{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Variational AutoEncoders (VAE)**\n",
    "This notebook covers the training of a VAE on FashionMNIST dataset.\n",
    "\n",
    "In the following sections, we shall:\n",
    "\n",
    "\n",
    "1.   Explore the FashionMNIST dataset\n",
    "2.   Implement a custom sampling layer\n",
    "3.   Implement encoder/decoder models using Functional APIs\n",
    "4.   Implement loss functions\n",
    "5.   Override Keras model train_step\n",
    "6.   Train the VAE model\n",
    "7.   Explore the results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First make sure we have a GPU available, or this will take a really long time to train. If you don't, refer to https://www.tensorflow.org/install/gpu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num GPUs Available:  0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "import random\n",
    "import numpy as np\n",
    "\n",
    "# confirm GPU is available\n",
    "print(\"Num GPUs Available: \", len(tf.config.list_physical_devices('GPU')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also set a consistent random seed to help make the results of this notebook more, well, consistent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "SEED = 123456\n",
    "os.environ['PYTHONHASHSEED']=str(SEED)\n",
    "os.environ['TF_CUDNN_DETERMINISTIC'] = '1'  # new flag present in tf 2.0+\n",
    "random.seed(SEED)\n",
    "np.random.seed(SEED)\n",
    "tf.random.set_seed(SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the FashionMNIST data set ##\n",
    "\n",
    "FashionMNIST is like the handwriting recognition MNIST dataset we know and love, but with pictures of different kinds of clothes instead of pictures of people writing digits.\n",
    "\n",
    "<h2>Available Labels/Classes</h2>\n",
    "\n",
    "<table align=\"left\">\n",
    "<thead>\n",
    "<tr>\n",
    "<th align=\"center\">Label</th>\n",
    "<th>Description</th>\n",
    "</tr>\n",
    "</thead>\n",
    "<tbody>\n",
    "<tr>\n",
    "<td align=\"center\">0</td>\n",
    "<td>T-shirt/top</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">1</td>\n",
    "<td>Trouser</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">2</td>\n",
    "<td>Pullover</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">3</td>\n",
    "<td>Dress</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">4</td>\n",
    "<td>Coat</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">5</td>\n",
    "<td>Sandal</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">6</td>\n",
    "<td>Shirt</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">7</td>\n",
    "<td>Sneaker</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">8</td>\n",
    "<td>Bag</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td align=\"center\">9</td>\n",
    "<td>Ankle boot</td>\n",
    "</tr>\n",
    "</tbody>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's import the data set and check its dimensions. Each image is 28x28, with 60000 training samples and 10000 test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.datasets import fashion_mnist\n",
    "\n",
    "\n",
    "(x_train, y_train), (x_test, y_test) = fashion_mnist.load_data()\n",
    "assert x_train.shape == (60000, 28, 28)\n",
    "assert x_test.shape == (10000, 28, 28)\n",
    "assert y_train.shape == (60000,)\n",
    "assert y_test.shape == (10000,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's always a good idea to inspect the data and get a feel for it, so let's visualize a few samples to see what they look like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gMDADAEBwxAV9Q+laTlKn6Pz588ts5cqVcd3BwcEyu/TSS8vsk5/8ZFz3j//4j8ss9TDfeeedZZY6mltr7fnnny+z1Ov4L//lv4zrnnPOOWWWukpTX+SmTZviniNGjCizMWPGlNmhQ4fiulOmTCmzdO2mHt3U+Xui2LFjR5mlLtIuI0f2+2/xru889TuvW7euzL7whS/EdVOfa7r2Us/r9OnT4567d+8us/Rc7LrH0vewZs2aeGzlgQceiHn63dJv1tXDnKRj07Ok67oert5a+kl9v12d2X37+ZOuHubh6vHevn17maVrOs0I69evj3teeeWVZTZp0qQy08MMAAAnIQMzAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBwxP05qSIp1ZO11tqCBQvKbObMmWWW6lCuv/76uOeSJUvK7KKLLiqzH/7wh3HdgYGBMnvnO99ZZv/5P//nMrvjjjvinqnmKFW7XHHFFXHdbdu2lVmqjku1OV2VTKmSJ9Vspe+9tXy+qWIwnW+6hk4UW7ZsKbOu3zJdB+n3SHVgqYKstVxXl9btqiVM55vOaerUqb33TOebatrSc7FL+pzpu03HtTa0erika9/KUKq9+lYiMjzS7JHqA1vL9ajp+dZVHdfXUNYdjhq8VFXXWmt79uwps66/ySciTwYAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAwRHXyl1++eVllurJWmtt1apVZbZ8+fIy++lPf1pmqRqutVwJ9qu/+qtltnLlyrjuu9/97jK7+eabyyx9lvPPPz/uOX/+/DJL1VXr1q2L66ZKrL66KpkOHz5cZqn+JtVstZa/h7Ru32qvE0X63roqm4arSuxoOBqfJX33qcouVWV1HZs+Z1p3uL6foVS4pc+Z6uiGqzKM4XHaaaeVWddvuWvXrjJL13TfOsOuY7uqOvvqu26qjWstf79TpkzptefxzBtmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAMERd5Gk+pFbb701Hrtp06YyGzVqVJndcMMNZbZhw4a4Z6rBS3Vhb3jDG+K6P/vZz8ps6dKlZXbLLbeUWaqXaq21NWvWlNmIESPKrKs2bseOHWU2fvz4MktVM101NUmqiUrXSWu5niqdbzqu6xo7EaQKpH379sVjBwcHyyz9XjNmzCizrsq0JN1HQ6kvG65102dN90LKhmIo6/b93brq6obrsyZdz2NeWalWdffu3fHYVCs3XBVvyYEDB8qs6x7qW+2Y5p2uNdO9cOGFF5bZk08+2X1ixyFvmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAiOuIjwJz/5SZldddVV8djU9Zd6hFMHZ+pmbC33CKfzSd2yrbW2cOHCMks9iqmLuqv3M32WdL6bN2+O66ae3S1btpRZ+pxdvbTps6S+6YkTJ8Z103XUtyM2fQcniilTpvQ+NnUtp47T1P3cdf0MVydyMm7cuDJL59N13fXtGB6uzzkUfTtiu/T9rOn66+p0T8/qM888s9f50N+8efPKrOvv9cDAQK890/Wceo1ba23y5Mlllnqhu6QO565rus+areWe665/5+FEdOw9eQEA4BhiYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACI64Vm7btm1l9vWvfz0ee8stt5RZqibZs2dPmXXVoaxevbrMJkyYUGZd9SypKipV2KSao656qVRTk+r10nGt5e83SZ8lZa21NmbMmDJLn6Wr4m3jxo1ldvDgwV7nM5QKoONFuhfSd9Ml3UepsilVznVJ91HXuilP1UqpYqrrWZKuy2NN1/M2SZ+zq44u7ZuOTb9ZqilrrbUdO3bEnFdWmhFSNWpr+e91qjhNuu7bvnWRfY9rrf+zpOu49Azrmi9ORN4wAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAiOuFYuWbFiRcy/+MUvllmqUlm0aFGZXXLJJXHPOXPmlFmqy+qqghoxYkSvdVN9S1dl0/Lly3tlmzZtiuumKq10bKrq6aqpSd/fbbfdVmapWqi11kaOrP/bb8qUKWX285//vMzS5zxRpN85VfW11toFF1xQZun3mjFjRpkNV5VfV2XT4OBgr3VTtdJQKvK6nkNJ3xq3dA8dOnSo9/kkXb9L37qs9evXl1mqr2xtaN89L79U19q3GrW11iZOnFhmQ6l8TNdPWvdoXHddf+M2b95cZun5f6LyhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDgZelhHorUA/jMM8/0yjg+ffWrXz3ap3DSSZ20XR2db3rTm8ps9uzZZfbCCy90nldl/PjxZZZ6VdNxrbX29NNPl9nixYu7T+wX6OpyHUqH7HBIPczDJXXXt9bavn37yix1Q6fvfsmSJXHPP/3TPy2zrm5yXn7pvt6+fXs8NnU4J6kTuasv+ZRT6rEqHZuO69K3+7nLjh07yuzMM8/sve7xyhtmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAMFRr5UDjp6/+Iu/6JUBvBIOHDhQZl3VjFOnTu21Z6qjGz16dDw21cP1rZxrLdfD9d0zfbettbZ+/foyS9WhJypvmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEauUAgGPSFVdcUWY//elP47H79