{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 47964,
     "status": "ok",
     "timestamp": 1566657167705,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "8ytj8tX3vxJ0",
    "outputId": "345d4882-c6c4-4e89-b6d5-ff93360a3a05"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[K     |████████████████████████████████| 348.9MB 49kB/s \n",
      "\u001b[K     |████████████████████████████████| 3.1MB 17.9MB/s \n",
      "\u001b[K     |████████████████████████████████| 501kB 44.5MB/s \n",
      "\u001b[?25h"
     ]
    }
   ],
   "source": [
    "! pip install -q tensorflow-gpu==2.0.0-beta1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 67719,
     "status": "ok",
     "timestamp": 1566657187476,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "ehoy80rqwNnl",
    "outputId": "fa497203-af6a-42aa-919f-2a9dd8fb4106"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fsummer-heart-0930.chufeiyun1688.workers.dev%3A443%2Fhttps%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fsummer-heart-0930.chufeiyun1688.workers.dev%3A443%2Fhttps%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fsummer-heart-0930.chufeiyun1688.workers.dev%3A443%2Fhttps%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fsummer-heart-0930.chufeiyun1688.workers.dev%3A443%2Fhttps%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
      "\n",
      "Enter your authorization code:\n",
      "··········\n",
      "Mounted at /content/drive/\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Checking the installation and GPU availability:\n",
    "\n",
    "import tensorflow as tf\n",
    "print(tf.__version__)\n",
    "\n",
    "print(\"GPU Available:\", tf.test.is_gpu_available())\n",
    "\n",
    "device_name = tf.test.gpu_device_name()\n",
    "print(device_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1962,
     "status": "ok",
     "timestamp": 1566657193652,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "FRh8E66HwXRL",
    "outputId": "aa822170-3ae3-44c9-98ac-0287a3448ce6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.0-beta1'"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2iZNQQJKbTdl"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tOL56FmXwoL-"
   },
   "outputs": [],
   "source": [
    "## define a function for the generator:\n",
    "def make_generator_network(\n",
    "    num_hidden_layers=1,\n",
    "    num_hidden_units=100,\n",
    "    num_output_units=784):\n",
    "    model = tf.keras.Sequential()\n",
    "    for i in range(num_hidden_layers):\n",
    "        model.add(tf.keras.layers.Dense(\n",
    "            units=num_hidden_units, use_bias=False))\n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "        \n",
    "    model.add(tf.keras.layers.Dense(\n",
    "        units=num_output_units, activation='tanh'))\n",
    "    return model\n",
    "\n",
    "## define a function for the disciminator:\n",
    "def make_discriminator_network(\n",
    "    num_hidden_layers=1,\n",
    "    num_hidden_units=100,\n",
    "    num_output_units=1):\n",
    "    model = tf.keras.Sequential()\n",
    "    for i in range(num_hidden_layers):\n",
    "        model.add(tf.keras.layers.Dense(\n",
    "            units=num_hidden_units))\n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "        model.add(tf.keras.layers.Dropout(rate=0.5))\n",
    "        \n",
    "    model.add(tf.keras.layers.Dense(\n",
    "        units=num_output_units, activation=None))\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 255
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 827,
     "status": "ok",
     "timestamp": 1566657203986,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "9Z4JQb9MxD5p",
    "outputId": "9e35f759-44b9-440b-db58-dba02c3f93e6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense (Dense)                multiple                  2000      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu (LeakyReLU)      multiple                  0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              multiple                  79184     \n",
      "=================================================================\n",
      "Total params: 81,184\n",
      "Trainable params: 81,184\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "image_size = (28, 28)\n",
    "z_size = 20\n",
    "mode_z = 'uniform' # 'uniform' vs. 'normal'\n",
    "gen_hidden_layers = 1\n",
    "gen_hidden_size = 100\n",
    "disc_hidden_layers = 1\n",
    "disc_hidden_size = 100\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "gen_model = make_generator_network(\n",
    "    num_hidden_layers=gen_hidden_layers, \n",
    "    num_hidden_units=gen_hidden_size,\n",
    "    num_output_units=np.prod(image_size))\n",
    "\n",
    "gen_model.build(input_shape=(None, z_size))\n",
