ch17/ch17_optional_DCGAN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n",
    "\n",
    "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n",
    "\n",
    "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 17: Generative Adversarial Networks (Optional, DCGAN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka & Vahid Mirjalili \n",
      "last updated: 2019-11-04 \n",
      "\n",
      "numpy 1.17.3\n",
      "scipy 1.3.1\n",
      "matplotlib 3.1.1\n",
      "tensorflow 2.0.0\n",
      "tensorflow_datasets 1.2.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a \"Sebastian Raschka & Vahid Mirjalili\" -u -d -p numpy,scipy,matplotlib,tensorflow,tensorflow_datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 47887,
     "status": "ok",
     "timestamp": 1566680661076,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "TDcU1S783G6q",
    "outputId": "d1daae87-bf9f-450e-9091-96f0830034a9"
   },
   "outputs": [],
   "source": [
    "## For running on Google-Colab\n",
    "# ! pip install -q tensorflow-gpu==2.0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 122
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 127152,
     "status": "ok",
     "timestamp": 1566680740382,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "XnOWggQN3RbT",
    "outputId": "0bc1af02-7ee7-4d48-d44a-9c20d222ad5a"
   },
   "outputs": [],
   "source": [
    "# from google.colab import drive\n",
    "# drive.mount('/content/drive/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4890,
     "status": "ok",
     "timestamp": 1566680741639,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "VXasfQIW3XeR",
    "outputId": "88dae23d-b0b8-4361-94dc-bc01a3ebd317"
   },
   "outputs": [],
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2926,
     "status": "ok",
     "timestamp": 1566680742201,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "O9XN3qSZ6Kbr",
    "outputId": "efa0b1af-0050-4664-c0f1-f375a5ab546a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n",
      "GPU Available: False\n",
      "cpu:0\n"
     ]
    }
   ],
   "source": [
    "print(tf.__version__)\n",
    "\n",
    "print(\"GPU Available:\", tf.test.is_gpu_available())\n",
    "\n",
    "if tf.test.is_gpu_available():\n",
    "    device_name = tf.test.gpu_device_name()\n",
    "\n",
    "else:\n",
    "    device_name = 'cpu:0'\n",
    "    \n",
    "print(device_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Defining the generator and discriminator networks**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/17_12.png', width=700)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "def make_dcgan_generator(\n",
    "        z_size=20, \n",
    "        output_size=(28, 28, 1),\n",
    "        n_filters=64, \n",
    "        n_blocks=2):\n",
    "    size_factor = 2**n_blocks\n",
    "    hidden_size = (\n",
    "        output_size[0]//size_factor, \n",
    "        output_size[1]//size_factor\n",
    "    )\n",
    "    \n",
    "    model = tf.keras.Sequential([\n",
    "        tf.keras.layers.Input(shape=(z_size,)),\n",
    "        \n",
    "        tf.keras.layers.Dense(\n",
    "            units=n_filters*np.prod(hidden_size), \n",
    "            use_bias=False),\n",
    "        \n",
    "        tf.keras.layers.BatchNormalization(),\n",
    "        tf.keras.layers.LeakyReLU(),\n",
    "        tf.keras.layers.Reshape(\n",
    "                (hidden_size[0], hidden_size[1], n_filters)),\n",
    "    \n",
    "        tf.keras.layers.Conv2DTranspose(\n",
    "            filters=n_filters, kernel_size=(3, 3), strides=(1, 1),\n",
    "            padding='same', use_bias=False),\n",
    "        tf.keras.layers.BatchNormalization(),\n",
    "        tf.keras.layers.LeakyReLU()\n",
    "    ])\n",
    "        \n",
    "    nf = n_filters\n",
    "    for i in range(n_blocks):\n",
    "        nf = nf // 2\n",
    "        model.add(\n",
    "            tf.keras.layers.Conv2DTranspose(\n",
    "                filters=nf, kernel_size=(3, 3), strides=(2, 2),\n",
    "                padding='same', use_bias=False))\n",
    "        \n",
    "        model.add(tf.keras.layers.BatchNormalization())\n",
    "        \n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "                \n",
    "    model.add(\n",
    "        tf.keras.layers.Conv2DTranspose(\n",
    "            filters=output_size[2], kernel_size=(5, 5), \n",
    "            strides=(1, 1), padding='same', use_bias=True, \n",
    "            activation='tanh'))\n",
    "        \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_dcgan_generator(\n",
    "        z_size=100, \n",
    "        output_size=(28, 28, 1),\n",
    "        n_filters=64):\n",
    "    \n",
    "    hidden_size = (7, 7)\n",
    "    \n",
    "    model = tf.keras.Sequential()\n",
    "    \n",
    "    # 100 ==> 784 ==> 7x7x64\n",
    "    model.add(tf.keras.layers.Dense(\n",
    "        units=n_filters*np.prod(hidden_size), use_bias=False)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    \n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "\n",
    "    model.add(tf.keras.layers.Reshape(\n",
    "        target_shape=(hidden_size[0], hidden_size[1], n_filters))\n",
    "    )\n",
    "    \n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "\n",
    "    # 7x7x64 ==> 14*14*32\n",
    "    model.add(tf.keras.layers.Conv2DTranspose(\n",
    "        filters=n_filters//2, kernel_size=(3, 3), strides=(2, 2),\n",
    "        padding='same', use_bias=False, activation=None)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    model.add(tf.keras.layers.Dropout(0.5))\n",
    "    \n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "    \n",
    "    # 14x14x32 ==> 28x28x16\n",
    "    model.add(tf.keras.layers.Conv2DTranspose(\n",
    "        filters=n_filters//4, kernel_size=(3, 3), strides=(2, 2),\n",
    "        padding='same', use_bias=False, activation=None)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    model.add(tf.keras.layers.Dropout(0.5))\n",
    "\n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "    \n",
    "    # 28x28x16 ==> 28x28x8\n",
    "    model.add(tf.keras.layers.Conv2DTranspose(\n",
    "        filters=n_filters//8, kernel_size=(3, 3), strides=(1, 1),\n",
    "        padding='same', use_bias=False, activation=None)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    model.add(tf.keras.layers.Dropout(0.5))\n",
    "\n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "\n",
    "    # 28x28x8 ==> 28x28x1\n",
    "    model.add(tf.keras.layers.Conv2DTranspose(\n",
    "        filters=1, kernel_size=(3, 3), strides=(1, 1),\n",
    "        padding='same', use_bias=False, activation='tanh')\n",
    "    )\n",
    "\n",
    "    print(model.compute_output_shape((None, z_size)))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 3136)\n",
      "(None, 7, 7, 64)\n",
      "(None, 14, 14, 32)\n",
      "(None, 28, 28, 16)\n",
      "(None, 28, 28, 8)\n",
      "(None, 28, 28, 1)\n",
      "Model: \"sequential_6\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_6 (Dense)              multiple                  62720     \n",
      "_________________________________________________________________\n",
      "batch_normalization_17 (Batc multiple                  12544     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_15 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "reshape_4 (Reshape)          multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_14 (Conv2DT multiple                  18432     \n",
      "_________________________________________________________________\n",
      "batch_normalization_18 (Batc multiple                  128       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_16 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout_10 (Dropout)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_15 (Conv2DT multiple                  4608      \n",
      "_________________________________________________________________\n",
      "batch_normalization_19 (Batc multiple                  64        \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_17 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout_11 (Dropout)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_16 (Conv2DT multiple                  1152      \n",
      "_________________________________________________________________\n",
      "batch_normalization_20 (Batc multiple                  32        \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_18 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout_12 (Dropout)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_17 (Conv2DT multiple                  72        \n",
      "=================================================================\n",
      "Total params: 99,752\n",
      "Trainable params: 93,368\n",
      "Non-trainable params: 6,384\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gen_model = make_dcgan_generator()\n",
    "gen_model.build(input_shape=(None, 20))\n",
    "gen_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/17_13.png', width=700)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "O9QIFmPZ3jjg"
   },
   "source": [
    "\n",
    "\n",
    "def make_dcgan_discriminator(\n",
    "        input_size=(28, 28, 1),\n",
    "        n_filters=16, \n",
    "        n_blocks=2):\n",
    "    \n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(tf.keras.layers.Input(shape=input_size))\n",
    "    #    [tf.keras.layers.Input(shape=input_size),\n",
    "    #    tf.keras.layers.Conv2D(\n",
    "    #        filters=n_filters, kernel_size=5, \n",
    "    #        strides=(2, 2), padding='same', use_bias=False),\n",
    "    #    tf.keras.layers.BatchNormalization(),\n",
    "    ##    tf.keras.layers.LeakyReLU(),\n",
    "    #    model.add(tf.keras.layers.Dropout(0.5)\n",