+8vs927d5dZqqvbunVr3HPevHllNnbs2DLrqqtLn2Xv3r29si5Lliwps0WLFvVe93jlDTMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAQK0cAHBMuvfee8vsd37nd+Kxqart+eefL7OZM2eW2erVq+OeBw4cKLNdu3aV2cGDB+O6qZIuVcel4+bMmRP3vPDCC8vs0UcfjceeiLxhBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIBhx+PDhw0f0PxwxYrjPBU4YR3hbHXXuazhy7utjy9y5c2N+9dVXl9nAwECZnXbaaWW2bdu2uOcNN9xQZsuWLSuz1AvdWv8e5nS+69evj3s+8cQTZbZnz5547PHkSO9rb5gBACAwMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABEdcKwcAACcjb5gBACAwMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEJxypP/DESNGDOd5nBDe//73l9kf/MEflNlzzz0X1x03blyv7NFHH43rXnvttWW2bt26Mtu0aVOZTZ48Oe556623ltmOHTvisceTw4cPH+1TOCLuazhy7usTR/qOpk2bVmazZ8+O66a/5+n6OXjwYFx35syZZXb77beX2f33319ma9asiXueLI70vvaGGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgOOKWDLql/6fq/v37yyz9P3Jba23ixIllNjAwUGaXXXZZXDc1bCxYsKDMHnnkkTI777zz4p4XXHBBmf3whz+MxwLAP+lqA0ntB1OmTCmzsWPHltmePXvinldeeWWZveY1rymz3bt3x3W3bdtWZm9/+9vLbHBwsMzuu+++uOfIkfU71UOHDsVjT0TeMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABDoYX4ZXXvttWW2fv36MuvqM0z9i+nYdFxrre3du7fMdu3aVWZnnHFGmY0ZMybu+brXva7M9DAD8Eo4cOBAmaXu4jVr1sR1zznnnDJL/77Bxo0b47qzZs0qs9/7vd8rs2XLlsV1k9RjfTLyhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAoFbul3TjjTeW2ciR9X9/bN++vcxGjRoV99y/f3+vrKsSJlXHpcqdtG5Xld3s2bNjDgDDbd++fWWWqlO7/oaldV/96leX2aOPPhrXTX93ly9fXmZbt26N6/bd82TkDTMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAQK3cL+m6664rsxdeeKHMvv/975fZ6aefHvecMmVKmQ0MDPRed9OmTWX27LPPltnzzz9fZgsWLOi9J3B8uuuuu8rsW9/6Vplt3LgxrpsqNw8ePNh9YpzQhlJ7NmbMmDLbuXNnmd1www1x3fvuu6/M3vjGN5bZnXfeGde9/PLLyyzNF+m4wcHBuCf/f94wAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAjUyv2SfvVXf7XMUsXbhAkTymwo1UqzZ88us0OHDsV1161bV2bps5x55plltmLFirjnrFmzYg4ce37nd34n5vfcc0+Z/fjHPy6zrmffyJH1Ox21cgxFqlQbP358mW3evDmuO3fu3DK78cYby+ypp56K66YKvSuuuKLMhlIdN2LEiF7nc6LyhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIBAD/NLpN7B1lp7+umny+z3f//3y+xf/It/UWZjxoyJe65fv77MFi1aVGbTpk2L66ZO5E2bNpXZgw8+WGZf//rX454333xzzIGj46Mf/WiZveUtb4nHPv/882XW1c2eHDhwoPexkKR/p2D06NFllmaA1lqbPn16ma1Zs6bMZs6cGdf9rd/6rTK79dZb47G8PLxhBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABColXuJ2bNnx/z+++8vs1S3du6555bZlClT4p6ve93rymzChAll1lWRN3ny5DJLVXapwqarBmr16tUxB4bPr//6r5fZW9/61jJLdVittTZ37twyO/3008ts6dKlcd3h0PVcPHz48Ct0JhyrbrnlljK744474rGPPPJImX3mM58ps9tvvz2uOzAwUGZ/+Zd/WWbveMc74rocOW+YAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAARq5V7i7LPPjvlll11WZo8++miZpUqYUaNGxT0XLVpUZv/wD/9QZqeddlpc9+qrry6zVFOzcePGMrvzzjvjnn/zN38TczhZpHqzoVSbffSjHy2zD3zgA2X2v//3/y6zMWPGxD1POaX+U/Lxj3+8zFKVXWvDU/GmNu7k0fcemz9/fpml+tjWWnv88cfLLN0nixcvjuv+yZ/8SZm99rWvjcfy8vCGGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBgYAYAgEAP80uknuXWWnvb295WZqmrdMOGDWWWuhlba+3UU08ts0984hNldvPNN8d1r7/++jJ79tlny2zJkiVltm/fvrjnN7/5zZgD2Rve8IaYv/3tby+zn//852U2ceLEMtu5c2fcc8KECWV2++23l9m//tf/Oq7753/+5zGvvPe97y2zadOmxWM//OEP99qTY0/fzu0HHnigzC699NJ47Pnnn19mb3zjG8vs61//elw33WMXX3xxPJaXhzfMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBgRkAAAK1ci8xMDAQ89WrV/fKUnVcqqNrrbVt27aV2ZNPPllmkydPjuvu37+/zMaNG1dmc+fOLbP0HbTW2ubNm2MOJ4u+lVe/+Zu/GfNU7ZieNXv27CmzVDnXWmujRo0qszVr1pTZZz7zmbjub/3Wb5XZ9773vTK76aabymzXrl1xT7VyJ4f0N/mJJ57olbXW2ujRo8ssVb12VcOtXbu2zNLf1VTd2FXbOGLEiJhX+j7bjnXeMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAI1Mq9RFd90rx588pswYIFZbZy5coyu/HGG+OeqT4pmTBhQsz71k+lqplJkybFPVN1FdDt/PPPj3m6P0eOrN+RpGq4GTNmxD1TRWWq79q4cWNc94wzziizOXPmxGMrqi1prbUDBw6U2VlnnVVm69evj+vOmjWrzFI13AMPPBDX/clPflJmn/jEJ8rsi1/8Ylw3OXToUO9jT0TeMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAI1Mq9xIsvvhjzT37yk2X2d3/3d2W2evXqMrvyyivjno8//njM+zp8+HCZpcqdsWPHltmOHTvinmldThyp2mwo0jWbdJ1PWjcd2/d8uixZsqTMBgYG4rHLli0rs9mzZ5dZqoRMlXOt5fs61VumasvW8nMzrTt16tQymzx5ctyTk8Mb3vCGMkv3/Je//OW4bqpKfPe7311mqX6xtda+8IUvlNnFF19cZn/8x39cZh//+MfjnqlCL1VUnqh1dN4wAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEOhhfomlS5fG/NWvfnWZXX311WX25JNPltn+/fvjnt/+9rdjXlm3bl3MV6xYUWapVzV1z15yySVxz2984xsx58QwXP3EfQ3lfPoeO23atJh///vfL7MxY8aUWdd9vWDBgjJL/bJpz64e69SJnHR1Sqc+5fSM2rNnT5nt2rWr87w4MZx66qlldt1115XZ//gf/6PMvvWtb8U9165dW2YXXnhhmb31rW+N6/7lX/5lmT399NNllu6Fv/mbv4l7ph7m4eraP5Z5wwwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgUCv3Ehs2bIj53LlzyyxVsEyfPr3MzjjjjLjn8uXLY17ZvXt3zCdPnlxmt956a689T8aqmePZUH6vY6067mh41ateVWZf/epX47GpTjLdu+m+ba21Q4cOldnBgwfLbOTI+v3J2LFj457jxo0rs1T/dsop+U9Qeh5v3ry5zFKl30UXXRT35NiSrst0rbfW2i233FJmN998c5ldeeWVZfamN70p7pmeqW95y1vKLH3O1lq74ooryizV1aUq3Pe9731xz7vvvrvM0rPkROUNMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIBArdxLTJo0KeapPum5554rs1Sf9JOf/CTuuWXLlphXUs1da7nWasKECWU2ZsyYMvvyl7/cfWIcM461ariumrujcb6f/vSny+xtb3tbmXVVVKb7L1VMpXuztfwd7dmzp9dxqRqutdb27t0b88ro0aNjnqqrxo8fX2bpc6bjWmtt4cKFMeeVNZTqy8HBwTI766yzyuz1r3997z1ThWy69jZt2tR7zz/7sz8rsxtuuKHM3v/+9/fe82TkDTMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBHuaX+PGPfxzz3/zN3yyzM844o8xSl+RTTz3VeV59bN68OeZjx44ts29+85tl9tOf/rTMrrnmmu4T44SQrumUpb7f4epZnjZtWsz/9m//tszOPvvsMluxYkWZpc721nIn6759+8os9Te31tqhQ4fKLPUeb9++vczmzJnTe8/U0dz1WUaNGlVm6VpJ66Zu59ZaO//882POKyv9Xl0dzf/4j/9YZldddVWZpefFBz/4wbhn6lP+/ve/X2ZvfvOb47qvfe1ry+ycc84ps0ceeaTM0nOG/5s3zAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAAACtXIvkeqRWssVSZdddlmZrVy5sszmzp3bfWLD4HOf+1yZPffcc2X22GOPlZlKppPH0aiHu/XWW8vs13/918vslltuieseOHCgzNavX19mqZqxq74sVbyl76+rCmrkyPo9yJ49e8ps4sSJZdb1XEwVlul7GBgYiOumWrlTTun356vr2jxaz2N+eV2/5bx588ps7dq1ZbZhw4Yyu+mmm+KeqXY1Zbt3747rps+S5ovPfOYzZfaDH/wg7nn66af32vNE5Q0zAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBgYAYAgECt3C/p29/+dpmlKrYnn3yyzD7/+c/HPVP91P79++OxybRp08osVWmlaqqf//znvc+HE8erXvWqMvu1X/u1MrvmmmviuqeeemqZ7dixo8xeeOGFuG6qVEvVcTt37iyzCRMmxD2TESNG9Dqf1nIV2/bt28tsypQpZZa+29ZyLd/48ePLLNV0tpar41KlWKrBS99Pa7mWj2PLBRdcEPM/+qM/KrNUH5j+Nv7kJz+Jey5durTM/vAP/7DM7r///rjuunXryuy0004rsw996ENl9qMf/SjueTJWxyWeDAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAAACtXK/pBtuuKHM3vjGN5ZZqpi644474p6/93u/V2abN2+Oxyb/5t/8mzJLdT2/+7u/W2azZs3qfT4cW/7dv/t3Mb/22mvLrO910FWTuGLFijJL9YszZsyI6w4ODvbKxowZE9dNdu/e3eu4VJnWWq59TFVsqRoufQdd0uc8ePBgPDadb9/6t1WrVsX86aef7rUur7xnn3025o899liZPfPMM2WW6ta6qtbuvvvuMkv1b133dfpbf+aZZ5bZwoULy+zNb35z3HPcuHFl1vf5dTzzhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIBAD/Mv6fTTTy+zm2++ucx27txZZlu2bIl7zpkzp8yG0sO8fv36Mksduw8//HCZfeADH+h9Przy/uzP/qzM3vSmN8VjN23aVGb79u0rs749wa3l3uPUy9vVI5w6nEeMGNHrfIYinU/qRm2ttbFjx5bZlClTXvbjWsvffTo2fbet9X++pfOZO3duPLarZ5djR9d1ec8995TZu9/97jJbt25dmXVdP8l/+2//rcwmTZoUj122bFmZpev9Qx/6UJmNGjUq7jl9+vQy6+ozPxF5wwwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgUCv3S/rKV75