    "gen_model.summary()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 289
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 299,
     "status": "ok",
     "timestamp": 1566657205152,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "QAhbOUZHxN1b",
    "outputId": "218dfc50-9c43-4520-d780-39a00b6d9c5a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_2 (Dense)              multiple                  78500     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            multiple                  0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              multiple                  101       \n",
      "=================================================================\n",
      "Total params: 78,601\n",
      "Trainable params: 78,601\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "disc_model = make_discriminator_network(\n",
    "    num_hidden_layers=disc_hidden_layers,\n",
    "    num_hidden_units=disc_hidden_size)\n",
    "\n",
    "disc_model.build(input_shape=(None, np.prod(image_size)))\n",
    "disc_model.summary()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 35273,
     "status": "ok",
     "timestamp": 1566657243450,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "ApQ1ICJixf2w",
    "outputId": "99841f60-1d69-4bdf-9f4e-cb4f68542bc0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mDownloading and preparing dataset mnist (11.06 MiB) to /root/tensorflow_datasets/mnist/1.0.0...\u001b[0m\n"
     ]
    },
    {
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       "model_id": "fb7ee977419d4b5a9c5fa95dba206104",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', description='Dl Completed...', max=1, style=ProgressStyl…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
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       "model_id": "ef0860332c86484ab228abad6b72f7a9",
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      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', description='Dl Size...', max=1, style=ProgressStyle(des…"
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     },
     "metadata": {
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    },
    {
     "data": {
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      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', description='Extraction completed...', max=1, style=Prog…"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  InsecureRequestWarning)\n",
      "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  InsecureRequestWarning)\n",
      "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  InsecureRequestWarning)\n",
      "/usr/local/lib/python3.6/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
      "  InsecureRequestWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
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       "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    },
    {
     "data": {
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       "model_id": "fddbbada67cc434998e0d64d5e06352c",
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       "HBox(children=(IntProgress(value=0, description='Shuffling...', max=10, style=ProgressStyle(description_width=…"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0824 14:33:56.514516 139997686871936 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow_datasets/core/file_format_adapter.py:209: tf_record_iterator (from tensorflow.python.lib.io.tf_record) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use eager execution and: \n",
      "`tf.data.TFRecordDataset(path)`\n"
     ]
    },
    {
     "data": {
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       "HBox(children=(IntProgress(value=1, bar_style='info', description='Reading...', max=1, style=ProgressStyle(des…"
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    },
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       "HBox(children=(IntProgress(value=0, description='Writing...', max=6000, style=ProgressStyle(description_width=…"
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      "\r"
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      "\r"
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     "text": [
      "\r",
      "\u001b[1mDataset mnist downloaded and prepared to /root/tensorflow_datasets/mnist/1.0.0. Subsequent calls will reuse this data.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "mnist_bldr = tfds.builder('mnist')\n",
    "mnist_bldr.download_and_prepare()\n",
    "mnist = mnist_bldr.as_dataset(shuffle_files=False)\n",
    "\n",
    "def preprocess(ex, mode='uniform'):\n",
    "    image = ex['image']\n",
    "    image = tf.image.convert_image_dtype(image, tf.float32)\n",
    "    image = tf.reshape(image, [-1])\n",