    "    #])\n",
    "    \n",
    "    nf = n_filters\n",
    "    for i in range(n_blocks):\n",
    "        model.add(\n",
    "            tf.keras.layers.Conv2D(\n",
    "                filters=nf, kernel_size=(3, 3), \n",
    "                strides=(2, 2),padding='same', use_bias=False))\n",
    "        model.add(tf.keras.layers.BatchNormalization())\n",
    "        model.add(tf.keras.layers.LeakyReLU())\n",
    "        model.add(tf.keras.layers.Dropout(0.5))\n",
    "        nf = nf*2\n",
    "        \n",
    "    model.add(tf.keras.layers.Conv2D(\n",
    "              filters=1, kernel_size=(7, 7), padding='valid',\n",
    "              use_bias=True, activation=None))\n",
    "    \n",
    "    model.add(tf.keras.layers.Reshape((1,)))\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_dcgan_discriminator(\n",
    "        input_size=(28, 28, 1),\n",
    "        n_filters=64):\n",
    "    \n",
    "    hidden_size = (7, 7)\n",
    "    \n",
    "    model = tf.keras.Sequential()\n",
    "    \n",
    "    model.add(tf.keras.layers.Reshape(\n",
    "        target_shape=(input_size[0], input_size[1], input_size[2]))\n",
    "    )\n",
    "    print(model.compute_output_shape((None, *input_size)))\n",
    "\n",
    "    # 7x7x64 ==> 14*14*32\n",
    "    model.add(tf.keras.layers.Conv2D(\n",
    "        filters=n_filters//8, kernel_size=(3, 3), strides=(2, 2),\n",
    "        padding='same', use_bias=False, activation=None)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    model.add(tf.keras.layers.Dropout(0.5))\n",
    "    \n",
    "    print(model.compute_output_shape((None, *input_size)))\n",
    "    \n",
    "    # 14x14x32 ==> 28x28x16\n",
    "    model.add(tf.keras.layers.Conv2D(\n",
    "        filters=n_filters//2, kernel_size=(3, 3), strides=(2, 2),\n",
    "        padding='same', use_bias=False, activation=None)\n",
    "    )\n",
    "    model.add(tf.keras.layers.BatchNormalization())\n",
    "    model.add(tf.keras.layers.LeakyReLU(alpha=0.0001))\n",
    "    model.add(tf.keras.layers.Dropout(0.5))\n",
    "\n",
    "    print(model.compute_output_shape((None, *input_size)))\n",
    "\n",
    "    model.add(tf.keras.layers.Reshape(\n",
    "        target_shape=(np.prod([input_size[0]//4, input_size[1]//4, n_filters//2]),))\n",
    "    )\n",
    "    \n",
    "    print(model.compute_output_shape((None, *input_size)))\n",
    "    \n",
    "    model.add(tf.keras.layers.Dense(\n",
    "        units=1, use_bias=False)\n",
    "    )\n",
    "\n",
    "    print(model.compute_output_shape((None, *input_size)))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1813,
     "status": "ok",
     "timestamp": 1566680750136,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "DX4INL735ARw",
    "outputId": "dec87b5a-3c59-4cef-9ae6-0c1aaf3e3c0c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 28, 28, 1)\n",
      "(None, 14, 14, 8)\n",
      "(None, 7, 7, 32)\n",
      "(None, 1568)\n",
      "(None, 1)\n",
      "Model: \"sequential_11\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "reshape_12 (Reshape)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            multiple                  72        \n",
      "_________________________________________________________________\n",
      "batch_normalization_28 (Batc multiple                  32        \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_26 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout_20 (Dropout)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "conv2d_8 (Conv2D)            multiple                  2304      \n",
      "_________________________________________________________________\n",
      "batch_normalization_29 (Batc multiple                  128       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_27 (LeakyReLU)   multiple                  0         \n",
      "_________________________________________________________________\n",
      "dropout_21 (Dropout)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "reshape_13 (Reshape)         multiple                  0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              multiple                  1568      \n",
      "=================================================================\n",
      "Total params: 4,104\n",
      "Trainable params: 4,024\n",
      "Non-trainable params: 80\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "disc_model = make_dcgan_discriminator()\n",
    "disc_model.build(input_shape=(None, 28, 28, 1))\n",
    "disc_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Loading and preprocessing the data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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;
}

/*# sourceMappingURL=data:application/json;base64,{"version":3,"sources":["../node_modules/@jupyter-widgets/controls/css/widgets.css","../node_modules/@jupyter-widgets/controls/css/labvariables.css","../node_modules/@jupyter-widgets/controls/css/materialcolors.css","../node_modules/@jupyter-widgets/controls/css/widgets-base.css","../node_modules/@jupyter-widgets/controls/css/phosphor.css"],"names":[],"mappings":"AAAA;;GAEG;;CAEF;;kCAEiC;;CCNlC;;;+EAG+E;;CAE/E;;;;EAIE;;CCTF;;;;;;;;;;;;;;;;;;;;;;;;;;;;;GA6BG;;CDhBH;;;;;;;;;;;;;;;;;;;EAmBE;;CAGF;;GAEG;;CACF,yDAAyD;;CAC1D,yEAAyE;;CAEzE;;GAEG;;CAOH;;EAEE;;;KAGG;;EAQH;;;;IAIE,CAIwB,oBAAoB,CAGhB,0CAA0C;;EAGxE;;IAEE;;EAOF;;KAEG;;EAOH;;;IAGE,CAWwB,oBAAoB;;;EAU9C;;;;IAIE;;EAOF,kBAAkB;;EAYlB,+CAA+C;;EAsB/C,0BAA0B;EAa1B;4EAC0E;EAE1E;wEACsE;;EAGtE,8BAA8B;;EAK9B,6BAA6B;;EAI7B,6BAA6B;CAQ9B;;CEzMD;;GAEG;;CAEH;;;;GAIG;;CCRH;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;EA8BE;;CAEF;;;GAGG;;CAEH;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,0BAA0B;EAC1B,uBAAuB;EACvB,sBAAsB;EACtB,kBAAkB;CACnB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,UAAU;EACV,WAAW;EACX,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,sBAAsB;CACvB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;EACpB,+BAAuB;UAAvB,uBAAuB;EACvB,iBAAiB;CAClB;;CAGD;;EAEE,oBAAe;MAAf,mBAAe;UAAf,eAAe;CAChB;;CAGD;EACE,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,iBAAiB;EACjB,oBAAoB;CACrB;;CAGD;EACE,yBAAyB;CAC1B;;CAGD;EACE,mBAAmB;CACpB;;CAGD;EACE,QAAQ;EACR,oCAA4B;EAA5B,4BAA4B;CAC7B;;CAGD;EACE,OAAO;EACP,mCAA2B;EAA3B,2BAA2B;CAC5B;;CAGD;EACE,yBAAiB;EAAjB,iBAAiB;CAClB;;CAED,oBAAoB;;CD9GpB,QAUqC,oCAAoC;;IA2BrE,+BAA+B;CAIlC;;CAED;IACI,YAAiC;IACjC,+BAAuB;YAAvB,uBAAuB;IACvB,aAA+B;IAC/B,kBAAkB;CACrB;;CAED;IACI,kBAA6C;IAC7C,aAAwC;CAC3C;;CAED;IACI,eAAe;IACf,gBAAgB;CACnB;;CAED,mBAAmB;;CAEnB;IACI,wBAAwB;IACxB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;IACpB,4BAAsB;QAAtB,yBAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,sBAAsB;IACtB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED,4BAA4B;;CAE5B;IACI,mBAAmB;IACnB,oBAAoB;IACpB,iBAAiB;IACjB,oBAAoB;IACpB,sBAAsB;IACtB,oBAAoB;IACpB,iBAAiB;IACjB,wBAAwB;IACxB,mBAAmB;IACnB,gBAAuC;IACvC,gBAAgB;;IAEhB,aAAwC;IACxC,kBAAkB;IAClB,kBAA6C;IAC7C,yBAAiB;YAAjB,iBAAiB;;IAEjB,yBAAgC;IAChC,0BAA0C;IAC1C,sBAAsC;IACtC,aAAa;CAChB;;CAED;IACI,kBAA8C;IAC9C,qBAAqB;CACxB;;CAED;IACI,iBAAiB,CAAC,sBAAsB;CAC3C;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,gBAAgB;CACnB;;CAED;IACI,wBAAwB;IACxB;;+CAE+E;YAF/E;;+CAE+E;CAClF;;CAED;IACI,wBAAwB;IACxB;;iDAE6E;YAF7E;;iDAE6E;IAC7E,yBAAgC;IAChC,0BAA0C;CAC7C;;CAED;IACI,2BAA8D;CACjE;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAA2C;CAC9C;;CAED;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAEF;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAED,2BAA2B;;CAE5B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,6BAA6B;;CAE7B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,kBAAkB;;CAElB;IACI,aAA4C;CAC/C;;CAED,0BAA0B;;CAE1B,kCAAkC;;CAClC;IACI,iBAAuB;IAAvB,uBAAuB;CAC1B;;CAED;IACI,iBAAiB;IACjB,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,WAAW;IACX,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,6BAA6B;IAC7B,aAAqC;IACrC,kBAAkB;IAClB,kBAA0D;IAC1D,YAA4C;IAC5C,qBAAe;QAAf,eAAe;CAClB;;CAED;IACI,2BAA2B;IAC3B,aAAqC;IACrC,mBAAmB;IACnB,kBAA6C;CAChD;;CAED,4BAA4B;;CAE5B;IACI,aAAuC;IACvC,gBAAuC;IACvC,aAAwC;IACxC,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,yBAAyB;;IAEzB;;;;OAIG;IACH;;uDAEoD;;IAMpD;;+CAE4C;CAC/C;;CAED;IACI,wBAAwB;IACxB,mBAAmB;IACnB,iBAAgD;IAChD,gBAA+C;IAC/C,iBAA6C;CAChD;;CAED;IACI,sBAAsB;IACtB,gBAA4C;IAC5C,2BAA2B;IAC3B,eAAe;CAClB;;CAED,6BAA6B;;CAE7B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,wBAAgE;IAChE,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,4BAAmB;QAAnB,mBAAmB;CACtB;;CAED,0BAA0B;;CAE1B;IACI,aAAwC;IACxC,kBAA6C;IAC7C,aAA4C;IAC5C,gBAAuC;CAC1C;;CAED;IACI,kBAA6C;IAC7C,kBAA8C;IAC9C,iBAA6C;;IAE7C,0JAA0J;IAC1J,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,iBAAiB;IACjB,aAAa;CAChB;;CAED;IACI,iBAAiB;IACjB,WAAW;CACd;;CAED;IACI,cAAc;CACjB;;CAED,qCAAqC;;CAErC;IACI,aAAsC;CACzC;;CAED;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,yBAAyB;CAC5B;;CAED;IACI,gBAAgB;IAChB,eAAe;CAClB;;CAED;IACI,sBAAyD;CAC5D;;CAED,mBAAmB;;CAEnB;IACI,kBAAkB;IAClB,0BAA4E;IAC5E,oBAAoC;IACpC,+BAAuB;YAAvB,uBAAuB;IACvB,mBAAmB;IACnB,mBAAmB;CACtB;;CAED;IACI,mBAAmB;IACnB,yBAAyB,CAAC,oDAAoD;IAC9E,mBAAmB;IACnB,wBAAmE;IACnE,0BAAiG;IACjG,+BAAuB;YAAvB,uBAAuB;IACvB,WAAW;IACX,uBAAuB,CAAC,wBAAwB;CACnD;;CAED,wBAAwB;;CACxB;IACI,0BAA+D;IAC/D,0BAAiG;CACpG;;CAED;IACI,0BAA+D;IAC/D,sBAA2D;IAC3D,WAAW;IACX,8BAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,iEAAiE;IACjE,mBAAmB;IACnB,oBAAyD;IACzD,WAAW;CACd;;CAED,8BAA8B;;CAE9B;IACI,YAA4C;IAC5C,aAA6C;IAC7C,iBAAgJ;IAChJ,kBAAqG;IACrG,mBAAmB;IACnB,OAAO;CACV;;CAED;IACI,YAA4C;IAC5C,aAA6C;IAC7C,oBAAuG;IACvG,kBAAiJ;IACjJ,mBAAmB;IACnB,QAAQ;CACX;;CAED;IACI,YAA6D;IAC7D,iBAAyJ;CAC5J;;CAED;IACI,WAA4D;IAC5D,kBAA0J;CAC7J;;CAED,uBAAuB;;CAEvB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;;IAE7C;;oDAEgD;IAChD,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,kBAAkB;CACrB;;CAED;IACI,aAAwC;IACxC,iBAAwG;IACxG,kBAAyG;IACzG,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;CAClD;;CAED;IACI,gCAAgC;IAChC,YAAiD;IACjD,iBAAmG;IACnG,YAAY;CACf;;CAED,qBAAqB;;CAErB;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,qBAAqB;IACrB,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,kBAAkB;IAClB,mBAAmB;IACnB,mBAA0G;IAC1G,gBAAuG;IACvG,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,gCAAgC;IAChC,WAAgD;IAChD,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,kBAAkB;IAClB,mBAAmB;CACtB;;CAED,6BAA6B;;CAE7B;IACI,yBAAyB;IAIzB,iBAAiB;CACpB;;CAED;IACI,aAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA2C;CAC9C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA0C;IAC1C,aAAa;IACb,yBAAiB;YAAjB,iBAAiB;CACpB;;CAED,yBAAyB;;CAEzB;IACI,kBAAkB;IAClB,aAAwC;IACxC,kBAA6C;IAC7C,aAAsC;IACtC,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;;CAEvB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,gBAA4C;IAC5C,mBAA+C;IAC/C,6BAAoB;QAApB,oBAAoB;IACpB,8BAA8B;IAC9B,aAAgB;IAAhB,gBAAgB;CACnB;;CAED,uBAAuB;;CAEvB;IACI,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,YAA4C;IAC5C,kBAAkB;IAClB,mBAAmB;IACnB,iBAAiB;CACpB;;CAED,2BAA2B;;CAE3B;IACI,aAAwC;IACxC,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,oBAAoB;IACpB,0BAAwF;IACxF,iBAAiB;IACjB,gBAAgB;IAChB,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,aAAa,CAAC,iEAAiE;IAC/E,+BAAuB;YAAvB,uBAAuB;IACvB,yBAAyB;IACzB,yBAAiB;YAAjB,iBAAiB;IACjB,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAAoB;IACpB,kBAAyD;CAC5D,iBAAiB;CACjB,yBAAyB;CACzB,sBAAsB;IACnB,6BAA6B;CAChC,sBAAsB;CACtB,kCAAkC;IAC/B,kuBAAmD;CACtD;;CACD;IACI,sBAAyD;CAC5D;;CAED;IACI,aAA4C;CAC/C;;CAED;6CAC6C;;CAC7C;IACI,mBAAmB;IACnB,wBAAwB;CAC3B;;CAED,+BAA+B;;CAE/B;IACI,aAAsC;IACtC,kBAA6C;;IAE7C;;kEAE8D;IAC9D,yBAAwB;QAAxB,sBAAwB;YAAxB,wBAAwB;CAC3B;;CAED;IACI,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,yBAAyB;IACzB,eAAe;IACf,gBAAgB;;IAEhB;;kEAE8D;IAC9D,iBAAiB;CACpB;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,kBAA8C;IAC9C,kBAA6C;IAC7C,kEAAkE;IAClE,0DAAiF;IACjF,6DAAoF;CACvF;;CAID,4BAA4B;;CAE5B;IACI,kBAA6C;CAChD;;CAED;IACI,iBAAsC;IACtC,kBAAuC;CAC1C;;CAED;IACI,aAA4C;CAC/C;;CAED,2BAA2B;;CAE3B;IACI,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;IACrB,+BAAuB;YAAvB,uBAAuB;IACvB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,mBAA8D;CACjE;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,gBAAuC;CAC1C;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,oBAA4D;IAC5D,YAAY;CACf;;CAED,0BAA0B;;CAE1B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,gBAA+C;CAClD;;CAED;IACI,YAAuC;IACvC,aAAwC;IACxC,eAAe,CAAC,6DAA6D;IAC7E,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,kBAAkB;IAClB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;IACvB,6BAAoB;QAApB,oBAAoB;IACpB,yBAAyB;CAC5B;;CAED;IACI,+BAA6F;CAChG;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,yBAAyB;IACzB,aAAwC;IACxC,kBAA6C;IAC7C,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,gBAAuC;IACvC,iBAAsF;IACtF,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,aAA4C;CAC/C;;CAED,yBAAyB;;CAEzB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,aAAa,CAAC,iEAAiE;IAC/E,yBAAyB;IACzB,aAAwC;IACxC,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,sBAAoC;CACvC;;CAED;IACI,aAA4C;CAC/C;;CAED,iBAAiB;;CAEjB;IACI,aAA4C;IAC5C,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa;CAChB;;CAED;IACI,aAA4C;CAC/C;;CAED,gBAAgB;;CAEhB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,yFAAyF;IACzF,oBAAoB;IACpB,oBAAoB;CACvB;;CAED;IACI,iDAAiD;IACjD,uBAAsB;QAAtB,oBAAsB;YAAtB,sBAAsB;IACtB,aAAa;IACb,cAAc;CACjB;;CAED;IACI,YAAY;IACZ,+BAAuB;YAAvB,uBAAuB;IACvB,UAAU;IACV,kBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,cAA6C;IAC7C,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,eAAe;CAClB;;CAED;IACI,wCAA+D;IAC/D,iBAAmF;CACtF;;CAED;IACI,oBAAiD;QAAjD,oBAAiD;YAAjD,gBAAiD;IACjD,gBAAgB;IAChB,iBAAmF;IACnF,kBAAqD;IACrD,kBAA+C;IAC/C,kBAAkB;IAClB,oBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,0BAAgC;IAChC,gEAAgE;IAChE,kBAAoC;IACpC,iBAAuF;IACvF,mCAA8C;YAA9C,2BAA8C;IAC9C,kBAAkB;CACrB;;CAED;IACI,mBAAmB;IACnB,UAAuC;IACvC,WAAwC;IACxC,YAAY;IACZ,YAAoD;IACpD,wBAA+C;IAC/C,oBAAmC;CACtC;;CAED;IACI,eAAe;CAClB;;CAED;IACI,kBAAoC;IACpC,yBAAgC;CACnC;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,yBAAyB;IACzB,iBAAiB,CAAC,WAAW;CAChC;;CAED;;;IAGI,kBAAqD;CACxD;;CAED,sBAAsB;;CAEtB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,aAAyC;IACzC,gBAAgB;IAChB,yBAAgC;IAChC,0BAA0C;IAC1C,0BAAqE;IACrE,mBAA+F;IAC/F,kBAAkB;CACrB;;CAED;IACI,wBAA0C;IAC1C,yBAAgC;CACnC;;CAED;IACI,wBAA0C;IAC1C,0BAAgC;IAChC,gBAAgB;IAChB,oBAAoB;CACvB;;CAED;IACI,sBAAsB,EAAE,qCAAqC;IAC7D,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,sBAAsB,CAAC,oCAAoC;CAC9D;;CAED;IACI,cAA6C;IAC7C,wBAA0C;IAC1C,yBAAgC;IAChC,+BAA0E;IAC1E,gCAA2E;IAC3E,iCAA4E;IAC5E,eAAe;CAClB;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,gBAAgB;CACnB;;CAID,iBAAiB;;CAEjB;IACI,gBAAuC;CAC1C;;CAED;IACI,0CAA0C;IAC1C,6BAAoB;QAApB,oBAAoB;IACpB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,kEAAkE;IAClE,kBAA6C;IAC7C,yEAAyE;IACzE,mBAAmB;CACtB","file":"controls.css","sourcesContent":["/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n /* We import all of these together in a single css file because the Webpack\nloader sees only one file at a time. This allows postcss to see the variable\ndefinitions when they are used. */\n\n@import \"./labvariables.css\";\n@import \"./widgets-base.css\";\n","/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*/\n\n/*\nThis file is copied from the JupyterLab project to define default styling for\nwhen the widget styling is compiled down to eliminate CSS variables. We make one\nchange - we comment out the font import below.\n*/\n\n@import \"./materialcolors.css\";\n\n/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*/\n\n\n/*\n * Optional monospace font for input/output prompt.\n */\n /* Commented out in ipywidgets since we don't need it. */\n/* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */\n\n/*\n * Added for compabitility with output area\n */\n:root {\n  --jp-icon-search: none;\n  --jp-ui-select-caret: none;\n}\n\n\n:root {\n\n  /* Borders\n\n  The following variables, specify the visual styling of borders in JupyterLab.\n   */\n\n  --jp-border-width: 1px;\n  --jp-border-color0: var(--md-grey-700);\n  --jp-border-color1: var(--md-grey-500);\n  --jp-border-color2: var(--md-grey-300);\n  --jp-border-color3: var(--md-grey-100);\n\n  /* UI Fonts\n\n  The UI font CSS variables are used for the typography all of the JupyterLab\n  user interface elements that are not directly user generated content.\n  */\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n  --jp-ui-icon-font-size: 14px; /* Ensures px perfect FontAwesome icons */\n  --jp-ui-font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n\n  /* Use these font colors against the corresponding main layout colors.\n     In a light theme, these go from dark to light.\n  */\n\n  --jp-ui-font-color0: rgba(0,0,0,1.0);\n  --jp-ui-font-color1: rgba(0,0,0,0.8);\n  --jp-ui-font-color2: rgba(0,0,0,0.5);\n  --jp-ui-font-color3: rgba(0,0,0,0.3);\n\n  /* Use these against the brand/accent/warn/error colors.\n     These will typically go from light to darker, in both a dark and light theme\n   */\n\n  --jp-inverse-ui-font-color0: rgba(255,255,255,1);\n  --jp-inverse-ui-font-color1: rgba(255,255,255,1.0);\n  --jp-inverse-ui-font-color2: rgba(255,255,255,0.7);\n  --jp-inverse-ui-font-color3: rgba(255,255,255,0.5);\n\n  /* Content Fonts\n\n  Content font variables are used for typography of user generated content.\n  */\n\n  --jp-content-font-size: 13px;\n  --jp-content-line-height: 1.5;\n  --jp-content-font-color0: black;\n  --jp-content-font-color1: black;\n  --jp-content-font-color2: var(--md-grey-700);\n  --jp-content-font-color3: var(--md-grey-500);\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n\n  --jp-code-font-size: 13px;\n  --jp-code-line-height: 1.307;\n  --jp-code-padding: 5px;\n  --jp-code-font-family: monospace;\n\n\n  /* Layout\n\n  The following are the main layout colors use in JupyterLab. In a light\n  theme these would go from light to dark.\n  */\n\n  --jp-layout-color0: white;\n  --jp-layout-color1: white;\n  --jp-layout-color2: var(--md-grey-200);\n  --jp-layout-color3: var(--md-grey-400);\n\n  /* Brand/accent */\n\n  --jp-brand-color0: var(--md-blue-700);\n  --jp-brand-color1: var(--md-blue-500);\n  --jp-brand-color2: var(--md-blue-300);\n  --jp-brand-color3: var(--md-blue-100);\n\n  --jp-accent-color0: var(--md-green-700);\n  --jp-accent-color1: var(--md-green-500);\n  --jp-accent-color2: var(--md-green-300);\n  --jp-accent-color3: var(--md-green-100);\n\n  /* State colors (warn, error, success, info) */\n\n  --jp-warn-color0: var(--md-orange-700);\n  --jp-warn-color1: var(--md-orange-500);\n  --jp-warn-color2: var(--md-orange-300);\n  --jp-warn-color3: var(--md-orange-100);\n\n  --jp-error-color0: var(--md-red-700);\n  --jp-error-color1: var(--md-red-500);\n  --jp-error-color2: var(--md-red-300);\n  --jp-error-color3: var(--md-red-100);\n\n  --jp-success-color0: var(--md-green-700);\n  --jp-success-color1: var(--md-green-500);\n  --jp-success-color2: var(--md-green-300);\n  --jp-success-color3: var(--md-green-100);\n\n  --jp-info-color0: var(--md-cyan-700);\n  --jp-info-color1: var(--md-cyan-500);\n  --jp-info-color2: var(--md-cyan-300);\n  --jp-info-color3: var(--md-cyan-100);\n\n  /* Cell specific styles */\n\n  --jp-cell-padding: 5px;\n  --jp-cell-editor-background: #f7f7f7;\n  --jp-cell-editor-border-color: #cfcfcf;\n  --jp-cell-editor-background-edit: var(--jp-ui-layout-color1);\n  --jp-cell-editor-border-color-edit: var(--jp-brand-color1);\n  --jp-cell-prompt-width: 100px;\n  --jp-cell-prompt-font-family: 'Roboto Mono', monospace;\n  --jp-cell-prompt-letter-spacing: 0px;\n  --jp-cell-prompt-opacity: 1.0;\n  --jp-cell-prompt-opacity-not-active: 0.4;\n  --jp-cell-prompt-font-color-not-active: var(--md-grey-700);\n  /* A custom blend of MD grey and blue 600\n   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */\n  --jp-cell-inprompt-font-color: #307FC1;\n  /* A custom blend of MD grey and orange 600\n   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */\n  --jp-cell-outprompt-font-color: #BF5B3D;\n\n  /* Notebook specific styles */\n\n  --jp-notebook-padding: 10px;\n  --jp-notebook-scroll-padding: 100px;\n\n  /* Console specific styles */\n\n  --jp-console-background: var(--md-grey-100);\n\n  /* Toolbar specific styles */\n\n  --jp-toolbar-border-color: var(--md-grey-400);\n  --jp-toolbar-micro-height: 8px;\n  --jp-toolbar-background: var(--jp-layout-color0);\n  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0,0,0,0.24);\n  --jp-toolbar-header-margin: 4px 4px 0px 4px;\n  --jp-toolbar-active-background: var(--md-grey-300);\n}\n","/**\n * The material design colors are adapted from google-material-color v1.2.6\n * https://github.com/danlevan/google-material-color\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css\n *\n * The license for the material design color CSS variables is as follows (see\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2014 Dan Le Van\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n * SOFTWARE.