SZldddVWZ7d69u8wmTJgQ97zooovK7Nlnn43HJqecUv/8qRZs7969ZfajH/2o9/nwynviiSfKLNWMtdbajBkzymzmzJlllqrY5s+fH/fcunVrmXWdb5LqzdI5ddWiJfv37y+zVEO5ffv2uO7GjRvLbM2aNb2yVLPVtWd69qXnTGv9v9/x48eXWXp+tdb9WTl2HDp0KOZvf/vby+zuu+8us9mzZ5fZkiVL4p6f+tSnyuw//sf/WGbLly+P6z722GNl9od/+Idl9q53vavM/vqv/zrumZ5R6d7sqgc9XnnDDAAAgYEZAAACAzMAAAQGZgAACAzMAAAQGJgBACAYcfgI+z+GUp90IkkVU88880yZbdu2rcy6auX+9E//tMw+/OEPl9mZZ54Z1128eHGZbdmypczSJXPjjTfGPV944YWYnyiOl1qdodzX6diBgYEyS5VzKWstX9PpPkoViq3lerNUM5aqoIZS/3bw4MF4LEfHyXBfH2vSZ5k4cWI8Nv1ep512WpndcsstZZb+lrfW2vTp08vs6quvLrNrr702rnvPPfeU2cc//vEyS8/FL3/5y3HPz3/+82WWnpkHDhyI6x5rjvS+9oYZAAACAzMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAIJeT8n9ZtWpVme3cubPMUi/tyJH5v1uuuOKK7hP7BUaPHh3z1E2bemAPHTpUZsdLTyndurpc02+9d+/eMlu5cmWvrLXWHn/88ZgPh/Q9pKzrvh43blyZjRkzplfWWmujRo162bOuZ0n6rOlZkvbsWjcdO378+F7n01prP/7xj2POKytdA109zHPnzi2z9Cy5/fbby+zyyy+Pe376058us3PPPbfMfvd3fzeue91115XZRRddVGap7/0HP/hB3HPSpEllNjg4WGY7duyI6x6vvGEGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEKiVexml6rhUwZVq2lprbfLkyb3OJ1XYtNbagQMHymzKlCllluqwNmzY0H1iHBeGUhHYdU0fT9L3MJT7OtVQAt2mTp0a823btpXZ9OnTy2z58uVl1lU7mP4GfuQjHymz9Pe4tXy+qcbz4YcfLrNHH3007pkq9J5//vl47InIG2YAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgVq5l9HixYvL7OKLLy6zgwcPxnW76mYq55xzTsxHjRpVZvfff3+ZpbqswcHB7hMDgCOQquPmzp0bj122bFmZ7d+/v8xSdVyqj22ttdtuu63Mvva1r5VZVw3lm9/85jJL38NDDz1UZl2zxcKFC8ts+/btZbZ58+a47vHKG2YAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgVq5l0hVa63lCrgf/vCHZXb11VeXWaq3aa21K6+8MuaVyZMnx3zMmDFllqpzZs6c2et8AOCXccUVV5TZqaeeGo/92c9+Vmapru60004rs8cffzzuefjw4TK7++67y2zChAlx3Q0bNpTZihUryuyCCy4os1NOySPgypUry2zr1q3x2BORN8wAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEephfInUodvnBD35QZm9729vKbN26dXHd1O+cPPnkkzF/7rnnymzSpEll9sADD/Q6HwD4ZXz7298us4kTJ8ZjBwcHy6zvv0PQtefmzZvL7F3veleZffe7343rvvOd7yyz973vfWW2Zs2aMuuad/rOHicqb5gBACAwMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABCMOD6VHDQAATnDeMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgOOVI/4cjRowYzvM4ZnR9zsOHD/da9/rrry+zadOmxWPHjh1bZqNGjSqzHTt2xHUXL15cZitXrozHVoZynaTvdrh+l+FyrJ1P5WS5r4fLhAkTyuz222+Px65YsaLMZsyYUWbLli2L61511VVl9r3vfa/MlixZEtfFfQ0noiO9r71hBgCAwMAMAACBgRkAAAIDMwAABAZmAAAIDMwAABAcca3csWa46stGjx4dj923b1+ZveMd7yizD37wg2WWauNaa+3QoUNltnv37jKbPHlyXPfAgQNltmrVqjK77rrryuyUU/Illb77gwcPxmOhr677+owzziizs846q8yefPLJMnvd614X93zLW95SZlOnTi2znTt3xnW/853vlNkDDzxQZrfcckuZPfXUU3HPzZs3xxzgeOcNMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAMFx28Oc+nxba23UqFFllnqNU89ylxkzZpRZ6oHdtGlTXHfMmDFllnqYu3qNR46s/3tp165d8djh2DPp+r1TL3fXsZwYLr/88jJLXcqt5fuob8fwJz/5yZinzvJXv/rVZbZy5cq47oc+9KEy6/t8u+aaa2Kenm8/+MEPymzdunW9zgfgleYNMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIBgxOEj7NxKtV1HQ9f59K0SO+2002L+jne8o8ze8IY3lNns2bPL7MCBA3HPVNU2ceLEMtuwYUNcN1Xv7d27t8w+9rGPldk3vvGNuGdf6Vxb666ze6UdL1V2x9p93eXMM88ss0suuaTMFi9eHNdNv1eqf0v1i3fddVfc85FHHimzVCu3ffv2uO7kyZPL7KGHHiqzVK03FFdccUWZfetb34rHbtu27eU+nSFxX8OJ50jva2+YAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAATHdK3cyJH1PH/o0KHe6/6X//Jfyuyyyy6Lx06aNKnMxo4dW2ap9mzfvn1xzz179pRZqpBavXp1XDcdm7L9+/eX2caNG+Oe73rXu8rsiSeeKLOhXH9HowpK/dTw6Fu31vV7pGrH9KxJ6+7cuTPume77VKM4YcKEuO7g4GCZzZ07t8xSlWRXbeP48ePLLD3HU9Zadx3gK+1kuK9TBeoXv/jFMlu/fn2Zpb8ZreX7L117Q/k90vWezrfrXhiuesa+81A6n6HU86Y9BwYG4rrjxo0rs/R8O/XUU8usq24zzR5q5QAA4GVgYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACE452ieQak2GUo3z53/+52V23XXXlVmqcGst182kmpVUm3PKKflnSPVTGzZsKLOhVLts2rSpzFKtzrRp0+KeX/nKV8rsYx/7WJn91//6X+O6qXLneKmColuqO0x1al01lOkeS/duqn8bM2ZM3DPdn+nZl+orW8ufNVUvjR49usy6niXpnHbs2FFmqcKMo+N73/temaXKry1btpTZxIkT455H4xndty6y61mSnglDmXfSOaW/f+l8hut776reS3NWet6m+WvBggVxz646ziPhDTMAAAQGZgAACAzMAAAQGJgBACAwMAMAQGBgBgCAwMAMAADBUe9hTv2Bqcvv4osvjuvedNNNZda3A7C13AM4ZcqUMks9pV09zOPHj+91bOpVbS1/ltTdmHooU+dq17rvec97yuyrX/1qXHfXrl1llvotdTQfW7ruhXT9pOu9qxc06eo9rqRzbS2fU7pmuzqRk779sl3PxST1UadnG8PjNa95TczXrl1bZosWLSqz1Ovf9ZxNc8BQ/j2GtO5wGa5/W6Lv37F0Xw/lfNKeXR306dmY5pL0e6Yu/dZae/jhh8vsbW97Wzz2/93/iP5XAABwkjIwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAER71Wrm+tya/92q/FPNWW7N69u8wmTpwY101VUKlSbe/evWWWau5aa2369OllNmvWrDJbunRpXHf79u1llr6/VP3VVROVamFmzpxZZu9///vjuh/+8IfLLH2WodRl8fLruv/S9ZNqrbrusb7Xe9J13LZt28os1TJ11UWmGqmUpZqorvskfda+319rrU2YMKHMUpXkye6WW24ps7lz58Zj77vvvjJLz9l0j3VVLKZrr2/WlQ9X/Vu6x4ai7zkN5ftLnyU9i4fydzXVeKbz7Zo9Xo4KS2+YAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAARHvVYu1bQll112WcxTHVGqU1u/fn1cd8aMGWU2bdq0Mkt1KPv37497prqeVE2VvoPW8vmmCpvBwcFe59NaroxJtXwXX3xxXDdRHXf8GBgYiPm+ffvKLNUGdVUKpXVTxVs6LtXctdbazp07yyzdJ101bX0r3lL1ZfqcrbW2cOHCMtu8eXOZdT37Jk2aVGZq5Wrpe127dm08Nj0vU5VY0nXN9q077KpFS4arVu5YM5TPkn7vtG7X79332DQvTp48Oe7ZNZscCW+YAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACI56D3PqUZw9e3aZTZ8+Pa6bOn1TJ+vo0aPjuqmrNO2ZPmdas7XWRo0aVWapr3XLli1x3XS+6btPnazpXLvy1Hd7wQUXxHWnTJlSZi9H/yLHhtTRma73N73pTXHdv//7vy+z1M2erue+nbVdx3Y9L9L9mZ5DqRu167OcfvrpZbZq1aoyS/f8keT8Yi+88EKZXXrppfHYxYsXl9nEiRPLLP37BkMxXH3Jffudu7qfj7UO56F8f0N5JvSVnqlD6d3euHFj72P/iTfMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBgRkAAIKjXiuX3HTTTWWWasRay9VxW7duLbNUydRaazNnziyzVIdy4MCBMtu5c2fcMx27f//+MuuqZJozZ06Zpfqu9DkPHjwY90zHpt+l67NcfPHFZfbd7343HsuxI923rbU2bty4MluyZEmZvf71r4/rPvLII2W2cuXKMkv3SVdFZboXuo5N0jMh1VDu3r27zCZNmhT3PPfcc8vsm9/8ZpnNmjUrrjtt2rQyW7FiRTz2ZPalL32p97H33HPPy3gm/49Dhw7FvG+N21Aq3Poee6zVxnVJ9W/DVct3LH5HAwMDQ17DG2YAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAwTFdK3f++eeX2a5du+KxqT4pVVdt27Ytrrt27doyS1UqqRZt7969cc9UC9NVr5ds2bKlzFKVXfosXbVykydPLrPp06eXWargaq21V73qVWWmVu740VVflu7rVHM0ODgY1124cGGZff/73y+zdM2me6i1XEmXKt66KhbTuilL9ZaXXXZZ3PO8887rtW76/lprbeLEiTHnF0uVof/pP/2neGzXb11Jz/503XUdm/6upnt+KI5GXd1QpD2H63y6qgL7SufbNV8kZ599du9j/4k3zAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAACCY7pW7qabbiqzVLXWWq6bGRgYKLNp06bFdadOnVpmqR4uVUx11U/t27evzFLNSjqutVzhlbIJEyaUWVd91+jRo8ssVQXu378/rnvJJZfEnOND1++cKiFT5dymTZviuqnuMN1j48aNK7Ou+zrdCylLz6/WWtuxY0evddPza9asWXHPVA+XKsW6PkvX9cAvtm7dujLr+k5TJV2S/iZ3VZula2QotXLp3u17vl2fJa2bzncoFXnDVa+XpKrXru8onW86dihVdgsWLOh97D/xhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDgmO5hTr2qXT1/qSs4dQA+//zzcd0zzjijzFL/YvosqcO0tdZ2795dZqk7Ne3ZWu6+3LhxY5mtXr26zHbu3Bn3XLhwYZml76GrO/Sss86KOceOdJ+kXuPW8jU7e/bsMluzZk1cd9myZWWWuoJTr3GX9D2keyF1pLfW2osvvtjrfCZOnFhm6Z5vLXdOp+fQnj174rpdPc38Yk899VSZXXjhhfHYxx57rMxSV37X3+S+0t/rrn+PoSuvDKWHue/30NWl3LefuG/n8dEylO8+6frbciS8YQYAgMDADAAAgYEZAAACAzMAAAQGZgAACAzMAAAQHNO1cqkabnBwMB67Y8eOMpszZ06ZzZ07N66baq1SRdK+ffvKbMuWLXHPVF2VPsumTZviugcPHiyzVDGVvqO0ZmutjR8/vtexXZ9lKPVevLImT57c+9hUkXTmmWeW2YoVK+K6S5cuLbNp06aVWap17JKu2VTTlp5trbU2ZsyYXueTfpdnnnkmHvv444+XWar7S5+ztVwFlZ5RXfWWJ7qvf/3rZXbHHXfEY6dMmfIyn83Q6sD6VsMNxbFYt9ZVO1cZru+vb81dV57Ot+930LXuEa8x5BUAAOAEZmAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAiOeq1cqvoYSk1UqqTbv39/mXXV1U2aNKnM+tZlpXNtLdfV9a2Ga621sWPHllmqvEqVTdu3b497pt807ZnOtbXWFi5cGHOOHamaMdUOttbarl27ymzevHlllu751vI9lu7PdNxQpBrKrsqmvlId3bZt2+Kxy5cvL7P58+eXWddzPD1v+9bnnQwefPDBMrvsssvisenaG0qt13AYSlVY3/uo6zs4GjV4R0P6Hrpq+frW9qV7fvfu3fHYoVSA/pOT45cFAICeDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAgqPew5w6WTdt2lRmqY+1K58+fXqZTZ06Na67ZcuWMkufJfUOHjhwIO45atSoMhsYGOi9bupWTf3OQ+nRTR2VqYd5KNJ3f6z1ip4M0vXcdf2knu8rrriizFauXBnXTf3rXR3gfaV7LN27Xf3Dad3UR52ei2vWrIl7vvjii2U2c+bMMlu1alVcl5df1z32/PPP91o3Pdu7enf7dvoOpRO5b1/yUDqG0/2Xnout5d7o9FnScX37kLt0/S7ps/Y9p67jXo5njTfMAAAQGJgBACAwMAMAQGBgBgCAwMAMAACBgRkAAIKjXit34YUXllmqOUqVaK3lWqZUs5Ky1lpbsGBBme3bty8eW+mqyEufdcqUKWXWVSs3YcKEMps1a1avdffu3Rv3nDhxYpnt3r27zHbs2BHXTXWA6bOsX78+rsvLL1UhpsrC1lrbunVrmaWqolS11lq+B+fNm9d73SSdb7rHuuoXu+qpKnv27Om9Z9/qqq5qr1TpN1w1lCe6VG3WWv690vM9/ZZd1+TRqP7su+dQqtjS37+u2SN99+l5kX6Xru82fda+WVfe97vv+v4eeuihMvuDP/iDeOw/8YYZAAACAzMAAAQGZgAACAzMAAAQGJgBACAwMAMAQHDUa+VSTUiqbOqqLRk3blyZpdqSrmq4tWvXltmYMWPKLNUjTZ48Oe6Z1k1VM10VXaluZtWqVWWWKmzmz58f90zVcePHj++9bvoOZ8yYUWZq5V556V7oumZT9VmqFuy6x9J9lOrLUkVeV2VT+qzpfNL315V3VS/1lZ6bqfoyfX+t5b8BfevzTnZLliyJ+dy5c8ts2bJlZXbeeeeVWbpvW8u/Zfo7NZSKt77Hdl136f5L331X3d/ZZ59dZulZ07fysWvdoeh7X6cszQ+ttfad73yn+8Q6eMMMAACBgRkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDjqtXITJ04ss1RVtGPHjt57zps3r8y6qkmSVBOV6tTWrVsX1021cnPmzCmzTZs2xXVTddW0adPKbObMmWW2c+fOuGeq3EnVQxs2bIjrpmvl9NNPL7Nnn302rsvLL1UVpWu9tXyPpVq5F154Ia47YcKEMku1TH3v+dZypVq6N1PWWv4s6ZzSZ+mq0lq+fHmZpWdUeha31trWrVvLLH1Oan/7t38b83//7/99mX3hC18os09/+tNl1lVPlq6vVH02XLVyfe/51lpbsWJFmT3xxBNllqrWWsv1lulvXFddXZK+o6FUzqXvMP0tT3PJvffe2/t8jpQ3zAAAEBiYAQAgMDADAEBgYAYAgMDADAAAgYEZAAACAzMAAARHvYf5mmuuKbPUiTxyZJ71U1/fgQMHyqyrs3DcuHFllnpBZ82aVWapf7i11jZv3lxm6bN09ZSm7sYkdS13dcSmz5K+o67Pkvq858+fH4/llZX6Rrvu6/RMSPfuz372s7huur7SOaX7r6uvNR2b7oX0DGqttfXr15dZ6nJNv8ukSZPinqtXry6z1P08ffr0uO7KlSvLLH2Wk13qNe7q+/3a175WZv/8n//zMnv66afL7KKLLop7pt7jdF8P1zXQt6O5tfzvH6TnzODgYFx3+/btZZaeJen51TXvpO+hb3d2177pO0rPmXvuuSfu+XLwhhkAAAIDMwAABAZmAAAIDMwAABAYmAEAIDAwAwBAcNRr5VJNSKpZSRUrreV6s4GBgTLrqtxJ627btq3MUgVLqspqLVfnDKVWJ1U2paq7VHnVVSczZsyYMhtK3Vg63xkzZsRjeWWl3zndJ621NnPmzDJLdYcbNmyI606dOrXMumqkKl21cumaTVWIXffYvn37yiw9aw4fPlxmXbWOW7duLbOu80127dpVZl3PzZNZ19+xJNXDzZ07t8wWLlxYZl3VnqleMP2N67q20r07lOq45Nxzz+21bqpfbK212bNnl1mqmkxzVNf8kJ4J6bN0XX+pBjZ9D695zWviusPNG2YAAAgMzAAAEBiYAQAgMDADAEBgYAYAgMDADAAAwVGvlUs1IanSZOzYsXHdVE2SKsq6alZS/VSqkUoVNqmSqbVcoTd58uQyS7VVreUqn1QdlypjUrVX17Hpd+mqqUn1U6kKiePLggULymzFihVl1lVDedppp5VZ34qursqr9LxYvnx5mXXVqaWKqbTngQMHeh3XpW/FZ2u5hjLVZTE8HnjggTL76Ec/WmZd98KWLVvKLF0jXddl378pafZIWWt5Nrn00kt7nU/XvuleGEr9W/os6d7sqgddsmRJmaWZsKt6b7h5wwwAAIGBGQAAAgMzAAAEBmYAAAgMzAAAEBiYAQAgMDADAEBw1HuYu/qUK139namfeMeOHWXW1bG4bdu2Mku9hKkbddq0aXHPCRMmlFnqWk5dyq3lzumVK1fGYytTpkyJeeqcTh3XkyZNiuum7z5dC7zyUt9v6uxtrbV58+aV2V/91V+V2cSJE7tPrJCeCV39skm6/1KPaVcPc3q+7d+/v8zSZ+nbRd1aa+vXry+z+fPn9163q1ubX6yruzjdn0n6LdOzvbV836fz7er7Tddtut7TuqnbubXuGaLS1TGc/t2EZCj3bvp7vW/fvjL71Kc+Fdf97Gc/2/eUjipvmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAER71W7tChQ2W2efPmMuuqvtm5c2eZpeqzVOHWWq4vSzVHqYIlVT21lmt15s6dW2bPPfdcXDfVzcycObPMUsVbVzVOWjfV/AwODsZ1N27cWGapvotXXqpd6qpkSvVUzzzzTJldfvnlcd10L6Tqy1SH1fVZ0p6pNrOr1ipVYqXnZjqu6xmVqhuXL19eZpdccklcN51TVwUhv1j6mzsUd9xxR5nNmDEjHpuunzlz5pTZggUL4rqpsjWdU/q72lVRmf7epHs3zSyttXbvvfeW2ZNPPllmaY5K92ZrrT3++OMxHw5pDuhb2fdy8YYZAAACAzMAAAQGZgAACAzMAAAQGJgBACAwMAMAQHDUa+UuvPDCMps+fXqZjRs3Lq7blVdS1VNruR4uVeOkmqi0ZmutrVu3rsxSTU1X/U2qh0tVWrt27SqzVAnTWq6CSpVhqVqvtfz9pmohXnmpdqmrlnDRokW99uyqI0rXSKqLTOt2fZa+9V6pJqpL131U6Xoupmf14sWLy6yr8nHWrFlltmLFingsv9hw1cr9+Mc/HpZ1Obkc7eq4xBtmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAMFRr5X7yle+UmZXXnllmXVVK6UapLe85S1l1lVBlirgUpVdOp9U4dZaa3Pnzi2zVMuUqp66zinVT02YMKHMumrlRo0a1WvPKVOmxHXT97BkyZJ4LK+sdI/NmzcvHrthw4Zee65atSrmXddtZXBwsMy6KtxSPn/+/DLbuHFjXDdVN/a9/7o+y9atW8ts586dZdb1jErPxjFjxsRjAV5O3jADAEBgYAYAgMDADAAAgYEZAAACAzMAAAQGZgAACAzMAAAQjDh8+PDhI/of9uwpPRb99m//dpn9xm/8Rjx29erVZZb6iVNP8MiR+b9bUq9qV4dz33VTR/OOHTvKbMaMGXHP+++/v8w+8pGPxGOPJ0d4Wx11x9p9nTrHW2tt6tSpZfbTn/70ZT6boen6bidPnlxmAwMDZbZr1664brqv+16X6XkwlHXvuuuumD/99NNl9swzz/Tacyjc13DiOdL72htmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAMER18oBAMDJyBtmAAAIDMwAABAYmAEAIDAwAwBAYGAGAIDAwAwAAIGBGQAAAgMzAAAEBmYAAAj+D9tc8KGQozTKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x900 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(9, 9))\n",
    "\n",
    "# Choose 9 samples out of 60K available in the train set\n",
    "rndSamples = np.random.choice(60000, 9)\n",
    "\n",
    "for i in range(9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow(x_train[rndSamples[i]], cmap=\"Greys_r\")\n",
    "    plt.axis('off')\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to preprocess the data a bit before it is suitable for using with generative modeling. First, we are going to combine our training and test data together because generative models don't work via train/test measuring classification accuracy, they measure how similar generated images are to the original, using visual perception methods such as FID/IS (Frechet Inception Distance and Inception Score.) So we really just need a big pile of images.\n",
    "\n",
    "We also need to normalize the data; the raw pixel data is in the range 0-255, but sigmoid activation values are 0-1, so we'll scale all the pixels to 0-1 by just dividing them by 255.\n",
    "\n",
    "And, we need to add an extra dimension since convolutional layers expect 3 channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = np.concatenate([x_train, x_test], axis=0)\n",
    "# Please note expand_dims converts images from 28x28 to 28x28x1\n",
    "# Since convolutional layers expect 3 channels\n",
    "dataset = np.expand_dims(dataset, -1).astype(\"float32\") / 255"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom Sampling Layer ##\n",
    "\n",
    "Our encoder is trying to learn a probability distribution z given data X. The distribution is defined by Mu and Sigma.\n",
    "\n",
    "Then, the decoder samples randomly from the z distribution.\n",
    "\n",
    "The problem is that the random sampling is not differentiable, which is needed for backpropagation training. But by introducing a parameter Epsilon we make it a deterministic, differentiable operation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "\n",