    "    image = image*2 - 1.0\n",
    "    if mode == 'uniform':\n",
    "        input_z = tf.random.uniform(shape=(z_size,),\n",
    "                                     minval=-1.0, maxval=1.0)\n",
    "    elif mode == 'normal':\n",
    "        input_z = tf.random.normal(shape=(z_size,))\n",
    "    return input_z, image\n",
    "\n",
    "mnist_trainset = mnist['train']\n",
    "mnist_trainset = mnist_trainset.map(preprocess)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HT57CGAz0RDr"
   },
   "source": [
    "## Step-by-step walk through the data-flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 102
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 32205,
     "status": "ok",
     "timestamp": 1566657244070,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "kdAXXUtryFGs",
    "outputId": "c35caa6f-82cb-43e1-c784-a192bd94fceb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input-z shape:     (32, 20)\n",
      "input-real shape:  (32, 784)\n",
      "Output of G shape:  (32, 784)\n",
      "Disc. shape (real):  (32, 1)\n",
      "Disc. shape (fake):  (32, 1)\n"
     ]
    }
   ],
   "source": [
    "mnist_trainset = mnist_trainset.batch(32, drop_remainder=True)\n",
    "input_z, input_real = next(iter(mnist_trainset))\n",
    "print('input-z -- shape:   ', input_z.shape)\n",
    "print('input-real -- shape:', input_real.shape)\n",
    "\n",
    "g_output = gen_model(input_z)\n",
    "print('Output of G -- shape:', g_output.shape)\n",
    "\n",
    "d_logits_real = disc_model(input_real)\n",
    "d_logits_fake = disc_model(g_output)\n",
    "print('Disc. (real) -- shape:', d_logits_real.shape)\n",
    "print('Disc. (fake) -- shape:', d_logits_fake.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 368,
     "status": "ok",
     "timestamp": 1566657252565,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "-c9xVvjJySZk",
    "outputId": "f94d8e1c-6582-40d2-e16f-e3008103ab77"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0824 14:34:12.333542 139997686871936 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/nn_impl.py:182: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generator Loss: 0.7505\n",
      "Discriminator Losses: Real 1.3683 Fake 0.6434\n"
     ]
    }
   ],
   "source": [
    "loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n",
    "\n",
    "## Loss for the Generator\n",
    "g_labels_real = tf.ones_like(d_logits_fake)\n",
    "g_loss = loss_fn(y_true=g_labels_real, y_pred=d_logits_fake)\n",
    "print('Generator Loss: {:.4f}'.format(g_loss))\n",
    "\n",
    "## Loss for the Discriminator\n",
    "d_labels_real = tf.ones_like(d_logits_real)\n",
    "d_labels_fake = tf.zeros_like(d_logits_fake)\n",
    "\n",
    "d_loss_real = loss_fn(y_true=d_labels_real, y_pred=d_logits_real)\n",
    "d_loss_fake = loss_fn(y_true=d_labels_fake, y_pred=d_logits_fake)\n",
    "print('Discriminator Losses: Real {:.4f} Fake {:.4f}'\n",
    "      .format(d_loss_real.numpy(), d_loss_fake.numpy()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jtxdTVyF0KCF"
   },
   "source": [
    "## Final training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5932816,
     "status": "ok",
     "timestamp": 1566663289436,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "breL4PWNzoke",
    "outputId": "8cc4feae-a504-4f20-e9ac-482a4554a64b"
   },
   "outputs": [],
   "source": [
    "import time\n",
    "num_epochs = 100\n",
    "batch_size = 64\n",
    "image_size = (28, 28)\n",
    "z_size = 20\n",
    "mode_z = 'uniform'\n",
    "gen_hidden_layers = 1\n",
    "gen_hidden_size = 100\n",
    "disc_hidden_layers = 1\n",
    "disc_hidden_size = 100\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "np.random.seed(1)\n",
    "\n",
    "\n",
    "if mode_z == 'uniform':\n",
    "    fixed_z = tf.random.uniform(\n",
    "        shape=(batch_size, z_size),\n",
    "        minval=-1, maxval=1)\n",
    "elif mode_z == 'normal':\n",
    "    fixed_z = tf.random.normal(\n",
    "        shape=(batch_size, z_size))\n",
    "\n",
    "def create_samples(g_model, input_z):\n",
    "    g_output = g_model(input_z, training=False)\n",
    "    images = tf.reshape(g_output, (batch_size, *image_size))    \n",
    "    return (images+1)/2.0\n",
    "\n",
    "## Set-up the dataset\n",
    "mnist_trainset = mnist['train']\n",
    "mnist_trainset = mnist_trainset.map(\n",
    "    lambda ex: preprocess(ex, mode=mode_z))\n",
    "\n",
    "input_z, input_real = next(iter(mnist_trainset))\n",
    "\n",
    "mnist_trainset = mnist_trainset.shuffle(10000)\n",
    "mnist_trainset = mnist_trainset.batch(\n",
    "    batch_size, drop_remainder=True)\n",
    "\n",
    "## Set-up the model\n",
    "with tf.device(device_name):\n",
    "    gen_model = make_generator_network(\n",