\n */\n:root {\n  --md-red-50: #FFEBEE;\n  --md-red-100: #FFCDD2;\n  --md-red-200: #EF9A9A;\n  --md-red-300: #E57373;\n  --md-red-400: #EF5350;\n  --md-red-500: #F44336;\n  --md-red-600: #E53935;\n  --md-red-700: #D32F2F;\n  --md-red-800: #C62828;\n  --md-red-900: #B71C1C;\n  --md-red-A100: #FF8A80;\n  --md-red-A200: #FF5252;\n  --md-red-A400: #FF1744;\n  --md-red-A700: #D50000;\n\n  --md-pink-50: #FCE4EC;\n  --md-pink-100: #F8BBD0;\n  --md-pink-200: #F48FB1;\n  --md-pink-300: #F06292;\n  --md-pink-400: #EC407A;\n  --md-pink-500: #E91E63;\n  --md-pink-600: #D81B60;\n  --md-pink-700: #C2185B;\n  --md-pink-800: #AD1457;\n  --md-pink-900: #880E4F;\n  --md-pink-A100: #FF80AB;\n  --md-pink-A200: #FF4081;\n  --md-pink-A400: #F50057;\n  --md-pink-A700: #C51162;\n\n  --md-purple-50: #F3E5F5;\n  --md-purple-100: #E1BEE7;\n  --md-purple-200: #CE93D8;\n  --md-purple-300: #BA68C8;\n  --md-purple-400: #AB47BC;\n  --md-purple-500: #9C27B0;\n  --md-purple-600: #8E24AA;\n  --md-purple-700: #7B1FA2;\n  --md-purple-800: #6A1B9A;\n  --md-purple-900: #4A148C;\n  --md-purple-A100: #EA80FC;\n  --md-purple-A200: #E040FB;\n  --md-purple-A400: #D500F9;\n  --md-purple-A700: #AA00FF;\n\n  --md-deep-purple-50: #EDE7F6;\n  --md-deep-purple-100: #D1C4E9;\n  --md-deep-purple-200: #B39DDB;\n  --md-deep-purple-300: #9575CD;\n  --md-deep-purple-400: #7E57C2;\n  --md-deep-purple-500: #673AB7;\n  --md-deep-purple-600: #5E35B1;\n  --md-deep-purple-700: #512DA8;\n  --md-deep-purple-800: #4527A0;\n  --md-deep-purple-900: #311B92;\n  --md-deep-purple-A100: #B388FF;\n  --md-deep-purple-A200: #7C4DFF;\n  --md-deep-purple-A400: #651FFF;\n  --md-deep-purple-A700: #6200EA;\n\n  --md-indigo-50: #E8EAF6;\n  --md-indigo-100: #C5CAE9;\n  --md-indigo-200: #9FA8DA;\n  --md-indigo-300: #7986CB;\n  --md-indigo-400: #5C6BC0;\n  --md-indigo-500: #3F51B5;\n  --md-indigo-600: #3949AB;\n  --md-indigo-700: #303F9F;\n  --md-indigo-800: #283593;\n  --md-indigo-900: #1A237E;\n  --md-indigo-A100: #8C9EFF;\n  --md-indigo-A200: #536DFE;\n  --md-indigo-A400: #3D5AFE;\n  --md-indigo-A700: #304FFE;\n\n  --md-blue-50: #E3F2FD;\n  --md-blue-100: #BBDEFB;\n  --md-blue-200: #90CAF9;\n  --md-blue-300: #64B5F6;\n  --md-blue-400: #42A5F5;\n  --md-blue-500: #2196F3;\n  --md-blue-600: #1E88E5;\n  --md-blue-700: #1976D2;\n  --md-blue-800: #1565C0;\n  --md-blue-900: #0D47A1;\n  --md-blue-A100: #82B1FF;\n  --md-blue-A200: #448AFF;\n  --md-blue-A400: #2979FF;\n  --md-blue-A700: #2962FF;\n\n  --md-light-blue-50: #E1F5FE;\n  --md-light-blue-100: #B3E5FC;\n  --md-light-blue-200: #81D4FA;\n  --md-light-blue-300: #4FC3F7;\n  --md-light-blue-400: #29B6F6;\n  --md-light-blue-500: #03A9F4;\n  --md-light-blue-600: #039BE5;\n  --md-light-blue-700: #0288D1;\n  --md-light-blue-800: #0277BD;\n  --md-light-blue-900: #01579B;\n  --md-light-blue-A100: #80D8FF;\n  --md-light-blue-A200: #40C4FF;\n  --md-light-blue-A400: #00B0FF;\n  --md-light-blue-A700: #0091EA;\n\n  --md-cyan-50: #E0F7FA;\n  --md-cyan-100: #B2EBF2;\n  --md-cyan-200: #80DEEA;\n  --md-cyan-300: #4DD0E1;\n  --md-cyan-400: #26C6DA;\n  --md-cyan-500: #00BCD4;\n  --md-cyan-600: #00ACC1;\n  --md-cyan-700: #0097A7;\n  --md-cyan-800: #00838F;\n  --md-cyan-900: #006064;\n  --md-cyan-A100: #84FFFF;\n  --md-cyan-A200: #18FFFF;\n  --md-cyan-A400: #00E5FF;\n  --md-cyan-A700: #00B8D4;\n\n  --md-teal-50: #E0F2F1;\n  --md-teal-100: #B2DFDB;\n  --md-teal-200: #80CBC4;\n  --md-teal-300: #4DB6AC;\n  --md-teal-400: #26A69A;\n  --md-teal-500: #009688;\n  --md-teal-600: #00897B;\n  --md-teal-700: #00796B;\n  --md-teal-800: #00695C;\n  --md-teal-900: #004D40;\n  --md-teal-A100: #A7FFEB;\n  --md-teal-A200: #64FFDA;\n  --md-teal-A400: #1DE9B6;\n  --md-teal-A700: #00BFA5;\n\n  --md-green-50: #E8F5E9;\n  --md-green-100: #C8E6C9;\n  --md-green-200: #A5D6A7;\n  --md-green-300: #81C784;\n  --md-green-400: #66BB6A;\n  --md-green-500: #4CAF50;\n  --md-green-600: #43A047;\n  --md-green-700: #388E3C;\n  --md-green-800: #2E7D32;\n  --md-green-900: #1B5E20;\n  --md-green-A100: #B9F6CA;\n  --md-green-A200: #69F0AE;\n  --md-green-A400: #00E676;\n  --md-green-A700: #00C853;\n\n  --md-light-green-50: #F1F8E9;\n  --md-light-green-100: #DCEDC8;\n  --md-light-green-200: #C5E1A5;\n  --md-light-green-300: #AED581;\n  --md-light-green-400: #9CCC65;\n  --md-light-green-500: #8BC34A;\n  --md-light-green-600: #7CB342;\n  --md-light-green-700: #689F38;\n  --md-light-green-800: #558B2F;\n  --md-light-green-900: #33691E;\n  --md-light-green-A100: #CCFF90;\n  --md-light-green-A200: #B2FF59;\n  --md-light-green-A400: #76FF03;\n  --md-light-green-A700: #64DD17;\n\n  --md-lime-50: #F9FBE7;\n  --md-lime-100: #F0F4C3;\n  --md-lime-200: #E6EE9C;\n  --md-lime-300: #DCE775;\n  --md-lime-400: #D4E157;\n  --md-lime-500: #CDDC39;\n  --md-lime-600: #C0CA33;\n  --md-lime-700: #AFB42B;\n  --md-lime-800: #9E9D24;\n  --md-lime-900: #827717;\n  --md-lime-A100: #F4FF81;\n  --md-lime-A200: #EEFF41;\n  --md-lime-A400: #C6FF00;\n  --md-lime-A700: #AEEA00;\n\n  --md-yellow-50: #FFFDE7;\n  --md-yellow-100: #FFF9C4;\n  --md-yellow-200: #FFF59D;\n  --md-yellow-300: #FFF176;\n  --md-yellow-400: #FFEE58;\n  --md-yellow-500: #FFEB3B;\n  --md-yellow-600: #FDD835;\n  --md-yellow-700: #FBC02D;\n  --md-yellow-800: #F9A825;\n  --md-yellow-900: #F57F17;\n  --md-yellow-A100: #FFFF8D;\n  --md-yellow-A200: #FFFF00;\n  --md-yellow-A400: #FFEA00;\n  --md-yellow-A700: #FFD600;\n\n  --md-amber-50: #FFF8E1;\n  --md-amber-100: #FFECB3;\n  --md-amber-200: #FFE082;\n  --md-amber-300: #FFD54F;\n  --md-amber-400: #FFCA28;\n  --md-amber-500: #FFC107;\n  --md-amber-600: #FFB300;\n  --md-amber-700: #FFA000;\n  --md-amber-800: #FF8F00;\n  --md-amber-900: #FF6F00;\n  --md-amber-A100: #FFE57F;\n  --md-amber-A200: #FFD740;\n  --md-amber-A400: #FFC400;\n  --md-amber-A700: #FFAB00;\n\n  --md-orange-50: #FFF3E0;\n  --md-orange-100: #FFE0B2;\n  --md-orange-200: #FFCC80;\n  --md-orange-300: #FFB74D;\n  --md-orange-400: #FFA726;\n  --md-orange-500: #FF9800;\n  --md-orange-600: #FB8C00;\n  --md-orange-700: #F57C00;\n  --md-orange-800: #EF6C00;\n  --md-orange-900: #E65100;\n  --md-orange-A100: #FFD180;\n  --md-orange-A200: #FFAB40;\n  --md-orange-A400: #FF9100;\n  --md-orange-A700: #FF6D00;\n\n  --md-deep-orange-50: #FBE9E7;\n  --md-deep-orange-100: #FFCCBC;\n  --md-deep-orange-200: #FFAB91;\n  --md-deep-orange-300: #FF8A65;\n  --md-deep-orange-400: #FF7043;\n  --md-deep-orange-500: #FF5722;\n  --md-deep-orange-600: #F4511E;\n  --md-deep-orange-700: #E64A19;\n  --md-deep-orange-800: #D84315;\n  --md-deep-orange-900: #BF360C;\n  --md-deep-orange-A100: #FF9E80;\n  --md-deep-orange-A200: #FF6E40;\n  --md-deep-orange-A400: #FF3D00;\n  --md-deep-orange-A700: #DD2C00;\n\n  --md-brown-50: #EFEBE9;\n  --md-brown-100: #D7CCC8;\n  --md-brown-200: #BCAAA4;\n  --md-brown-300: #A1887F;\n  --md-brown-400: #8D6E63;\n  --md-brown-500: #795548;\n  --md-brown-600: #6D4C41;\n  --md-brown-700: #5D4037;\n  --md-brown-800: #4E342E;\n  --md-brown-900: #3E2723;\n\n  --md-grey-50: #FAFAFA;\n  --md-grey-100: #F5F5F5;\n  --md-grey-200: #EEEEEE;\n  --md-grey-300: #E0E0E0;\n  --md-grey-400: #BDBDBD;\n  --md-grey-500: #9E9E9E;\n  --md-grey-600: #757575;\n  --md-grey-700: #616161;\n  --md-grey-800: #424242;\n  --md-grey-900: #212121;\n\n  --md-blue-grey-50: #ECEFF1;\n  --md-blue-grey-100: #CFD8DC;\n  --md-blue-grey-200: #B0BEC5;\n  --md-blue-grey-300: #90A4AE;\n  --md-blue-grey-400: #78909C;\n  --md-blue-grey-500: #607D8B;\n  --md-blue-grey-600: #546E7A;\n  --md-blue-grey-700: #455A64;\n  --md-blue-grey-800: #37474F;\n  --md-blue-grey-900: #263238;\n}","/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n/*\n * We assume that the CSS variables in\n * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css\n * have been defined.