    "# Create a sampling layer\n",
    "class SamplingLayer(layers.Layer):\n",
    "  \"\"\"Reparameterization Trick z = mu + sigma * epsilon\"\"\"\n",
    "\n",
    "  def call(self, inputs):\n",
    "    zMean, zLogVar = inputs\n",
    "    batch = tf.shape(zMean)[0]\n",
    "    dim = tf.shape(zMean)[1]\n",
    "    epsilon = tf.keras.backend.random_normal(shape=(batch, dim))\n",
    "    return zMean + tf.exp(0.5 * zLogVar) * epsilon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Encoder / Decoder ##\n",
    "\n",
    "Our encoder uses Keras functional API's to create a non-sequential model, as we need to output two values in parallel (mean and variance.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From H:\\anaconda3-fresh\\Lib\\site-packages\\keras\\src\\backend\\tensorflow\\core.py:184: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"encoder\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"encoder\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
       "│ input_layer         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │                   │            │                   │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ sequential          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │    <span style=\"color: #00af00; text-decoration-color: #00af00\">878,144</span> │ input_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Sequential</span>)        │                   │            │                   │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ z_mean (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>)         │        <span style=\"color: #00af00; text-decoration-color: #00af00\">514</span> │ sequential[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ z_log_var (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>)         │        <span style=\"color: #00af00; text-decoration-color: #00af00\">514</span> │ sequential[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ sampling_layer      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>)         │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ z_mean[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],     │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">SamplingLayer</span>)     │                   │            │ z_log_var[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",
       "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
       "│ input_layer         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ -                 │\n",
       "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │                   │            │                   │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ sequential          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │    \u001b[38;5;34m878,144\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n",
       "│ (\u001b[38;5;33mSequential\u001b[0m)        │                   │            │                   │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ z_mean (\u001b[38;5;33mDense\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m)         │        \u001b[38;5;34m514\u001b[0m │ sequential[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ z_log_var (\u001b[38;5;33mDense\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m)         │        \u001b[38;5;34m514\u001b[0m │ sequential[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
       "│ sampling_layer      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m)         │          \u001b[38;5;34m0\u001b[0m │ z_mean[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],     │\n",
       "│ (\u001b[38;5;33mSamplingLayer\u001b[0m)     │                   │            │ z_log_var[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",
       "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">879,172</span> (3.35 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m879,172\u001b[0m (3.35 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">879,172</span> (3.35 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m879,172\u001b[0m (3.35 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def buildEncoder(latentDim, encoderInputs):\n",
    "\n",
    "  # Given a batch of images the convolutional block extracts the features\n",
    "  l1 = keras.models.Sequential([\n",
    "    layers.Conv2D(128, 3, activation=\"relu\", strides=2, padding=\"same\"),\n",
    "    layers.Conv2D(64, 3, activation=\"relu\", strides=2, padding=\"same\"),\n",
    "    layers.Flatten(),\n",
    "    layers.Dense(256, activation=\"relu\")\n",
    "  ])\n",
    "\n",
    "  # pass the inputs through the convolutional block\n",
    "  x = l1(encoderInputs)\n",
    "\n",
    "  # a dedicated layer to learn mean in parallel\n",
    "  zMean = layers.Dense(latentDim, name=\"z_mean\")(x)\n",
    "\n",
    "  # a dedicated layer to learn variance in parallel\n",
    "  zLogVar = layers.Dense(latentDim, name=\"z_log_var\")(x)\n",
    "\n",
    "  # now the reparametrization trick to find z as defined by mean and variance\n",
    "  z = SamplingLayer()([zMean, zLogVar])\n",
    "\n",
    "  # the actual model which takes the images as input and returns mean, variance, and distribution\n",
    "  # please note the zMean and zLogVar are not the final output of the encoder, but\n",
    "  # they are used in the Kullback-Leibler Divergence Loss (explained below)\n",
    "  return keras.Model(encoderInputs, [zMean, zLogVar, z], name=\"encoder\")\n",
    "\n",
    "\n",
    "# trigger the function to actually build the model\n",
    "encoderInputs = keras.Input(shape=(28, 28, 1))\n",
    "encoder = buildEncoder(2, encoderInputs)\n",
    "encoder.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we'll implement the decoder in a similar fashion. Note the use of Conv2DTranspose instead of Conv2D; we use the transpose convolution to generate images going from lower resolutions to higher ones. That's the real heart of this technique."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "H:\\anaconda3-fresh\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"decoder\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"decoder\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>)              │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ sequential_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Sequential</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">157,633</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m)              │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m)      │       \u001b[38;5;34m157,633\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">157,633</span> (615.75 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m157,633\u001b[0m (615.75 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">157,633</span> (615.75 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m157,633\u001b[0m (615.75 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def buildDecoder(latentInputs):\n",