    "        num_hidden_layers=gen_hidden_layers, \n",
    "        num_hidden_units=gen_hidden_size,\n",
    "        num_output_units=np.prod(image_size))\n",
    "    gen_model.build(input_shape=(None, z_size))\n",
    "\n",
    "    disc_model = make_discriminator_network(\n",
    "        num_hidden_layers=disc_hidden_layers,\n",
    "        num_hidden_units=disc_hidden_size)\n",
    "    disc_model.build(input_shape=(None, np.prod(image_size)))\n",
    "\n",
    "## Loss function and optimizers:\n",
    "loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n",
    "g_optimizer = tf.keras.optimizers.Adam()\n",
    "d_optimizer = tf.keras.optimizers.Adam()\n",
    "\n",
    "all_losses = []\n",
    "all_d_vals = []\n",
    "epoch_samples = []\n",
    "\n",
    "start_time = time.time()\n",
    "for epoch in range(1, num_epochs+1):\n",
    "    epoch_losses, epoch_d_vals = [], []\n",
    "    for i,(input_z,input_real) in enumerate(mnist_trainset):\n",
    "        \n",
    "        ## Compute generator's loss and its gradients:\n",
    "        with tf.GradientTape() as g_tape:\n",
    "            g_output = gen_model(input_z)\n",
    "            d_logits_fake = disc_model(g_output, training=True)\n",
    "            labels_real = tf.ones_like(d_logits_fake)\n",
    "            g_loss = loss_fn(y_true=labels_real,\n",
    "                             y_pred=d_logits_fake)\n",
    "            \n",
    "        g_grads = g_tape.gradient(g_loss, gen_model.trainable_variables)\n",
    "        g_optimizer.apply_gradients(\n",
    "            grads_and_vars=zip(g_grads, gen_model.trainable_variables))\n",
    "\n",
    "        ## Compute discriminator's real-loss and its gradients:\n",
    "        with tf.GradientTape() as d_tape:\n",
    "            d_logits_real = disc_model(input_real, training=True)\n",
    "\n",
    "            d_labels_real = tf.ones_like(d_logits_real)\n",
    "            \n",
    "            d_loss_real = loss_fn(\n",
    "                y_true=d_labels_real,\n",
    "                y_pred=d_logits_real)\n",
    "\n",
    "            d_logits_fake = disc_model(g_output, training=True)\n",
    "            d_labels_fake = tf.zeros_like(d_logits_fake)\n",
    "\n",
    "            d_loss_fake = loss_fn(\n",
    "                y_true=d_labels_fake, \n",
    "                y_pred=d_logits_fake)\n",
    "\n",
    "            d_loss_total = (d_loss_real + d_loss_fake)/2.0\n",
    "\n",
    "        d_grads = d_tape.gradient(\n",
    "               d_loss_total, disc_model.trainable_variables)\n",
    "        \n",
    "        ## Optimization: Apply the gradients\n",
    "        d_optimizer.apply_gradients(\n",
    "            grads_and_vars=zip(d_grads,\n",
    "                               disc_model.trainable_variables))\n",
    "                           \n",
    "        epoch_losses.append(\n",
    "            (g_loss.numpy(), d_loss_total.numpy(), \n",
    "             d_loss_real.numpy(), d_loss_fake.numpy()))\n",
    "        \n",
    "        d_probs_real = tf.reduce_mean(tf.sigmoid(d_logits_real))\n",
    "        d_probs_fake = tf.reduce_mean(tf.sigmoid(d_logits_fake))\n",
    "        epoch_d_vals.append((d_probs_real.numpy(), d_probs_fake.numpy()))        \n",
    "    all_losses.append(epoch_losses)\n",
    "    all_d_vals.append(epoch_d_vals)\n",
    "    print('Epoch {:-3d} | ET {:.2f} min | Avg Losses >>'\n",
    "          ' G/D {:.4f}/{:.4f} [D-Real: {:.4f} D-Fake: {:.4f}]'\n",
    "          .format(epoch, (time.time() - start_time)/60, \n",
    "                  *list(np.mean(all_losses[-1], axis=0))))\n",
    "    epoch_samples.append(create_samples(\n",
    "          gen_model, fixed_z).numpy())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "40cr73RU7vP8"
   },
   "outputs": [],
   "source": [
    "import pickle\n",
    "pickle.dump({'all_losses':all_losses, \n",
    "             'all_d_vals':all_d_vals,\n",
    "             'samples':epoch_samples}, \n",
    "            open('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-vanila-learning.pkl', 'wb'))\n",
    "\n",
    "gen_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-vanila-gan_gen.h5')\n",
    "disc_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-vanila-gan_disc.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 233,
     "status": "ok",
     "timestamp": 1566148240867,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "JmC18K8toQsP",
    "outputId": "9d2a37fc-3b12-406b-9fd0-843078c4b795"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(100, 468, 2)"
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import itertools\n",
    "a = [[1, 2], [3, 4], [5, 6]]\n",