\n */\n\n@import \"./phosphor.css\";\n\n:root {\n    --jp-widgets-color: var(--jp-content-font-color1);\n    --jp-widgets-label-color: var(--jp-widgets-color);\n    --jp-widgets-readout-color: var(--jp-widgets-color);\n    --jp-widgets-font-size: var(--jp-ui-font-size1);\n    --jp-widgets-margin: 2px;\n    --jp-widgets-inline-height: 28px;\n    --jp-widgets-inline-width: 300px;\n    --jp-widgets-inline-width-short: calc(var(--jp-widgets-inline-width) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-width-tiny: calc(var(--jp-widgets-inline-width-short) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-margin: 4px; /* margin between inline elements */\n    --jp-widgets-inline-label-width: 80px;\n    --jp-widgets-border-width: var(--jp-border-width);\n    --jp-widgets-vertical-height: 200px;\n    --jp-widgets-horizontal-tab-height: 24px;\n    --jp-widgets-horizontal-tab-width: 144px;\n    --jp-widgets-horizontal-tab-top-border: 2px;\n    --jp-widgets-progress-thickness: 20px;\n    --jp-widgets-container-padding: 15px;\n    --jp-widgets-input-padding: 4px;\n    --jp-widgets-radio-item-height-adjustment: 8px;\n    --jp-widgets-radio-item-height: calc(var(--jp-widgets-inline-height) - var(--jp-widgets-radio-item-height-adjustment));\n    --jp-widgets-slider-track-thickness: 4px;\n    --jp-widgets-slider-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-slider-handle-size: 16px;\n    --jp-widgets-slider-handle-border-color: var(--jp-border-color1);\n    --jp-widgets-slider-handle-background-color: var(--jp-layout-color1);\n    --jp-widgets-slider-active-handle-color: var(--jp-brand-color1);\n    --jp-widgets-menu-item-height: 24px;\n    --jp-widgets-dropdown-arrow: url(\"data:image/svg+xml;base64,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\");\n    --jp-widgets-input-color: var(--jp-ui-font-color1);\n    --jp-widgets-input-background-color: var(--jp-layout-color1);\n    --jp-widgets-input-border-color: var(--jp-border-color1);\n    --jp-widgets-input-focus-border-color: var(--jp-brand-color2);\n    --jp-widgets-input-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-disabled-opacity: 0.6;\n\n    /* From Material Design Lite */\n    --md-shadow-key-umbra-opacity: 0.2;\n    --md-shadow-key-penumbra-opacity: 0.14;\n    --md-shadow-ambient-shadow-opacity: 0.12;\n}\n\n.jupyter-widgets {\n    margin: var(--jp-widgets-margin);\n    box-sizing: border-box;\n    color: var(--jp-widgets-color);\n    overflow: visible;\n}\n\n.jupyter-widgets.jupyter-widgets-disconnected::before {\n    line-height: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n}\n\n.jp-Output-result > .jupyter-widgets {\n    margin-left: 0;\n    margin-right: 0;\n}\n\n/* vbox and hbox */\n\n.widget-inline-hbox {\n    /* Horizontal widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: row;\n    align-items: baseline;\n}\n\n.widget-inline-vbox {\n    /* Vertical Widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: column;\n    align-items: center;\n}\n\n.widget-box {\n    box-sizing: border-box;\n    display: flex;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-gridbox {\n    box-sizing: border-box;\n    display: grid;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-hbox {\n    flex-direction: row;\n}\n\n.widget-vbox {\n    flex-direction: column;\n}\n\n/* General Button Styling */\n\n.jupyter-button {\n    padding-left: 10px;\n    padding-right: 10px;\n    padding-top: 0px;\n    padding-bottom: 0px;\n    display: inline-block;\n    white-space: nowrap;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    text-align: center;\n    font-size: var(--jp-widgets-font-size);\n    cursor: pointer;\n\n    height: var(--jp-widgets-inline-height);\n    border: 0px solid;\n    line-height: var(--jp-widgets-inline-height);\n    box-shadow: none;\n\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color2);\n    border-color: var(--jp-border-color2);\n    border: none;\n}\n\n.jupyter-button i.fa {\n    margin-right: var(--jp-widgets-inline-margin);\n    pointer-events: none;\n}\n\n.jupyter-button:empty:before {\n    content: \"\\200b\"; /* zero-width space */\n}\n\n.jupyter-widgets.jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.jupyter-button i.fa.center {\n    margin-right: 0;\n}\n\n.jupyter-button:hover:enabled, .jupyter-button:focus:enabled {\n    /* MD Lite 2dp shadow */\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 3px 1px -2px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity)),\n                0 1px 5px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity));\n}\n\n.jupyter-button:active, .jupyter-button.mod-active {\n    /* MD Lite 4dp shadow */\n    box-shadow: 0 4px 5px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 1px 10px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity)),\n                0 2px 4px -1px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity));\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color3);\n}\n\n.jupyter-button:focus:enabled {\n    outline: 1px solid var(--jp-widgets-input-focus-border-color);\n}\n\n/* Button \"Primary\" Styling */\n\n.jupyter-button.mod-primary {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-brand-color1);\n}\n\n.jupyter-button.mod-primary.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n.jupyter-button.mod-primary:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n/* Button \"Success\" Styling */\n\n.jupyter-button.mod-success {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-success-color1);\n}\n\n.jupyter-button.mod-success.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n.jupyter-button.mod-success:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n /* Button \"Info\" Styling */\n\n.jupyter-button.mod-info {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-info-color1);\n}\n\n.jupyter-button.mod-info.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n.jupyter-button.mod-info:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n/* Button \"Warning\" Styling */\n\n.jupyter-button.mod-warning {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-warn-color1);\n}\n\n.jupyter-button.mod-warning.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n.jupyter-button.mod-warning:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n/* Button \"Danger\" Styling */\n\n.jupyter-button.mod-danger {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-error-color1);\n}\n\n.jupyter-button.mod-danger.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n.jupyter-button.mod-danger:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n/* Widget Button*/\n\n.widget-button, .widget-toggle-button {\n    width: var(--jp-widgets-inline-width-short);\n}\n\n/* Widget Label Styling */\n\n/* Override Bootstrap label css */\n.jupyter-widgets label {\n    margin-bottom: initial;\n}\n\n.widget-label-basic {\n    /* Basic Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-label {\n    /* Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-inline-hbox .widget-label {\n    /* Horizontal Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: right;\n    margin-right: calc( var(--jp-widgets-inline-margin) * 2 );\n    width: var(--jp-widgets-inline-label-width);\n    flex-shrink: 0;\n}\n\n.widget-inline-vbox .widget-label {\n    /* Vertical Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: center;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n/* Widget Readout Styling */\n\n.widget-readout {\n    color: var(--jp-widgets-readout-color);\n    font-size: var(--jp-widgets-font-size);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    overflow: hidden;\n    white-space: nowrap;\n    text-align: center;\n}\n\n.widget-readout.overflow {\n    /* Overflowing Readout */\n\n    /* From Material Design Lite\n        shadow-key-umbra-opacity: 0.2;\n        shadow-key-penumbra-opacity: 0.14;\n        shadow-ambient-shadow-opacity: 0.12;\n     */\n    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                        0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                        0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    -moz-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                     0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                     0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                0 1px 5px 0 rgba(0, 0, 0, 0.12);\n}\n\n.widget-inline-hbox .widget-readout {\n    /* Horizontal Readout */\n    text-align: center;\n    max-width: var(--jp-widgets-inline-width-short);\n    min-width: var(--jp-widgets-inline-width-tiny);\n    margin-left: var(--jp-widgets-inline-margin);\n}\n\n.widget-inline-vbox .widget-readout {\n    /* Vertical Readout */\n    margin-top: var(--jp-widgets-inline-margin);\n    /* as wide as the widget */\n    width: inherit;\n}\n\n/* Widget Checkbox Styling */\n\n.widget-checkbox {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-checkbox input[type=\"checkbox\"] {\n    margin: 0px calc( var(--jp-widgets-inline-margin) * 2 ) 0px 0px;\n    line-height: var(--jp-widgets-inline-height);\n    font-size: large;\n    flex-grow: 1;\n    flex-shrink: 0;\n    align-self: center;\n}\n\n/* Widget Valid Styling */\n\n.widget-valid {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width-short);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-valid i:before {\n    line-height: var(--jp-widgets-inline-height);\n    margin-right: var(--jp-widgets-inline-margin);\n    margin-left: var(--jp-widgets-inline-margin);\n\n    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.widget-valid.mod-valid i:before {\n    content: \"\\f00c\";\n    color: green;\n}\n\n.widget-valid.mod-invalid i:before {\n    content: \"\\f00d\";\n    color: red;\n}\n\n.widget-valid.mod-valid .widget-valid-readout {\n    display: none;\n}\n\n/* Widget Text and TextArea Stying */\n\n.widget-textarea, .widget-text {\n    width: var(--jp-widgets-inline-width);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"]{\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-text input[type=\"text\"]:disabled, .widget-text input[type=\"number\"]:disabled, .widget-textarea textarea:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"], .widget-textarea textarea {\n    box-sizing: border-box;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    flex-grow: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    outline: none !important;\n}\n\n.widget-textarea textarea {\n    height: inherit;\n    width: inherit;\n}\n\n.widget-text input:focus, .widget-textarea textarea:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n/* Widget Slider */\n\n.widget-slider .ui-slider {\n    /* Slider Track */\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-layout-color3);\n    background: var(--jp-layout-color3);\n    