    "\n",
    "  l1 = keras.models.Sequential([\n",
    "    layers.Dense(7*7*64, activation=\"relu\", input_shape=(latentInputs.shape[1],)),\n",
    "    layers.Reshape((7,7,64)),\n",
    "    layers.Conv2DTranspose(128, 3, activation=\"relu\", strides=2, padding=\"same\"),\n",
    "    layers.Conv2DTranspose(64, 3, activation=\"relu\", strides=2, padding=\"same\"),\n",
    "    layers.Conv2DTranspose(1, 3, activation=\"sigmoid\", padding=\"same\")\n",
    "  ])\n",
    "\n",
    "  return keras.Model(latentInputs, l1(latentInputs), name=\"decoder\")\n",
    "\n",
    "# build the actual model\n",
    "latentInputs = keras.Input(shape=(2,))\n",
    "decoder = buildDecoder(latentInputs)\n",
    "decoder.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loss Functions ##\n",
    "\n",
    "VAE has TWO loss functions! First is the reconstruction loss, which penalizes images that are not similar to the original images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reconstructionLoss(data, reconstructed):\n",
    "  return tf.reduce_mean(\n",
    "      tf.reduce_sum(\n",
    "          keras.losses.binary_crossentropy(data, reconstructed),\n",
    "          axis=(1, 2)\n",
    "      )\n",
    "  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we have the Kullback-Liebler Divergence loss function, also called Earth Mover loss from the analogy of figuring out how much dirt needs to be moved to transform the shape of the UK to the shape of the US.\n",
    "\n",
    "What it really does is measure the distance between two probability distributions. It penalizes the model if it learns a probability distribution \"z\" that is different from the original probability distribution of the data \"X\".\n",
    "\n",
    "Mathematically it is the same thing as cross-entropy - entropy, which means it works well for backpropagation and log-likelihood minimization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def klDivergenceLoss(zMean, zLogVar):\n",
    "  return tf.reduce_mean(\n",
    "      tf.reduce_sum(\n",
    "          -0.5 * (1 + zLogVar - tf.square(zMean) - tf.exp(zLogVar)),\n",
    "          axis=1\n",
    "      )\n",
    "  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So now we'll combine these into the total loss function, which just weights them and sums them up. Think of that weight (alpha) as another hyperparameter you can tune."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calcTotalLoss(data, reconstructed, zMean, zLogVar):\n",
    "  loss1 = reconstructionLoss(data, reconstructed)\n",
    "  loss2 = klDivergenceLoss(zMean, zLogVar)\n",
    "  klWeight = 3.0\n",
    "  return  loss1, loss2, loss1 + klWeight * loss2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overriding train_step ##\n",
    "\n",
    "Since we are using a custom loss function on mu and sigma, we need to override how the loss is calculated. We need to compare X_original and X_reconstructed at the same time while calculating the Kullback-Liebler (KL) loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class VAE(keras.Model):\n",
    "  def __init__(self, encoder, decoder, **kwargs):\n",
    "    super(VAE, self).__init__(**kwargs)\n",
    "    self.encoder = encoder\n",
    "    self.decoder = decoder\n",
    "    # register total loss as an observable metric in the model training history\n",
    "    self.totalLossTracker = keras.metrics.Mean(name=\"total_loss\")\n",
    "    self.ceLossTracker = keras.metrics.Mean(name=\"ce_loss\")\n",
    "    self.klLossTracker = keras.metrics.Mean(name=\"kl_loss\")\n",
    "    \n",
    "  # This are all observable metrics \n",
    "  @property\n",
    "  def metrics(self):\n",
    "    return [\n",
    "        self.totalLossTracker,\n",
    "        self.ceLossTracker,\n",
    "        self.klLossTracker\n",
    "    ]\n",
    "\n",
    "  # Now calculate loss + calculate gradients + update weights\n",
    "  def train_step(self, data):\n",
    "    # Gradient tape is a recording of all gradients for the trainable \n",
    "    # weights that need to be updated\n",
    "    with tf.GradientTape() as tape:\n",
    "        # forward path\n",
    "        zMean, zLogVar, z = self.encoder(data)\n",
    "        reconstruction = self.decoder(z)\n",
    "        ceLoss, klLoss, totalLoss = calcTotalLoss(data, reconstruction, zMean, zLogVar)\n",
    "    # backward path\n",
    "    grads = tape.gradient(totalLoss, self.trainable_weights)\n",
    "    self.optimizer.apply_gradients(zip(grads, self.trainable_weights))\n",
    "\n",
    "    # keep track of loss\n",
    "    self.totalLossTracker.update_state(totalLoss)\n",
    "    self.ceLossTracker.update_state(ceLoss)\n",
    "    self.klLossTracker.update_state(klLoss)\n",
    "\n",
    "    # return the loss for history object\n",
    "    return {\n",
    "        \"total_loss\": self.totalLossTracker.result(),\n",
    "        \"ce_loss\": self.ceLossTracker.result(),\n",
    "        \"kl_loss\": self.klLossTracker.result()\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train the VAE! ##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 136ms/step - ce_loss: 346.4537 - kl_loss: 2.8633 - total_loss: 355.0434\n",
      "Epoch 2/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 266.3763 - kl_loss: 4.5126 - total_loss: 279.9141\n",
      "Epoch 3/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m73s\u001b[0m 134ms/step - ce_loss: 261.7236 - kl_loss: 4.6277 - total_loss: 275.6067\n",
      "Epoch 4/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 259.3034 - kl_loss: 4.7108 - total_loss: 273.4359\n",
      "Epoch 5/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 257.9244 - kl_loss: 4.7923 - total_loss: 272.3013\n",
      "Epoch 6/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 256.6380 - kl_loss: 4.8521 - total_loss: 271.1943\n",
