXMHMzMz\njJjnwJeJrEqlEqWlpaiqqoJCoaCvcpFIhMY+b926BY/Hc2iS1c8LCcsZjUYqKkPmC1mjPT09uHPn\nDgYHB+H3+5O+RglkrZKGYAaDgdpOulTevn0bt27dgsPhYEQYlEBCFaWlpSgqKjqgCBqNRjE+Po7b\nt2+jvb2dyrQzCaVSCYvFAo1Gc0C8LhaL0XlutVpf2L742jt/gUAArVaLnJwcVFRU0M5O+wV3nE4n\nBgcH8fnnn+PJkyeMSTgjQhWFhYUoKSlBWloarc9OJBIIBAJYWVlBR0cHPv74Y1itVkZUJ3A4HHrg\nqqysRF5eHnQ63QH51fX1dUxPT+PmzZvo6OjAxsYGI5qDkIY9GRkZqKioQE5ODrRaLd1UwuEwlpeX\n0d3djffffx+zs7OMcaDkwJWfn4/i4mKqPkjG3Ov1Ugd68+ZN2O12RjhQ4oBSU1ORl5eHkpIS5OTk\nHBA4cTqd6O/vx0cffYSRkRHGjDnwZUfN7Oxs1NfX00zt/doV7e3t+N3vfge73c4oB0pEZQoLC9HU\n1ESV8ADA7XZjZmYGN2/exMOHD+HxeBjlQEkB7DdGAAAYrUlEQVSCYmVlJUpKSiASicDlcrG7u4vV\n1VX09/fjvffew8LCAnZ2dpJt7gE4HA50Oh3q6+thNBrp3hgIBGg1yIteo6+981coFCgtLUVjYyOO\nHDlCE+TIphIOh3H37l18/vnnGBoaompVTCA1NRXFxcVoa2tDU1PTH+QnLC0t4T//8z/R2dmJ0dFR\nxtSXk82woqICN27cQGFhIU3uI1nDPT09eP/999Hf34+VlRXGbCpCoRCpqak4duwYbty4gYyMjAM6\n/W63Gx9++CHu3r2LiYmJF5ac+CyIxWJYLBZcvXoVbW1tB25C8XgcExMT+NWvfoW+vj6qhscEiApe\naWkprl27RstuyQE9Go3iwYMH+PTTTzE2NobNzc1km0whMefS0lI0NDQgIyMDSqWSznWHw4H33nsP\n9+7dw/LyMmPGHPgyATorKwvFxcUoLi6mL4uJRAKjo6P49NNPMTg4iLW1Nca8VhDIBaO5uRmVlZU0\nzu/3+9He3o4HDx5gbm6OUcmswJeH3YKCArz77rsoLCyk+/rKygoePHjwUtboa+38eTweUlJSUF1d\njbKyMqSlpdFkrXg8jqmpKfT09ODWrVvo7+/H6uoqIxYnuTWYzWY0NjaisLAQer2eOqFQKEST+8gE\nZ1Lik1AoRG5uLsrLy1FQUACNRkM3FJvNhidPnuDmzZt4/PgxVldXGXWLUygUyM3NRXFxMQoKCg68\ntAwNDaGjowO///3vMT4+Dq/Xy4hEOYJKpUJmZibKysqQmZlJ54vH40Fvby/u3r2Ljo4OuFwuRoRY\nCKQldXZ2Nm2NTGy3Wq3o6+vD7du3MTAwgI2NDUasUQKXy4VEIkFFRQVqa2tppvbu7i4GBwfR0dGB\n+/fvY2ZmhjGHcwK5fR45cgTFxcVISUkBl8vF2toaxsfHcefOHbS3tzPutQIA1d2orKxETk4ONBoN\nuFwu5ufnMTQ0hLt372JwcBA+n48xFwsCn89HamoqMjMzUVJSApVKhZ2dHSwvL6Orqws3b958oc/9\n1I4X+rsnGaKYVF9fj/z8/APd6aLRKDo7O/EP//AP8Hg8jFqY+1XNjh07hvT09AO2BwIB/Nd//Rc+\n+OAD+hTHFNuBvRN5SUkJysvLoVKpqO2JRAITExP42c9+htnZWcYcWAikLr68vBwZGRkHbkGJRAI3\nb97EL37xC9pzgEm2A4BGo0FmZibS09MPqFU6nU78y7/8C63PZprdfD4fKpUKZrMZxcXF1PEDwJMn\nT/CP//iPcDgcjKkE2Q/RDamqqkJNTQ09LIZCIXz00Uf44IMPsLi4yLj5QnJbjEYjzp49i+LiYnox\nWlhYwC9/+Us8efKEscqJHA4H+fn5OHLkyIHS276+Pvz2t79Fd3c3nE4now7nBJFIBJPJBLPZTEOK\nq6ur6Orqwueff44vvvjipbyyvLbOf7/Yhl6vP7AZbmxsoKenB48fP6aJQ0ya4CR2azQaadtVYM/2\n2dlZ9Pb2wmq10sQhJtnO5/NpqKWwsJB2FQyFQpiamkJ/fz+9eTLJbnLgMpvNOHPmDHJycmjsc3Nz\nEwsLC5idnaXJfUyzncPhoK6uDmfPnj0Qt11dXYXVaoXdbqd64EyyHQC0Wi0uXLiA+vr6A53uvF4v\nHA4HLV1lmt0AkJ2djSNHjiA7O5tqKEQiEWxtbcFut8PpdDJuvgB769RisaCoqAi5ublQq9U0xLK5\nuYmJiYnnatjzIhGJRFAoFKioqEBLSwtSU1NpaGt+fh79/f2MPCgCoImh77zzDk6ePElDW16vFw8f\nPsTQ0NBLU9p8bZ0/8KXqU0pKCqRSKQAgHA7Dbrfj3r17tHkM0yBxRLVaTevKSXOHqakp3L59m5FJ\nLMCXLSktFgvMZjNtTOHz+dDb24ve3l643W5GJPc9DY/Hg06nQ01NDXQ6HYC9DmZ2ux0PHjygCZVM\ng9ziCgsLUV9fTyVwo9Eopqen0dvbC5fLxcj5Ql5bWlpaUFpaSnMUtra2MDQ0hKmpqUMXNzlMsrOz\ncfLkSVgsFirk43Q6MTw8jMXFRUbVle9HKBSirKwMNTU1tF/87u4uFhYWMD4+jsXFRWxtbSXbzK8k\nNTUVZWVlqK6uRmFhITgcDrxeL1ZWVjA5OYmFhYVkm/i1mEwm1NTU4PTp0ygvLweHw4HL5cLExAQG\nBgZequ2vtfMnp1ZS6kRu/dPT0+ju7sbc3FyyTfxGyG2UqJqR5jF37txh7KZCHBHpD8/hcBAMBmGz\n2XDv3j10dXUxKmZLILdngUAAiURCFbYCgQDGxsbwq1/9CsvLy8k282shDU0UCgV4PB52d3exvb2N\nu3fv4je/+Q1WV1eTbeJXQsq1LBYL7fNAnNC//uu/oqenJ8kWfj1Ene3YsWMHbs4PHjzAz3/+c0bv\nLzKZDGfOnMHp06chlUqRSCTg8Xjw7//+7/jss88Ylcj6NEVFRfirv/orlJWV0ReukZER/OIXv0Bf\nX1+SrftmTp8+jXfeeQcZGRn0oHvnzh289957cDqdL9WW19b5c7lcVFVVobW19UDP9YWFBYyOjsJu\ntzN2gqelpeHEiRMHJrfP58PY2BhmZmbgcrkY+aQFACUlJTh58iRMJhO1ndyE5ubmGBlzBgC5XI7m\n5mY0NTVBLBaDy+Vie3sbc3NzmJiYwPz8PCNv/QCQlZWFhoYGFBQU0KoKj8eDubk5TE5OYnFxkZGx\nTy6Xi5qaGpw4cQIGg4G26l1dXcX09DTGxsbgcDiSbeZXotVqUV5ejrq6OhgMBnC5XOzs7GBtbQ1T\nU1MYGRlhhPbDV5GdnY26ujpUVFTQboN+vx82mw2jo6OwWq2MtF0sFiMrKwv19fWorq5Gamoq4vE4\n/H4/FhcX0dPTg7W1tWSb+ZWkpKTAZDKhrq4OlZWVUCqVVDJ5fHwcAwMDL70q4bV1/jweD+fOncN3\nv/tdyOVyAKDSoENDQ4yQYv0qOBwOsrOz8Rd/8RcoKSkBAHoq7+npwdzcHCPtJhw/fhw//vGPoVKp\n6GvL4uIiuru7GSUL+jSpqan43ve+h9OnT9PGN9vb2xgZGcHk5CQikQhjba+ursbf/d3fIT09nR64\n1tbW0NXVBYfDwbgSLQKXy8WFCxfw7rvvQq/X0/Lb+fl5jI+PM0oM52ksFgu+//3vo6mpiSbKBQIB\nTE1NwWazMS47fj81NTV49913kZOTQxPlNjc3MTc3h42NDcYlJxJkMhlt2qNWqyEUCumLqMPhwPr6\nOiNDWwBgNBrR1tZG9VoAYGtrC6urq1hZWYHD4XjpB/TX0vmLxWKkpKRApVLRemHSDGR6ehqTk5OM\nnCQkSVGtVkOlUtGb0Pb2Nux2O/r7+xn79CwUCiGTyaBWq6FUKiEQCLC7u4udnR3MzMxQ8SQmIpVK\nodFooNFoIJfLaZhlfX0dvb29jGsGQiCJoTqdDnq9HlKpFPF4HKFQCFarFV988QWjmsfsRywWQ6VS\nwWQywWAwQCgU0lDF48eP8eDBA0bGnMkaNRqNyM/PR1paGhKJBHZ3d7G0tIQPP/wQg4ODyTbzKyFr\nNC8vD9XV1UhJSaGVT729vfjNb36DlZUVxjp+s9mMI0eOoKKiguYSbWxs4KOPPsLdu3cZeUAnCdCV\nlZV45513kJ+fT7VOxsbG8Nvf/hZjY2NJsfu1dP5paWmoqKiA0Wik2eYejwezs7OwWq2w2WyMq/0E\n9jbz3NxclJSUUAcajUbhcDgwPT2NqakprK+vJ9vMryQlJQVlZWXIysqCRCIBsBeqWFxcxOTkJKan\npxn5lAgAGRkZqKqqop3A9isQjo6OYmlpiZHOXyqV0qoKUl++vb2N5eVljI+Po6+vj5GHXABU/TEn\nJ4dW4rjdbiwtLWFgYACjo6OMvD3zeDzk5eWhqqqKCvrEYjG4XC6Mj4+jvb2dsQlnKSkpKC8vR0VF\nBbKysgDsCeK4XC709vbi4cOHjA2FZmZmorGxEdXV1cjMzDyQv/XgwQMMDAwwck+XSqUoKyvDkSNH\ncPToUfB4PHqxGBgYwCeffJK0UOhr6fzr6urwN3/zN8jNzaVJf1arFR988AHm5+cZVx5HEIvFeOut\nt3D9+nWaQBQOh9Hd3Y2HDx/C6/Uy0gkBQEFBAX784x+jqqoKAGi3PiLHysRTOeH06dP4wQ9+gKys\nLDpfhoaG8MknnzD2oAgABoMBf/Znf4bjx4/T5CGPx4Pbt2+jq6sLOzs7jLW9oaEBf/u3f0s38kQi\ngenpaXz44YeYmppiXPktQSwW45133sGNGzdoiVkoFEJ7eztu376NtbU1RlayAHuJcj/5yU9QXl4O\n4Ms1+vHHH6O/v5/RYZYzZ87gz//8z2E2m+l8GRwcxGeffUYltpk4XwwGA374wx+ira2NlvV5PB7c\nuXMHjx49gsvlStp8ea2cP2mwYTAYUFVVBYFAgO3tbdhsNvT19VF1MyYmP5ESuezsbOTm5kIgEGB9\nfR1zc3N4/PgxRkZGGFnrTMZcq9WitLQUer0eu7u7sNlsGBgYQEdHB2MTzng8HgQCASwWCxU52dra\nwsrKCnp6emhZIhNtFwgEUKlUKCgogMViAYfDgc1mw+DgIDo7OzE9Pc048SfgSylfk8mEiooKmli5\nsrKC3t5e2r6UiU6INB7KyclBTk4OVcObnZ1FV1cXzSVimu2kosJgMKCkpISu0ZWVFfT19eHBgweY\nnZ1l5HwhvQeysrJQUFAALpdLy/q6u7vR1dWFtbU1Rr4qymQyGAwGFBYWwmw2g8PhwG63Y2RkBA8f\nPsTY2BhCoVDS9pfXyvmTDn5SqZQ+Pa+traGnpwcdHR0YGBhg5EYOfDnJJRIJDVUsLS3h3r17ePz4\nMaxWKyNtJ018pFIpxGIx+Hw+AoEAhoaG8OjRI/T398Pn8yXbzK+Ez+dDLpdDIpHQxCeXy4UHDx6g\nu7sbExMTjBxzYO8GqlAoIBKJaMIZ6TT45MkTLC8vM24jB76MgcpkMqrkt7W1he7ubjx69IjRa1Qs\nFiM1NZXmEQF7anh37txBV1cXpqenGWk7l8uFUqmkapskp2VwcBD3799HT08P49Q2CRKJBGlpaZDL\n5XTMyRp99OgRhoaGGHfYIqjVahpKJIm409PTuHfvHiMuRa+N8+fxeMjMzMSVK1dw5swZAHtZ8n6/\nH0NDQ5ifn2fk5Ca1/M3Nzbh69SqKi4sB7Nlut9vx5MkTxmbJk9a3169fx4ULF2hVRSQSweTkJCYn\nJxn5fEu0CMrKynD9+nU0NTXRzzY2NvDkyRPYbDZGqptxuVxwuVycPXsWly9fRnp6OoC9+TI/P4/h\n4WH4/X7G2Q3srVGLxYLvfOc7OH36NP11v9+P4eFhLCwsvDR1s28DWaNNTU146623UFRUBAC0cU9v\nby+j12hKSgpu3LiBixcvHlijJI+Iidn9ZMxLSkrw7rvvor6+nn62ubmJ/v7+pGTI/zFwuVzweDy8\n8cYbuH79OgwGAwDQyqexsTGqtplMXnnnT8RZSJLflStXUFFRAQCIxWLw+/2YnZ1lZG08h8OBVCpF\nWloaWlpacOPGDRrrj8VitGaYqVnPqampyM/Px9mzZ3Hs2DFIJBKabb60tMSobn0EIuSj1+tRV1eH\nGzduID09nY652+3G5OQkIzdzDocDhUIBvV6P48eP480336QZ27FYDHa7HXNzc4xq2gP84Rq9dOkS\nysrKABxco06nk5FjLpPJoNfrceTIEVy9ehUKheLAGp2enmbczZmMOWkJfvr0aRw5cgRisfjAGl1e\nXmac/DBpDmYwGFBbW4srV67Qqop4PA6Px4OpqSm6RplkO7kQGQwGtLa24vjx45DJZIjH44jH43A4\nHJifn2dECPe1cP5CoRCtra04f/48cnNz6ek2HA4jGAwiGAwiEomAy+Uy6qRItOQvXbqEY8eOQavV\n0hIWYncwGGTcsxY52dbU1ODixYsoLS2l7YbD4TACgQACgQB2dnaSPsGfhsvlQq1W4+zZszhz5gwM\nBgMkEgkSiQR2dnYQCATg9/sZl7RFbkJFRUW4fPky6urqoFKpwOPxEI1GEQwG4ff7GTlfyBpta2vD\nhQsXkJWVReW2Q6EQ/H4/fD4fdnZ2qDYEUyCvFdeuXUNbWxttCU4EWojtu7u7jLKd5OLU19fj8uXL\nKC4upk2HwuEw/H4/tra2GJkox+PxoNFocPHiRZw9exYajYaWPe/s7MDn88HtdjOuGoSMeUlJCa5d\nu4aamhrIZDKquLmzs4OtrS14vV5G5Ci88s5fqVTCaDSiuroaVVVVUKvVVJrV6/VidXUVW1tbjHva\n4nK5SEtLQ3FxMZqbm5GXl0dj/cFgEGtra9jY2EAgEGDERNmPVCqF0WhEVVUVmpqaDrQb3tragtPp\nhMfjSWoyy9eh1WpRVFSExsZGlJaW0mYs4XAYGxsbWFtbg9/vZ9yYk05gFRUVaG1thcVioXkKgUAA\nDocDbrcb29vbjKtmUavVyMjIoMps5NASj8fhdrvhdDqxtbXFuAMXOZxXVlbiyJEjNBGXZPgTYZlg\nMMi4ZDmFQoHMzEzU1dWhsbERaWlp4PP5tG8C6ZLItH2Rw+HAaDSivLwczc3NKCkpgUQiAYfDQSQS\nObBGmTZfSMJ2XV0djh49SnubJBIJBINBuFwubG5u0gN6ssf9lXf+Go0GlZWVKC8vR3Z2Nj0hEgEI\nu93OSEdEWvYS20lcKB6PIxgMYmVlBS6Xi8Zvkz1R9pOSkoKKigpUVVWhsLCQ3pzJZr6wsIDNzU1G\nPG09jdlsphKbFouFOiHS8Mlut9ONhUm2k5r+uro6lJaWQiaT0Xnh9XoxOzuL9fV1xs1zDocDk8mE\no0ePorq6GllZWVRLIRqNwul0YmlpCT6fj3FjTm5xzc3NKCsro0/PZDNfWFiA0+lk3AsXh8OBVqtF\nc3MzbWdO9sV4PI7NzU3Mz8/D7XYzKieHhCry8vLQ1taGyspKmEwmWiK3f42SSxGTbFcoFKivr0dz\nczMKCwtpz4REIgGfz4eFhQWqQsiENcpLtgFfw//7Y//DeDwOn89HW2lGIhGsrq5idnYWHR0d6O7u\nxszMDOPioMBe0k0oFEI0GkUgEEA4HMb8/DxGRkZo5jNJPGMSJE4biUSwvb2NQCCAzc1NzM7O4vHj\nx+jo6MDExAQjcxWi0Sh9YiYvQsvLy5iYmEB7ezt6e3uxuLjIuFyFeDxOx9rr9cLr9cLn82F2dhZ9\nfX149OgRRkZGGCkCFY1G4Xa74ff74Xa7EQwG4XA4MDMzg/b2djx+/Bizs7OMFCQKhULweDxYX1+n\nT81zc3O0mmVoaAgOh4ORa9Tr9WJzcxNOp5Ou0bm5OXR3d6OzsxMTExOMrMSJRCJYX1+H0+nE2toa\notEobDYbpqam0N7ejr6+PiwsLDBujRInv7q6Sg+0Ozs7WF5epvNleHj4ZTbZ+uk3ffjK3/y3trbg\n9/vR0dEBn8+HkpIS2thkeHgYU1NTjNTxj8fjWF1dpfFZm82GvLw8eDwerKysYGRkBEtLS4yzGwC9\n9fB4PDrmSqUSW1tbmJycxMTEBDY3Nxlp+/5nWrvdjtLSUqq4NTIygvn5ecY9+QN7+StLS0sIhUJw\nu90oLy+H2WymN4rR0VFGJswBe8p9Xq+X3twqKyvB5/Ph8/kwOjqKmZkZRjZNisViWFlZwdbWFtbW\n1rCwsIDS0lL4/X7Y7XaMjo4yVg7X5/NhcnISXq8Xi4uLWFpaglarRTAYxNTUFCYmJuB2uxlnO6ly\n2tjYgMPhwMLCAlwuF03GJQ3CmOb4AWB7exszMzNYW1vDzMwMbDYbCgsLEQqFsLCwwLiDIifZBnwN\n32p0iN62TCaDTCYDAHqb3t7eRjgcZsQzy1chEAio7RKJBNFoFKFQCMFgEKFQiHFxrf1IJBI65vuT\noEiCJdMSzwg8Hg9SqRRSqZRm4u7u7iIQCNAxZ8oCfRqhUEjtFolEiMVi2NnZQTAYRDgcZuSmSNg/\nXzgcDmKxGE0MjUQijF2jfD4fYrGY2h6LxWgycSgUYuRhkSAUCiGRSKBQKCAQCBCLxV6JNcrlciES\niSCTyaBQKACArlEyX5i6Rvl8PkQiEZRK5YF+G2R/eYnz5Rv9+2vh/FlYWFhYWFgO8I3+nfuyrGBh\nYWFhYWFhBqzzZ2FhYWFh+T8G6/xZWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhY\nWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhY\nWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhY\nWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhYWFhY\nWFhYWFhYWFhYWFhYWFhYWFhYWFhec/4/OMf2ofghYyUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f636f7c8c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current loss: -15.399969\n",
      "Current MNIST score: 8.610293\n"
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     ]
    }
   ],
   "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",
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    "with tf.train.SingularMonitoredSession() as sess:\n",
    "    start_time = time.time()\n",
    "    for i in xrange(6001):\n",
    "        cur_loss, _ = train_step_fn(\n",
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    "            sess, gan_train_ops, global_step, train_step_kwargs={})\n",
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    "        loss_values.append((i, cur_loss))\n",
    "        if i % 1000 == 0:\n",
    "            mnist_score_np, display_img_np = sess.run([eval_score, display_img])\n",
    "            mnist_score_values.append((i, mnist_score_np))\n",