box-sizing: border-box;\n    position: relative;\n    border-radius: 0px;\n}\n\n.widget-slider .ui-slider .ui-slider-handle {\n    /* Slider Handle */\n    outline: none !important; /* focused slider handles are colored - see below */\n    position: absolute;\n    background-color: var(--jp-widgets-slider-handle-background-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-handle-border-color);\n    box-sizing: border-box;\n    z-index: 1;\n    background-image: none; /* Override jquery-ui */\n}\n\n/* Override jquery-ui */\n.widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);\n}\n\n.widget-slider .ui-slider .ui-slider-handle:active {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border-color: var(--jp-widgets-slider-active-handle-color);\n    z-index: 2;\n    transform: scale(1.2);\n}\n\n.widget-slider  .ui-slider .ui-slider-range {\n    /* Interval between the two specified value of a double slider */\n    position: absolute;\n    background: var(--jp-widgets-slider-active-handle-color);\n    z-index: 0;\n}\n\n/* Shapes of Slider Handles */\n\n.widget-hslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    top: 0;\n}\n\n.widget-vslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    left: 0;\n}\n\n.widget-hslider .ui-slider .ui-slider-range {\n    height: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n.widget-vslider .ui-slider .ui-slider-range {\n    width: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n/* Horizontal Slider */\n\n.widget-hslider {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Override the align-items baseline. This way, the description and readout\n    still seem to align their baseline properly, and we don't have to have\n    align-self: stretch in the .slider-container. */\n    align-items: center;\n}\n\n.widgets-slider .slider-container {\n    overflow: visible;\n}\n\n.widget-hslider .slider-container {\n    height: var(--jp-widgets-inline-height);\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-right: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n}\n\n.widget-hslider .ui-slider {\n    /* Inner, invisible slide div */\n    height: var(--jp-widgets-slider-track-thickness);\n    margin-top: calc((var(--jp-widgets-inline-height) - var(--jp-widgets-slider-track-thickness)) / 2);\n    width: 100%;\n}\n\n/* Vertical Slider */\n\n.widget-vbox .widget-label {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-vslider {\n    /* Vertical Slider */\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vslider .slider-container {\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-top: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    display: flex;\n    flex-direction: column;\n}\n\n.widget-vslider .ui-slider-vertical {\n    /* Inner, invisible slide div */\n    width: var(--jp-widgets-slider-track-thickness);\n    flex-grow: 1;\n    margin-left: auto;\n    margin-right: auto;\n}\n\n/* Widget Progress Styling */\n\n.progress-bar {\n    -webkit-transition: none;\n    -moz-transition: none;\n    -ms-transition: none;\n    -o-transition: none;\n    transition: none;\n}\n\n.progress-bar {\n    height: var(--jp-widgets-inline-height);\n}\n\n.progress-bar {\n    background-color: var(--jp-brand-color1);\n}\n\n.progress-bar-success {\n    background-color: var(--jp-success-color1);\n}\n\n.progress-bar-info {\n    background-color: var(--jp-info-color1);\n}\n\n.progress-bar-warning {\n    background-color: var(--jp-warn-color1);\n}\n\n.progress-bar-danger {\n    background-color: var(--jp-error-color1);\n}\n\n.progress {\n    background-color: var(--jp-layout-color2);\n    border: none;\n    box-shadow: none;\n}\n\n/* Horisontal Progress */\n\n.widget-hprogress {\n    /* Progress Bar */\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    align-items: center;\n\n}\n\n.widget-hprogress .progress {\n    flex-grow: 1;\n    margin-top: var(--jp-widgets-input-padding);\n    margin-bottom: var(--jp-widgets-input-padding);\n    align-self: stretch;\n    /* Override bootstrap style */\n    height: initial;\n}\n\n/* Vertical Progress */\n\n.widget-vprogress {\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vprogress .progress {\n    flex-grow: 1;\n    width: var(--jp-widgets-progress-thickness);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: 0;\n}\n\n/* Select Widget Styling */\n\n.widget-dropdown {\n    height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-dropdown > select {\n    padding-right: 20px;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-radius: 0;\n    height: inherit;\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    box-sizing: border-box;\n    outline: none !important;\n    box-shadow: none;\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    vertical-align: top;\n    padding-left: calc( var(--jp-widgets-input-padding) * 2);\n\tappearance: none;\n\t-webkit-appearance: none;\n\t-moz-appearance: none;\n    background-repeat: no-repeat;\n\tbackground-size: 20px;\n\tbackground-position: right center;\n    background-image: var(--jp-widgets-dropdown-arrow);\n}\n.widget-dropdown > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-dropdown > select:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* To disable the dotted border in Firefox around select controls.\n   See http://stackoverflow.com/a/18853002 */\n.widget-dropdown > select:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 #000;\n}\n\n/* Select and SelectMultiple */\n\n.widget-select {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    align-items: flex-start;\n}\n\n.widget-select > select {\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    outline: none !important;\n    overflow: auto;\n    height: inherit;\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    padding-top: 5px;\n}\n\n.widget-select > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.wiget-select > select > option {\n    padding-left: var(--jp-widgets-input-padding);\n    line-height: var(--jp-widgets-inline-height);\n    /* line-height doesn't work on some browsers for select options */\n    padding-top: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n    padding-bottom: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n}\n\n\n\n/* Toggle Buttons Styling */\n\n.widget-toggle-buttons {\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-toggle-buttons .widget-toggle-button {\n    margin-left: var(--jp-widgets-margin);\n    margin-right: var(--jp-widgets-margin);\n}\n\n.widget-toggle-buttons .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Radio Buttons Styling */\n\n.widget-radio {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-radio-box {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n    box-sizing: border-box;\n    flex-grow: 1;\n    margin-bottom: var(--jp-widgets-radio-item-height-adjustment);\n}\n\n.widget-radio-box label {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-radio-box input {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    margin: 0 calc( var(--jp-widgets-input-padding) * 2 ) 0 1px;\n    float: left;\n}\n\n/* Color Picker Styling */\n\n.widget-colorpicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-colorpicker > .widget-colorpicker-input {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-colorpicker input[type=\"color\"] {\n    width: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n    padding: 0 2px; /* make the color square actually square on Chrome on OS X */\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-left: none;\n    flex-grow: 0;\n    flex-shrink: 0;\n    box-sizing: border-box;\n    align-self: stretch;\n    outline: none !important;\n}\n\n.widget-colorpicker.concise input[type=\"color\"] {\n    border-left: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n}\n\n.widget-colorpicker input[type=\"color\"]:focus, .widget-colorpicker input[type=\"text\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-colorpicker input[type=\"text\"] {\n    flex-grow: 1;\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    box-sizing: border-box;\n}\n\n.widget-colorpicker input[type=\"text\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Date Picker Styling */\n\n.widget-datepicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-datepicker input[type=\"date\"] {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    box-sizing: border-box;\n}\n\n.widget-datepicker input[type=\"date\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-datepicker input[type=\"date\"]:invalid {\n    border-color: var(--jp-warn-color1);\n}\n\n.widget-datepicker input[type=\"date\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Play Widget */\n\n.widget-play {\n    width: var(--jp-widgets-inline-width-short);\n    display: flex;\n    align-items: stretch;\n}\n\n.widget-play .jupyter-button {\n    flex-grow: 1;\n    height: auto;\n}\n\n.widget-play .