      "Epoch 7/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 136ms/step - ce_loss: 255.8711 - kl_loss: 4.9245 - total_loss: 270.6445\n",
      "Epoch 8/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 136ms/step - ce_loss: 255.1642 - kl_loss: 4.9508 - total_loss: 270.0166\n",
      "Epoch 9/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 137ms/step - ce_loss: 254.4615 - kl_loss: 5.0069 - total_loss: 269.4823\n",
      "Epoch 10/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m72s\u001b[0m 132ms/step - ce_loss: 253.9024 - kl_loss: 5.0303 - total_loss: 268.9931\n",
      "Epoch 11/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m78s\u001b[0m 143ms/step - ce_loss: 253.4902 - kl_loss: 5.0492 - total_loss: 268.6378\n",
      "Epoch 12/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 145ms/step - ce_loss: 253.0477 - kl_loss: 5.0568 - total_loss: 268.2184\n",
      "Epoch 13/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m78s\u001b[0m 142ms/step - ce_loss: 253.0452 - kl_loss: 5.0763 - total_loss: 268.2742\n",
      "Epoch 14/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m79s\u001b[0m 136ms/step - ce_loss: 252.4315 - kl_loss: 5.1052 - total_loss: 267.7472\n",
      "Epoch 15/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 139ms/step - ce_loss: 252.4992 - kl_loss: 5.1306 - total_loss: 267.8909\n",
      "Epoch 16/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m78s\u001b[0m 142ms/step - ce_loss: 252.7927 - kl_loss: 5.1818 - total_loss: 268.3381\n",
      "Epoch 17/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 139ms/step - ce_loss: 252.0457 - kl_loss: 5.2100 - total_loss: 267.6755\n",
      "Epoch 18/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 138ms/step - ce_loss: 251.6007 - kl_loss: 5.2078 - total_loss: 267.2239\n",
      "Epoch 19/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 138ms/step - ce_loss: 251.2447 - kl_loss: 5.2231 - total_loss: 266.9142\n",
      "Epoch 20/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m81s\u001b[0m 136ms/step - ce_loss: 250.9926 - kl_loss: 5.2441 - total_loss: 266.7250\n",
      "Epoch 21/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 137ms/step - ce_loss: 250.5370 - kl_loss: 5.2685 - total_loss: 266.3424\n",
      "Epoch 22/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m72s\u001b[0m 132ms/step - ce_loss: 250.4094 - kl_loss: 5.2907 - total_loss: 266.2817\n",
      "Epoch 23/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 137ms/step - ce_loss: 250.0870 - kl_loss: 5.2895 - total_loss: 265.9555\n",
      "Epoch 24/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 137ms/step - ce_loss: 249.8419 - kl_loss: 5.3012 - total_loss: 265.7457\n",
      "Epoch 25/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 137ms/step - ce_loss: 249.6900 - kl_loss: 5.3072 - total_loss: 265.6116\n",
      "Epoch 26/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 249.5180 - kl_loss: 5.3213 - total_loss: 265.4819\n",
      "Epoch 27/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 136ms/step - ce_loss: 249.1979 - kl_loss: 5.3407 - total_loss: 265.2200\n",
      "Epoch 28/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 137ms/step - ce_loss: 249.1250 - kl_loss: 5.3401 - total_loss: 265.1453\n",
      "Epoch 29/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 135ms/step - ce_loss: 248.8854 - kl_loss: 5.3465 - total_loss: 264.9249\n",
      "Epoch 30/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 138ms/step - ce_loss: 248.8069 - kl_loss: 5.3555 - total_loss: 264.8733\n",
      "Epoch 31/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m77s\u001b[0m 141ms/step - ce_loss: 248.8095 - kl_loss: 5.3493 - total_loss: 264.8574\n",
      "Epoch 32/32\n",
      "\u001b[1m547/547\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m78s\u001b[0m 143ms/step - ce_loss: 248.6486 - kl_loss: 5.3617 - total_loss: 264.7336\n"
     ]
    }
   ],
   "source": [
    "vae = VAE(encoder, decoder)\n",
    "vae.compile(optimizer=keras.optimizers.Adam(learning_rate=0.001))\n",
    "history = vae.fit(dataset, epochs=32, batch_size=128)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize how the loss functions changed over each epoch; this can inform at what point it makes sense to stop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9evfdd1VQUKAnn3xSt956q9asWaM//OEP+uEPf6ji4mJ95StfadkFNxMjP+1o/JB+Skly6vMj1dr+r4pEdwcAAKCeZQWmn3X21g7/Mfj888/Xjh07dPrpp2vQoEFRW1pamgoLC5WSkqJXX3017vHDhg3T1q1bwzfZS9Lbb78th8OhwYMHN7sfLpdLkyZN0pIlS/T+++9r7969eu211yRJbrdbPp+vWefp27dvgxGOyGWrT3Y9brdbkpp8vUGDBsntduutt94Kl9XW1mrz5s3tOrVs2LBh2rhxY1SY27hxozIyMnTaaadJCoSgsWPH6sc//rH+8Y9/yO12a9WqVeH25513nhYsWKCNGzeqqKhIzz77bLv1Lxbhpx2luJ26dGhgDuZL/OApAABAu7jlllv05Zdf6tvf/rbee+89ffrpp1q7dq2++93vyufzKTk5WXfeeafuuOMOrVixQp988oneeecdPfHEE5Kk73znO0pOTtasWbO0fft2vf7665o7d66uv/768P0+J/PXv/5Vv/zlL7V161Z99tlnWrFihfx+v4YMGSJJOv300/Xuu+9q7969OnToUJMjJxMmTNDmzZu1YsUK7d69W/fdd5+2b98erj/Z9fTr108pKSnhhR/Ky8sbvEZaWpr+3//7f/rBD36gNWvW6IMPPtCNN96o48eP64Ybbmj23/5kbr75Zu3fv19z587Vhx9+qBdeeEH33Xef5s+fL4fDoXfffVeLFi3S5s2btW/fPj3//PP64osvdNZZZ2nPnj1asGCB/va3v+mzzz7T2rVr9dFHH3XofT+En3Y2PbTq23ZWfQMAAGgPeXl5evvtt+Xz+TR16lQVFRXpP/7jP5SVlSWHI/B19kc/+pFuu+023XvvvTrrrLM0c+bM8H0rqampeuWVV/Tll1/qwgsv1DXXXKOJEydq2bJlze5Djx499Pzzz2vChAk666yz9Jvf/Ea///3vNXz4cEnS7bffLqfTqWHDhqlv377at29fo+eaOnWqfvSjH+mOO+7QhRdeqMrKSv3bv/1bVJumrsflcumXv/ylfvvb3yovL09f//rX477OAw88oKuvvlrXX3+9zj//fH388cd65ZVX1LNn+y3Mddppp2n16tV67733dM455+imm27SDTfcoB/+8IeSpMzMTL3xxhuaPn26Bg8erB/+8Id66KGHNG3aNKWmpurDDz/U1VdfrcGDB+t73/ue5syZo+9///vt1r9Ylt0Nv6FXVFQoKytL5eXlyszMTHR3ohzz1un8/69Y3jq/Xrr1Yg3Py0p0lwAAgGFOnDihPXv2qKCgoFkrdgFdXVP/pluSDRj5aWdpHpfGDwlMfVvN1DcAAACgyyD8dIDQ1LfV20qZ+gYAAAB0EYSfDjBhaD+5XQ7tOXRMuw5WJro7AAAAAET46RAZyUm6pDA09Y0fPAUAAAC6AsJPB5k+IkcS9/0AAAAAXQXhp4NMGpatJKelj8uqtJupbwAAAEDCEX46SGZykr7K1DcAAACgyyD8tJWvVvp0g/TFRw2qphUx9Q0AAADoKloUfh577DGdffbZyszMVGZmpkaPHq2XX345XG/bthYuXKi8vDylpKRo/Pjx2rFjR9Q5vF6v5s6dqz59+igtLU1XXnmlPv/88/a5mkR4+U5pxZXS5icaVE0ZliOXw9Kug5X6uKwqAZ0DAAAAENKi8NO/f3898MAD2rx5szZv3qwJEybo61//ejjgLFmyRL/4xS+0bNkybdq0STk5OZo8ebIqK+vveZk3b55WrVqllStX6q233lJVVZUuv/xy+Xy+9r2yzjJoYuDxw9VSzG/6ZKUmaeygPpKkNdsZ/QEAAEiEhQsX6txzz010N9AFtCj8XHHFFZo+fboGDx6swYMH66c//anS09P1zjvvyLZtPfLII7rnnns0Y8YMFRUV6amnntLx48f17LPPSpLKy8v1xBNP6KGHHtKkSZN03nnn6Xe/+522bdumdevWdcgFdrgzLpVcKVL5PungjgbV9au+cd8PAADAycyePVtXXXVVVNmf/vQnJScna8mSJZIIM2i9Vt/z4/P5tHLlSh07dkyjR4/Wnj17VFpaqilTpoTbeDwejRs3Ths3bpQkbdmyRbW1tVFt8vLyVFRUFG4Tj9frVUVFRdTWZbhTpTMvDezvWt2gesqwHDkdlj4oqdDeQ8c6uXMAAADd