    "print(list(itertools.chain(*a)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "n_0moFDrOddj"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 462
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3356606,
     "status": "ok",
     "timestamp": 1566663296772,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "TQyQ8deLaHmw",
    "outputId": "62e63757-77da-4890-f6e4-67363b6ad87c"
   },
   "outputs": [
    {
     "data": {
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BaJi1QClVGygJhNk4FiGEEEIUAp6ud/dx5My1eCZuOsWNm/8OMU5Jy8DZUbam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\n",
      "text/plain": [
       "<Figure size 1152x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "\n",
    "## Plotting the losses\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "g_losses = [item[0] for item in itertools.chain(*all_losses)]\n",
    "d_losses = [item[1] for item in itertools.chain(*all_losses)]\n",
    "plt.plot(g_losses, label='Generator loss', alpha=0.95)\n",
    "plt.plot(d_losses, label='Discriminator loss', alpha=0.95)\n",
    "plt.legend(fontsize=20)\n",
    "ax.set_xlabel('Iteration', size=15)\n",
    "ax.set_ylabel('Loss', size=15)\n",
    "\n",
    "epochs = np.arange(1, 101)\n",
    "epoch2iter = lambda e: e*len(all_losses[-1])\n",
    "epoch_ticks = [1, 20, 40, 60, 80, 100]\n",
    "newpos   = [epoch2iter(e) for e in epoch_ticks]\n",
    "ax2 = ax.twiny()\n",
    "ax2.set_xticks(newpos)\n",
    "ax2.set_xticklabels(epoch_ticks)\n",
    "ax2.xaxis.set_ticks_position('bottom')\n",
    "ax2.xaxis.set_label_position('bottom')\n",
    "ax2.spines['bottom'].set_position(('outward', 60))\n",
    "ax2.set_xlabel('Epoch', size=15)\n",
    "ax2.set_xlim(ax.get_xlim())\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=15)\n",
    "\n",
    "## Plotting the outputs of the discriminator\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "d_vals_real = [item[0] for item in itertools.chain(*all_d_vals)]\n",
    "d_vals_fake = [item[1] for item in itertools.chain(*all_d_vals)]\n",
    "plt.plot(d_vals_real, alpha=0.75, label=r'Real: $D(\\mathbf{x})$')\n",
    "plt.plot(d_vals_fake, alpha=0.75, label=r'Fake: $D(G(\\mathbf{z}))$')\n",
    "plt.legend(fontsize=20)\n",
    "ax.set_xlabel('Iteration', size=15)\n",
    "ax.set_ylabel('Discriminator output', size=15)\n",
    "\n",
    "ax2 = ax.twiny()\n",
    "ax2.set_xticks(newpos)\n",
    "ax2.set_xticklabels(epoch_ticks)\n",
    "ax2.xaxis.set_ticks_position('bottom')\n",
    "ax2.xaxis.set_label_position('bottom')\n",
    "ax2.spines['bottom'].set_position(('outward', 60))\n",
    "ax2.set_xlabel('Epoch', size=15)\n",
    "ax2.set_xlim(ax.get_xlim())\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=15)\n",
    "\n",
    "\n",
    "plt.savefig('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-gan-learning-curve.pdf')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 786
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2179,
     "status": "ok",
     "timestamp": 1566664199777,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "5fd-NtsBdkdU",
    "outputId": "34742725-7360-4838-ac02-2a891f1ab19a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hp7otuvPOOydbXWy85aiZZo844ohmj1N3EW+L6hYpu790S5a3VjXTOmcg5pQQ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\n89jSccf3THWNrKHRlAfcR1oGjFMn6BrJurXu3bs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uzsKtLj2O3uIoQ424vOOOO5Ktboln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\n0v2o/ofvqWqueA6o9pX1TLwmA/F5qGWl+Pr1enm+3Hvvvc2eBxDvr65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Oy5Xyxfniiy8q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\nAFhyPm8uG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PN8rBHgedxOnDgx0rGvpD57000XH2TnuQUANtts8b7Bu+++G+meeuqpIH//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\n",
      "text/plain": [
       "<Figure size 720x1008 with 30 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_epochs = [1, 2, 4, 10, 50, 100]\n",
    "fig = plt.figure(figsize=(10, 14))\n",
    "for i,e in enumerate(selected_epochs):\n",
    "    for j in range(5):\n",
    "        ax = fig.add_subplot(6, 5, i*5+j+1)\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "        if j == 0:\n",
    "            ax.text(-0.06, 0.5, 'Epoch {}'.format(e),\n",
    "                    rotation=90, size=18, color='red',\n",
    "                    horizontalalignment='right',\n",
    "                    verticalalignment='center', \n",
    "                    transform=ax.transAxes)\n",
    "        \n",
    "        image = epoch_samples[e-1][j]\n",
    "        ax.imshow(image, cmap='gray_r')\n",
    "    \n",
    "plt.savefig('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-vanila-gan-samples.pdf')\n",
    "plt.show()\n"
   ]
  }
 ],
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