    "            visualize_training_generator(i, start_time, display_img_np)\n",
    "            print('Current loss: %f' % cur_loss)\n",
    "            print('Current MNIST score: %f' % mnist_score_values[-1][1])"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 34,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f635fdca0d0>]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WXjqu/CdJkpJTtARg4UIYMQKOOAL69i3Wq0qSpLYULQF4+GF47z2L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\nJEmSJEmSJEmqIP8fNlEVUNySV/wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f636762d310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AWg+0Rm/NF15OrcwnnVTNNLm9vYlPksRDo0db7LFH8tlWqXPLUCuKB9ngnnmm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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6364283d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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   "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",
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   "execution_count": 20,
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   "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": {
2208
      "image/png": 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CRR/q82WIxV1Go1FqxyylG9qDlfOffPIJS0tLUq2LOIZYjABUVFTQ2tpKU1MT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Js29ubsZ7772H7u5uJBIJfPjhhxgZGcHk5CT29vYKtubM4XBgNpvR09ODb37zmygvL4fX68X1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\nGAwGg8FgMBgMBoPxmvP/AYtuX2nX3FZBAAAAAElFTkSuQmCC\n",
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      "text/plain": [
2210
       "<matplotlib.figure.Figure at 0x7f4056243110>"
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      ]
     },
     "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",
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    "    './mnist/data/infogan_model.ckpt', var_dict)\n",
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    "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
}