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Tab Widget */\n\n.jupyter-widgets.widget-tab {\n    display: flex;\n    flex-direction: column;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */\n    overflow-x: visible;\n    overflow-y: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n    /* Make sure that the tab grows from bottom up */\n    align-items: flex-end;\n    min-width: 0;\n    min-height: 0;\n}\n\n.jupyter-widgets.widget-tab > .widget-tab-contents {\n    width: 100%;\n    box-sizing: border-box;\n    margin: 0;\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    padding: var(--jp-widgets-container-padding);\n    flex-grow: 1;\n    overflow: auto;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    font: var(--jp-widgets-font-size) Helvetica, Arial, sans-serif;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n    flex: 0 1 var(--jp-widgets-horizontal-tab-width);\n    min-width: 35px;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n    line-height: var(--jp-widgets-horizontal-tab-height);\n    margin-left: calc(-1 * var(--jp-border-width));\n    padding: 0px 10px;\n    background: var(--jp-layout-color2);\n    color: var(--jp-ui-font-color2);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    border-bottom: none;\n    position: relative;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {\n    color: var(--jp-ui-font-color0);\n    /* We want the background to match the tab content background */\n    background: var(--jp-layout-color1);\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + 2 * var(--jp-border-width));\n    transform: translateY(var(--jp-border-width));\n    overflow: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {\n    position: absolute;\n    top: calc(-1 * var(--jp-border-width));\n    left: calc(-1 * var(--jp-border-width));\n    content: '';\n    height: var(--jp-widgets-horizontal-tab-top-border);\n    width: calc(100% + 2 * var(--jp-border-width));\n    background: var(--jp-brand-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {\n    margin-left: 0;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {\n    margin-left: 4px;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {\n    font-family: FontAwesome;\n    content: '\\f00d'; /* close */\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n    line-height: var(--jp-widgets-horizontal-tab-height);\n}\n\n/* Accordion Widget */\n\n.p-Collapse {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Collapse-header {\n    padding: var(--jp-widgets-input-padding);\n    cursor: pointer;\n    color: var(--jp-ui-font-color2);\n    background-color: var(--jp-layout-color2);\n    border: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    padding: calc(var(--jp-widgets-container-padding) * 2 / 3) var(--jp-widgets-container-padding);\n    font-weight: bold;\n}\n\n.p-Collapse-header:hover {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.p-Collapse-open > .p-Collapse-header {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color0);\n    cursor: default;\n    border-bottom: none;\n}\n\n.p-Collapse .p-Collapse-header::before {\n    content: '\\f0da\\00A0';  /* caret-right, non-breaking space */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.p-Collapse-open > .p-Collapse-header::before {\n    content: '\\f0d7\\00A0'; /* caret-down, non-breaking space */\n}\n\n.p-Collapse-contents {\n    padding: var(--jp-widgets-container-padding);\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border-left: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-right: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-bottom: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    overflow: auto;\n}\n\n.p-Accordion {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Accordion .p-Collapse {\n    margin-bottom: 0;\n}\n\n.p-Accordion .p-Collapse + .p-Collapse {\n    margin-top: 4px;\n}\n\n\n\n/* HTML widget */\n\n.widget-html, .widget-htmlmath {\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {\n    /* Fill out the area in the HTML widget */\n    align-self: stretch;\n    flex-grow: 1;\n    flex-shrink: 1;\n    /* Makes sure the baseline is still aligned with other elements */\n    line-height: var(--jp-widgets-inline-height);\n    /* Make it possible to have absolutely-positioned elements in the html */\n    position: relative;\n}\n","/* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:\n\nCopyright (c) 2014-2017, PhosphorJS Contributors\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n  list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n  this list of conditions and the following disclaimer in the documentation\n  and/or other materials provided with the distribution.\n\n* Neither the name of the copyright holder nor the names of its\n  contributors may be used to endorse or promote products derived from\n  this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\nFOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\nDAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\nCAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\n*/\n\n/*\n * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css \n * We've scoped the rules so that they are consistent with exactly our code.\n */\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n  display: flex;\n  -webkit-user-select: none;\n  -moz-user-select: none;\n  -ms-user-select: none;\n  user-select: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n  margin: 0;\n  padding: 0;\n  display: flex;\n  flex: 1 1 auto;\n  list-style-type: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n  flex: 0 0 auto;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {\n  display: none !important;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {\n  position: relative;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {\n  left: 0;\n  transition: left 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {\n  top: 0;\n  transition: top 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {\n  transition: none;\n}\n\n/* End tabbar.css */\n"]} */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 35533,
     "status": "ok",
     "timestamp": 1566680786783,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "-iAGk1Ta6xmQ",
    "outputId": "5d982155-11dd-47ca-b4a8-ca7fac6be686"
   },
   "outputs": [],
   "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",
    "\n",
    "    image = image*2 - 1.0\n",
    "    \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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\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",
    "\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",
    "mnist_trainset = mnist_trainset.shuffle(10000)\n",
    "mnist_trainset = mnist_trainset.batch(\n",
    "    batch_size, drop_remainder=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Final Training**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 3136)\n",
      "(None, 7, 7, 64)\n",
      "(None, 14, 14, 32)\n",
      "(None, 28, 28, 16)\n",
      "(None, 28, 28, 8)\n",
      "(None, 28, 28, 1)\n",
      "(None, 28, 28, 1)\n",
      "(None, 14, 14, 8)\n",
      "(None, 7, 7, 32)\n",
      "(None, 1568)\n",
      "(None, 1)\n",
      "Epoch 001 | ET 0.02 min | Avg Losses >> G/D 0.9679/1.8191 [D-Real: 0.9502 D-Fake: 0.8689]\n",
      "Epoch 002 | ET 0.05 min | Avg Losses >> G/D 0.8301/1.7114 [D-Real: 0.5024 D-Fake: 1.2090]\n",
      "Epoch 003 | ET 0.08 min | Avg Losses >> G/D 0.7296/1.4192 [D-Real: 0.5160 D-Fake: 0.9032]\n",
      "Epoch 004 | ET 0.10 min | Avg Losses >> G/D 0.7307/1.2728 [D-Real: 0.4649 D-Fake: 0.8079]\n",
      "Epoch 005 | ET 0.13 min | Avg Losses >> G/D 0.8306/1.4187 [D-Real: 0.5127 D-Fake: 0.9059]\n",
      "Epoch 006 | ET 0.16 min | Avg Losses >> G/D 0.7892/1.2391 [D-Real: 0.5841 D-Fake: 0.6550]\n",
      "Epoch 007 | ET 0.18 min | Avg Losses >> G/D 1.0004/1.2078 [D-Real: 0.4549 D-Fake: 0.7530]\n",
      "Epoch 008 | ET 0.21 min | Avg Losses >> G/D 0.8834/1.1440 [D-Real: 0.4708 D-Fake: 0.6732]\n",
      "Epoch 009 | ET 0.24 min | Avg Losses >> G/D 1.1597/1.1740 [D-Real: 0.4377 D-Fake: 0.7363]\n",
      "Epoch 010 | ET 0.26 min | Avg Losses >> G/D 1.0251/1.0580 [D-Real: 0.3267 D-Fake: 0.7313]\n",
      "Epoch 011 | ET 0.29 min | Avg Losses >> G/D 0.9642/0.9563 [D-Real: 0.4066 D-Fake: 0.5497]\n",
      "Epoch 012 | ET 0.31 min | Avg Losses >> G/D 1.1879/1.2914 [D-Real: 0.6752 D-Fake: 0.6162]\n",
      "Epoch 013 | ET 0.34 min | Avg Losses >> G/D 1.0150/1.3947 [D-Real: 0.6365 D-Fake: 0.7582]\n",
      "Epoch 014 | ET 0.36 min | Avg Losses >> G/D 1.0017/1.3073 [D-Real: 0.6649 D-Fake: 0.6424]\n",
      "Epoch 015 | ET 0.39 min | Avg Losses >> G/D 1.0690/1.2905 [D-Real: 0.6280 D-Fake: 0.6625]\n",
      "Epoch 016 | ET 0.41 min | Avg Losses >> G/D 1.0558/1.5397 [D-Real: 0.8485 D-Fake: 0.6912]\n",
      "Epoch 017 | ET 0.43 min | Avg Losses >> G/D 1.2415/1.4538 [D-Real: 0.8512 D-Fake: 0.6027]\n",
      "Epoch 018 | ET 0.45 min | Avg Losses >> G/D 1.3488/1.0646 [D-Real: 0.5617 D-Fake: 0.5028]\n",
      "Epoch 019 | ET 0.48 min | Avg Losses >> G/D 1.0452/1.2157 [D-Real: 0.5340 D-Fake: 0.6816]\n",
      "Epoch 020 | ET 0.50 min | Avg Losses >> G/D 0.9865/1.3803 [D-Real: 0.6450 D-Fake: 0.7353]\n",
      "Epoch 021 | ET 0.53 min | Avg Losses >> G/D 0.7513/1.2003 [D-Real: 0.4808 D-Fake: 0.7195]\n",
      "Epoch 022 | ET 0.56 min | Avg Losses >> G/D 1.0232/1.0885 [D-Real: 0.3661 D-Fake: 0.7224]\n",
      "Epoch 023 | ET 0.58 min | Avg Losses >> G/D 1.5241/1.1690 [D-Real: 0.5414 D-Fake: 0.6276]\n",
      "Epoch 024 | ET 0.60 min | Avg Losses >> G/D 1.7852/1.0307 [D-Real: 0.5453 D-Fake: 0.4854]\n",
      "Epoch 025 | ET 0.63 min | Avg Losses >> G/D 2.2540/0.9616 [D-Real: 0.6329 D-Fake: 0.3287]\n",
      "Epoch 026 | ET 0.65 min | Avg Losses >> G/D 1.9983/0.7554 [D-Real: 0.3732 D-Fake: 0.3822]\n",
      "Epoch 027 | ET 0.68 min | Avg Losses >> G/D 1.9499/0.6046 [D-Real: 0.2423 D-Fake: 0.3624]\n",
      "Epoch 028 | ET 0.71 min | Avg Losses >> G/D 2.1818/0.6039 [D-Real: 0.2693 D-Fake: 0.3346]\n",
      "Epoch 029 | ET 0.74 min | Avg Losses >> G/D 2.1325/0.6343 [D-Real: 0.3253 D-Fake: 0.3090]\n",
      "Epoch 030 | ET 0.76 min | Avg Losses >> G/D 1.1791/0.7710 [D-Real: 0.2358 D-Fake: 0.5351]\n",
      "Epoch 031 | ET 0.79 min | Avg Losses >> G/D 1.4316/0.7393 [D-Real: 0.3391 D-Fake: 0.4002]\n",
      "Epoch 032 | ET 0.81 min | Avg Losses >> G/D 1.5051/0.7856 [D-Real: 0.2834 D-Fake: 0.5022]\n",
      "Epoch 033 | ET 0.84 min | Avg Losses >> G/D 1.5408/1.0971 [D-Real: 0.6737 D-Fake: 0.4234]\n",
      "Epoch 034 | ET 0.86 min | Avg Losses >> G/D 1.8426/0.8144 [D-Real: 0.4867 D-Fake: 0.3277]\n",
      "Epoch 035 | ET 0.88 min | Avg Losses >> G/D 1.5406/0.8945 [D-Real: 0.6024 D-Fake: 0.2921]\n",
      "Epoch 036 | ET 0.91 min | Avg Losses >> G/D 1.6541/0.7236 [D-Real: 0.4057 D-Fake: 0.3179]\n",
      "Epoch 037 | ET 0.93 min | Avg Losses >> G/D 1.3306/0.9658 [D-Real: 0.4549 D-Fake: 0.5109]\n",
      "Epoch 038 | ET 0.96 min | Avg Losses >> G/D 1.7937/0.6214 [D-Real: 0.2963 D-Fake: 0.3251]\n",
      "Epoch 039 | ET 0.98 min | Avg Losses >> G/D 1.7667/0.6594 [D-Real: 0.1860 D-Fake: 0.4734]\n",
      "Epoch 040 | ET 1.01 min | Avg Losses >> G/D 1.8878/0.6767 [D-Real: 0.3794 D-Fake: 0.2973]\n",
      "Epoch 041 | ET 1.04 min | Avg Losses >> G/D 2.9364/0.5544 [D-Real: 0.3553 D-Fake: 0.1991]\n",
      "Epoch 042 | ET 1.06 min | Avg Losses >> G/D 2.1003/0.5165 [D-Real: 0.2586 D-Fake: 0.2579]\n",
      "Epoch 043 | ET 1.08 min | Avg Losses >> G/D 2.2725/0.6405 [D-Real: 0.3554 D-Fake: 0.2851]\n",
      "Epoch 044 | ET 1.11 min | Avg Losses >> G/D 1.9844/0.5991 [D-Real: 0.2336 D-Fake: 0.3655]\n",
      "Epoch 045 | ET 1.14 min | Avg Losses >> G/D 2.1647/0.5339 [D-Real: 0.2636 D-Fake: 0.2704]\n",
      "Epoch 046 | ET 1.16 min | Avg Losses >> G/D 2.2159/0.6072 [D-Real: 0.1876 D-Fake: 0.4196]\n",
      "Epoch 047 | ET 1.19 min | Avg Losses >> G/D 2.2117/0.5072 [D-Real: 0.2795 D-Fake: 0.2277]\n",
      "Epoch 048 | ET 1.21 min | Avg Losses >> G/D 2.2858/0.7156 [D-Real: 0.3275 D-Fake: 0.3881]\n",
      "Epoch 049 | ET 1.24 min | Avg Losses >> G/D 2.1452/0.5571 [D-Real: 0.3366 D-Fake: 0.2205]\n",
      "Epoch 050 | ET 1.27 min | Avg Losses >> G/D 1.8323/1.1450 [D-Real: 0.5285 D-Fake: 0.6165]\n",
      "Epoch 051 | ET 1.29 min | Avg Losses >> G/D 1.7796/1.1325 [D-Real: 0.6822 D-Fake: 0.4503]\n",
      "Epoch 052 | ET 1.32 min | Avg Losses >> G/D 1.9502/1.3841 [D-Real: 0.9983 D-Fake: 0.3859]\n",
      "Epoch 053 | ET 1.34 min | Avg Losses >> G/D 1.4218/1.5957 [D-Real: 0.7020 D-Fake: 0.8937]\n",
      "Epoch 054 | ET 1.37 min | Avg Losses >> G/D 0.8225/1.5191 [D-Real: 0.6772 D-Fake: 0.8419]\n",
      "Epoch 055 | ET 1.39 min | Avg Losses >> G/D 0.9367/1.4117 [D-Real: 0.6707 D-Fake: 0.7410]\n",
      "Epoch 056 | ET 1.42 min | Avg Losses >> G/D 1.0720/1.5701 [D-Real: 0.7137 D-Fake: 0.8565]\n",
      "Epoch 057 | ET 1.45 min | Avg Losses >> G/D 1.0420/1.7670 [D-Real: 0.5299 D-Fake: 1.2371]\n",
      "Epoch 058 | ET 1.48 min | Avg Losses >> G/D 1.3140/1.6405 [D-Real: 0.8653 D-Fake: 0.7752]\n",
      "Epoch 059 | ET 1.50 min | Avg Losses >> G/D 1.2324/1.5356 [D-Real: 0.8082 D-Fake: 0.7274]\n",
      "Epoch 060 | ET 1.53 min | Avg Losses >> G/D 1.5095/1.1937 [D-Real: 0.3565 D-Fake: 0.8372]\n",
      "Epoch 061 | ET 1.55 min | Avg Losses >> G/D 1.6141/1.3190 [D-Real: 0.7341 D-Fake: 0.5849]\n",
      "Epoch 062 | ET 1.57 min | Avg Losses >> G/D 1.9320/1.1335 [D-Real: 0.7102 D-Fake: 0.4234]\n",
      "Epoch 063 | ET 1.59 min | Avg Losses >> G/D 1.8270/1.1795 [D-Real: 0.5615 D-Fake: 0.6180]\n",
      "Epoch 064 | ET 1.62 min | Avg Losses >> G/D 1.6218/0.8507 [D-Real: 0.3138 D-Fake: 0.5369]\n",
      "Epoch 065 | ET 1.65 min | Avg Losses >> G/D 1.6893/0.9168 [D-Real: 0.4542 D-Fake: 0.4626]\n",
      "Epoch 066 | ET 1.67 min | Avg Losses >> G/D 1.7396/0.8148 [D-Real: 0.3940 D-Fake: 0.4208]\n",
      "Epoch 067 | ET 1.70 min | Avg Losses >> G/D 2.5805/0.7244 [D-Real: 0.5076 D-Fake: 0.2167]\n",
      "Epoch 068 | ET 1.73 min | Avg Losses >> G/D 2.0447/0.6292 [D-Real: 0.3990 D-Fake: 0.2302]\n",
      "Epoch 069 | ET 1.76 min | Avg Losses >> G/D 1.8876/0.5063 [D-Real: 0.2470 D-Fake: 0.2592]\n",
      "Epoch 070 | ET 1.78 min | Avg Losses >> G/D 2.0404/0.6406 [D-Real: 0.2153 D-Fake: 0.4253]\n",
      "Epoch 071 | ET 1.81 min | Avg Losses >> G/D 2.1025/0.6257 [D-Real: 0.3410 D-Fake: 0.2847]\n",
      "Epoch 072 | ET 1.83 min | Avg Losses >> G/D 2.2874/0.6604 [D-Real: 0.3222 D-Fake: 0.3382]\n",
      "Epoch 073 | ET 1.86 min | Avg Losses >> G/D 1.6613/1.1022 [D-Real: 0.3937 D-Fake: 0.7085]\n",
      "Epoch 074 | ET 1.88 min | Avg Losses >> G/D 1.5143/1.2422 [D-Real: 0.7030 D-Fake: 0.5392]\n",
      "Epoch 075 | ET 1.90 min | Avg Losses >> G/D 1.3990/1.3495 [D-Real: 1.0116 D-Fake: 0.3378]\n",
      "Epoch 076 | ET 1.93 min | Avg Losses >> G/D 0.7597/3.2018 [D-Real: 1.3266 D-Fake: 1.8752]\n",
      "Epoch 077 | ET 1.95 min | Avg Losses >> G/D 0.3170/3.7426 [D-Real: 0.8799 D-Fake: 2.8627]\n",
      "Epoch 078 | ET 1.98 min | Avg Losses >> G/D 0.6403/3.1735 [D-Real: 1.5082 D-Fake: 1.6653]\n",
      "Epoch 079 | ET 2.00 min | Avg Losses >> G/D 1.6515/2.1266 [D-Real: 1.5192 D-Fake: 0.6074]\n",
      "Epoch 080 | ET 2.03 min | Avg Losses >> G/D 2.3499/1.2471 [D-Real: 0.9909 D-Fake: 0.2562]\n",
      "Epoch 081 | ET 2.05 min | Avg Losses >> G/D 1.9184/0.8801 [D-Real: 0.4801 D-Fake: 0.4000]\n",
      "Epoch 082 | ET 2.08 min | Avg Losses >> G/D 1.0375/0.8797 [D-Real: 0.2484 D-Fake: 0.6313]\n",
      "Epoch 083 | ET 2.10 min | Avg Losses >> G/D 0.9910/1.4697 [D-Real: 0.4218 D-Fake: 1.0480]\n",
      "Epoch 084 | ET 2.13 min | Avg Losses >> G/D 1.4655/1.0101 [D-Real: 0.5323 D-Fake: 0.4778]\n",
      "Epoch 085 | ET 2.15 min | Avg Losses >> G/D 2.2822/1.3068 [D-Real: 1.0131 D-Fake: 0.2937]\n",
      "Epoch 086 | ET 2.18 min | Avg Losses >> G/D 1.4969/0.8677 [D-Real: 0.4345 D-Fake: 0.4332]\n",
      "Epoch 087 | ET 2.20 min | Avg Losses >> G/D 1.4758/1.0396 [D-Real: 0.6140 D-Fake: 0.4257]\n",
      "Epoch 088 | ET 2.23 min | Avg Losses >> G/D 1.6664/0.9983 [D-Real: 0.4647 D-Fake: 0.5336]\n",
      "Epoch 089 | ET 2.26 min | Avg Losses >> G/D 1.7536/1.1249 [D-Real: 0.6140 D-Fake: 0.5108]\n",
      "Epoch 090 | ET 2.28 min | Avg Losses >> G/D 1.3702/1.2308 [D-Real: 0.6393 D-Fake: 0.5915]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 091 | ET 2.31 min | Avg Losses >> G/D 1.2233/1.2756 [D-Real: 0.5037 D-Fake: 0.7719]\n",
      "Epoch 092 | ET 2.34 min | Avg Losses >> G/D 1.4475/1.3191 [D-Real: 0.6401 D-Fake: 0.6790]\n",
      "Epoch 093 | ET 2.37 min | Avg Losses >> G/D 1.9619/1.5093 [D-Real: 0.8096 D-Fake: 0.6997]\n",
      "Epoch 094 | ET 2.39 min | Avg Losses >> G/D 1.6718/1.3646 [D-Real: 0.8153 D-Fake: 0.5493]\n",
      "Epoch 095 | ET 2.42 min | Avg Losses >> G/D 1.4617/1.1160 [D-Real: 0.6126 D-Fake: 0.5034]\n",
      "Epoch 096 | ET 2.44 min | Avg Losses >> G/D 1.3098/1.5227 [D-Real: 0.8559 D-Fake: 0.6667]\n",
      "Epoch 097 | ET 2.47 min | Avg Losses >> G/D 0.9726/1.0533 [D-Real: 0.5013 D-Fake: 0.5520]\n",
      "Epoch 098 | ET 2.50 min | Avg Losses >> G/D 1.1679/1.4432 [D-Real: 0.6131 D-Fake: 0.8301]\n",
      "Epoch 099 | ET 2.53 min | Avg Losses >> G/D 1.7074/1.4044 [D-Real: 0.7453 D-Fake: 0.6590]\n",
      "Epoch 100 | ET 2.55 min | Avg Losses >> G/D 1.5163/1.2579 [D-Real: 0.6500 D-Fake: 0.6079]\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "## Set-up the model\n",
    "with tf.device(device_name):\n",
    "    gen_model = make_dcgan_generator()\n",
    "    disc_model = make_dcgan_discriminator()\n",
    "\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): #.take(4)\n",
    "        \n",
    "        ## Compute generator's loss\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",
    "            \n",
    "            g_loss = loss_fn(y_true=tf.ones_like(d_logits_fake),\n",
    "                             y_pred=d_logits_fake)\n",
    "            \n",
    "        ## > Compute the gradients of g_loss\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",
    "        \n",
    "        ## Compute discriminator's loss\n",
    "        with tf.GradientTape() as d_tape:\n",
    "            d_logits_real = disc_model(input_real, training=True)\n",
    "\n",
    "            d_logits_fake = disc_model(g_output, training=True)\n",
    "\n",
    "            d_loss_real = loss_fn(y_true=tf.ones_like(d_logits_real),\n",
    "                                  y_pred=d_logits_real)\n",
    "            \n",
    "            d_loss_fake = loss_fn(y_true=tf.zeros_like(d_logits_fake),\n",
    "                                  y_pred=d_logits_fake)\n",
    "\n",
    "            d_loss = d_loss_real + d_loss_fake\n",
    "\n",
    "        ##  > Compute the gradients of d_loss\n",
    "        d_grads = d_tape.gradient(d_loss, disc_model.trainable_variables)\n",
    "        d_optimizer.apply_gradients(\n",
    "            grads_and_vars=zip(d_grads, disc_model.trainable_variables))\n",
    "                           \n",
    "        epoch_losses.append(\n",
    "            (g_loss.numpy(), d_loss.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(\n",
    "        'Epoch {:03d} | ET {:.2f} min | Avg Losses >>'\n",
    "        ' G/D {:.4f}/{:.4f} [D-Real: {:.4f} D-Fake: {:.4f}]'\n",
    "        .format(\n",
    "            epoch, (time.time() - start_time)/60, \n",
    "            *list(np.mean(all_losses[-1], axis=0))))\n",
    "    epoch_samples.append(\n",
    "        create_samples(gen_model, fixed_z).numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 9205302,
     "status": "ok",
     "timestamp": 1566060346354,
     "user": {
      "displayName": "Vahid Mirjalili",
      "photoUrl": "",
      "userId": "03695229825133505307"
     },
     "user_tz": 240
    },
    "id": "XLQueWrb497K",
    "outputId": "ad33b239-237e-4516-e997-00c9a8ef2062"
   },
   "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-dcgan-learning.pkl', 'wb'))\n",
    "\n",
    "#gen_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-dcgangan_gen.h5')\n",
    "#disc_model.save('/content/drive/My Drive/Colab Notebooks/PyML-3rd-edition/ch17-dcgan_disc.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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]/2.0 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('images/ch17-dcgan-learning-curve.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nToA2xUQ6C3h"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x1008 with 30 Axes>"
      ]
     },
     "metadata": {},
     "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(\n",
    "                -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('images/ch17-dcgan-samples.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "ch17-DCGAN.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}