23//93/rO9/5jpYtW6Y77rgj0d1BN9fi8LNt2zalp6fL4/Hopptu0qpVqzRs2DCVlgZGNrKzs6PaZ2dnh+tKS0vldrvVs2fPRtvEs3jxYmVlZYW3/Pz8lna7Yw2ZHnj88KUGVT3T3BpzZm9J0mqmvgEAADTbkiVLNGfOHD377LP693//93Y7r9/v1/3336/+/fvL4/Ho3HPP1Zo1a8L1NTU1mjNnjnJzc5WcnKzTTz9dixcvDtcvXLhQAwYMkMfjUV5enm699dZ26xs6lqulBwwZMkRbt27V0aNH9dxzz2nWrFnasGFDuN6yrKj2tm03KIt1sjYLFizQ/Pnzw88rKiq6VgAafJkkSyrZKpX/S8o6Lap6WlGu3tx9SC9vK9XN4wclpIsAAMBstm2ruq660183xZVy0u+C8dx111369a9/rb/+9a+aNGlSu/Zp6dKleuihh/Tb3/5W5513nv7nf/5HV155pXbs2KHCwkL98pe/1Isvvqg//vGPGjBggPbv36/9+/dLCkzBe/jhh7Vy5UoNHz5cpaWl+uc//9mu/UPHaXH4cbvdGjQo8AV+5MiR2rRpk5YuXao777xTUmB0Jzc3N9y+rKwsPBqUk5OjmpoaHTlyJGr0p6ysTGPGjGn0NT0ejzweT0u72nnS+0r5F0n73w1MfbvoxqjqKcOz9cM/b9O2f5Vr3+HjGtA7NUEdBQAApqquq9aoZ0d1+uu+e927Sk1q2Xefl19+WS+88IJeffVVTZgwod379POf/1x33nmnvvWtb0mSHnzwQb3++ut65JFH9Otf/1r79u1TYWGhLr74YlmWpYEDB4aP3bdvn3JycjRp0iQlJSVpwIABuuiii9q9j+gYbf6dH9u25fV6VVBQoJycHBUXF4frampqtGHDhnCwueCCC5SUlBTVpqSkRNu3b28y/HQLoalvu15uUNUn3aOvnBGY+vYyU98AAACadPbZZ+v000/XvffeG7VqcHuoqKjQgQMHNHbs2KjysWPHaufOnZICiy5s3bpVQ4YM0a233qq1a9eG233zm99UdXW1zjjjDN14441atWqV6urq2rWP6DgtGvm5++67NW3aNOXn56uyslIrV67U+vXrtWbNGlmWpXnz5mnRokUqLCxUYWGhFi1apNTUVF133XWSpKysLN1www267bbb1Lt3b/Xq1Uu33367RowY0e7DmZ1u6NekdfdJe96QTlRIyZlR1dNG5GrjJ4e1enupvj/uzAR1EgAAmCrFlaJ3r3s3Ia/bUqeddpqee+45XXrppbrsssu0Zs0aZWRktGu/mrpV4/zzz9eePXv08ssva926dbr22ms1adIk/elPf1J+fr527dql4uJirVu3TjfffLN+9rOfacOGDUpKSmrXPqL9tSj8HDx4UNdff71KSkqUlZWls88+W2vWrNHkyZMlSXfccYeqq6t1880368iRIxo1apTWrl0b9Y/14Ycflsvl0rXXXqvq6mpNnDhRy5cvl9PpbN8r62x9CqXehdLh3dLH66SiGVHVU4dn694Xtuuf+4/q8yPH1b8nU98AAEDnsSyrxdPPEmnAgAHasGGDLr30Uk2ZMkWvvPKKMjMzT37gSWRmZiovL09vvfWWLrnkknD5xo0bo6avZWZmaubMmZo5c6auueYaXXbZZfryyy/Vq1cvpaSk6Morr9SVV16pW265RUOHDtW2bdt0/vnnt7l/6FgtCj9PPPFEk/WWZWnhwoVauHBho22Sk5P1q1/9Sr/61a9a8tLdw9Dp0ttLA/f9xISffhnJuuj0Xnp3z5das71U//7VMxLUSQAAgO6hf//+Wr9+fVQAysrKkiRVV1dr69atUe3T09PD96Y35Qc/+IHuu+8+nXnmmTr33HP15JNPauvWrXrmmWckBf5jfW5urs4991w5HA797//+r3JyctSjRw8tX75cPp9Po0aNUmpqqp5++mmlpKRE3ReErqvFCx6gCUOC4Wf3WslXKzmjhz6nj8jVu3u+1OptJYQfAACAZjjttNPCI0CTJ08O33/z0Ucf6bzzzotqO27cOK1fv/6k57z11ltVUVGh2267TWVlZRo2bJhefPFFFRYWSgqEqAcffFC7d++W0+nUhRdeqNWrV8vhcKhHjx564IEHNH/+fPl8Po0YMUJ/+ctf1Lt373a/drQ/y7ZtO9GdaKmKigplZWWpvLy8XYY/243fJ/18sHT8kPRvL0pnjIuqPlhxQqMWvSpJ+tuCCcrNavkcWAAAgJM5ceKE9uzZo4KCAiUnJye6O0CbNfVvuiXZoM2rvSGCwykNuSywv2t1g+rszGSNHBhY4vvlbY3/qCsAAACA9kf4aW9DvhZ4/HC1FGdQbfqIwG8gseQ1AAAA0LkIP+3tjPGSK0Uq3ycd3N6g+rKiHEnS5s+O6GDFiU7uHAAAAGAuwk97c6dKZ14a2P+w4dS3vB4pOm9AD9m29MoOpr4BAAAAnYXw0xGGTA887nopbvXXglPfXnqfqW8AAKDjdMN1rYC42uvfMuGnIwy+TJIllfxTKv9Xg+rQ1Lf39n6pLyq9ndw5AABwqktKCvzcxvHjxxPcE6B91NTUSJKcTmebzsPv/HSE9L5S/ihp/zuBVd8uujGqun/PVJ3TP0v//Lxcr+wo1f/5Cj+KBQAA2o/T6VSPHj1UVlYmSUpNTZVlWQnuFdA6fr9fX3zxhVJTU+VytS2+EH46ytDpjYYfSZo2Ilf//Lxcq7eVEH4AAEC7y8kJzDQJBSCgO3M4HBowYECbQzzhp6MMmS4V3yvteVM6US4lZ0VVTy/K1QMvf6h3Pj2sw1Ve9U73JKijAADgVGRZlnJzc9WvXz/V1tYmujtAm7jdbjkcbb9jh/DTUfoUSr0LpcO7pY/XSUVXR1UP6J2qotMytf1fFVr7wUF9+6IBCeooAAA4lTmdzjbfJwGcKljwoCMNDa369nLc6mlFgVXfVm9j1TcAAACgoxF+OtKQrwUed6+VfA2Hm6cHl7ze+MlhHTlW05k9AwAAAIxD+OlI/UdKaX0D9/x89naD6oI+aTorN1M+v63iDw4moIMAAACAOQg/HcnhlAZPDex/uDpuk+nB3/xZvZ2pbwAAAEBHIvx0tNDUt12rpTi/TDstOPXt7Y8Pqfw4K7EAAAAAHYXw09HOGC+5UqTy/dLB7Q2qB/VL15DsDNX6bBXvZOobAAAA0FEIPx3NnSqdOSGw38jUt2kjAlPfXmbVNwAAAKDDEH46Q3jJ65fiVodWfXtz9yFVnGDqGwAAANARCD+doXCqJEsq+adU/nmD6sHZGRrUL101Pr9eZeobAAAA0CEIP50hva+UPyqw38gPnoZXfdtW2lm9AgAAAIxC+Oks4alvjd33E5j6tuGjL1TlreusXgEAAADGIPx0ltCS13veDPzoaYyhORk6o0+aauqY+gYAAAB0BMJPZ+kzSOozWPLXSh+va1BtWVbEqm9MfQMAAADaG+GnMw2ZFnhsbMnrosDUt9d3lekYU98AAACAdkX46UyhqW+7iyVfwyWth+dlakCvVHnr/Hp9V1kndw4AAAA4tRF+OlP/kVJaX8lbLn32doNqy7LCv/nD1DcAAACgfRF+OpPDKQ2+LLDfyNS36cH7fl77sEzVNb7O6hkAAABwyiP8dLahwalvu1ZLtt2gesRpWerfM0XVtT5t+IipbwAAAEB7Ifx0toJxkitFKt8vlW5rUB059e0lpr4BAAAA7Ybw09ncqdKZEwL7jf3gaVFw6tvOgzpRy9Q3AAAAoD0QfhJh6PTA44cvxa0+N7+H8rKSdazGpzc++qITOwYAAACcugg/iTD4MslySKXvS+WfN6i2LEuXBX/zZ/W2ks7uHQAAAHBKIvwkQlofKX9UYH/Xy3GbfO3swNS3dTvLmPoGAAAAtAPCT6IMmRZ4bGTq23n5PZWd6VGVt04XP/i6Fjy/Tet3lammzt+JnQQAAABOHYSfRBkSXPJ671vSifIG1Q6HpdsmD1GGx6VDVV79/r19mv3kJl3w/xXr1t//Q399/4CqvHWd3GkAAACg+7JsO86PzXRxFRUVysrKUnl5uTIzMxPdndZbdqF06CPp6iekEdfEbVJT59ffPj2sV3aUqviDg/qi0huuc7scunhQH00Zlq1Jw7LVJ93TWT0HAAAAuoSWZAPCTyIV3ye9/YhUdI10zRMnbe732/rH/qNau6NUr+wo1d7Dx8N1DksaObCXpgzP1tThOcrvldqBHQcAAAC6BsJPd7H/PemJyZInS7rjE8mZ1OxDbdvW7rIqvbK9VGs/OKht/4qeOndWbqamBoPQ0JwMWZbV3r0HAAAAEo7w0134fdJDQ6RjX0jX/1k689JWn+pfR6vDI0Lv7flS/oh3dUCvVE0Zlq2pRTk6f0BPOR0EIQAAAJwaCD/dyQtzpH88LV30PWn6z9rllF8eq9GrOw/qlR0H9ebuL+SNWCGuT7pbk84KjAiNPrO3kpOc7fKaAAAAQCIQfrqTXS9Lv/+WlNlf+s/tUjtPTzteU6c3PvpCr+w4qFd3HlTFifoV4pwOSwN7p6qwX7oK+2WoMDtdg/ql68y+6YQiAAAAdAuEn+6ktlpacoZUe1z6/ptS7tkd91I+v9799Eu9sqNUaz8o1cEKb9x2liXl9wyEokHZwWDULxCM0jyuDusfAAAA0FKEn+5m5XekD/8qjV8gjb+rU17Stm2VVXq1+2CVdpdVandZlT4+WKWPyip19Hhto8ed1iNFg/qlB0aLgiNFg/plKCul+Ys1AAAAAO2F8NPd/ON30gu3SDlnSze9mdCu2Latw8dqtPtglT4OhqJAQKrSoar4I0WS1C/Do8LgKNGgfunK75WqnMxk5WQmKzPFxWpzAAAA6BAtyQbMYeoKBl8mWQ6p9H3p6H6pR37CumJZlvqke9Qn3aPRZ/aOqjt6vEYfl1VFBKJKfVxWpZLyEyqr9Kqs0qu3Pz7c4JzJSQ7lZCYrOzNZOVnBLRiMsoP7/TI8cjkdnXWZAAAAMBDhpytI6yPlj5L2/S2wAMKo7yW6R3H1SHVr5Om9NPL0XlHllSdqw6Ho4+B24Gi1SitO6OjxWp2o9Wvv4eNRP8oay7KkPuke5WYFQ1IwKEXu52QlK517jgAAANBKfJPsKoZMD4af1V02/DQmIzlJ5w3oqfMG9GxQd6LWp4MVJ1RafkKlEY+hsoMVXh2sOKE6v60vKr36otIrqbzhiwSle1zqk+5W73RPxGNwP62+rG+6h+l2AAAAiEL46SqGfk0q/pG09y3pRLmUnJXoHrWL5CSnBvZO08DeaY228fttHTrm1cFybyAgVZzQwdiwVH5Cld46VQW3pkaRQpKclnqnedQ7IixFBaUMj3qnBcp6p7uVxLQ7AACAUxrhp6vofabUZ7B06CNpd7E04ppE96jTOByW+mUkq19Gskao8dB3zFungxUndKiqRoervDpU5Q3sH/PqUGXwsapGh6q8qjxRp1qfHQ5TzZHhcSnN41Kax6l0j0up7vrnaR6X0tyhx4hyt0upEe3TPYHnaW6XnA5GnQAAALoSwk9XMmR6IPzsWm1U+GmuNI9LZ/RN1xl9T97WW+fT4aoaHQ6GoXBQqvLq8LGa8PNDVV59eaxGPr+tSm+dKr11Jz95MyUnOaJDVCg8BcNRaD8Umhq0iQhaqW6nPC4H0/gAAADagPDTlQz9mvT2I4GRn7oayeVOdI+6LY/LqbweKcrrkXLStn6/rfLqWn15vEbHvT4dq6nTMW+djtX4Ao/eOh2LLI+sCz4eD07HO1bjk88fWD3+RK1fJ2prJNW0yzW5HJZS3cFRpoiwlO6pD0/pycF9t1PpyUlKD4ao2DaMTAEAABMRfrqS00ZKaf2kY2XSZ29LZ16a6B4ZweGw1DPNrZ5pbQ+btm3LW+fX8XA4ighPUaEpuvx4jU9V3jodr6lTlden4xH11bU+SVKd31bFiTpVnGif0amUJGd9WPLEhKjglpzkVKrbqRS3UylJgcdUt1MpSa6I/Yj6JKcchCoAANBFEX66EodDGnKZ9PcVgalvhJ9ux7IsJSc5lZzkVK92CFOS5PPbwTDkixOmgiNO3kBoqjoR3K+pq9/3RrYJ3AslSdW1gWAVWGGv/XhcjuhQ5HYqNcmlZLdTqcGy5CSH3E6H3K7AlhTadzrkiXweLEtyOeRxxrR1RZwjoszlsJgeCAAA4iL8dDVDpgfCz4erpWlLAj+AA6M5HZYykpOUkZzULufz1vnC4anyRH2AiheWqmt9Ol7j04ngY3VNIDBV18SUB0enAuf3y1vn1xHVtkt/W8qyFA5RblfgXilPMBiFHgP7zkC7iCDmcTmj2nlijnE5HEpyWnI5HHI5LSU5A2HL5YwudzmCdcGyJGegTajcYYmABgBAAhB+upozxktJqVLF51Lp+1LuOYnuEU4xHpdTHlf7jUxJgfumAtP96sLhqDoiGFUHg9PxWp+qa+p0otavWp9fNcGgVOPzqzb4WFMXqPPWBfZrfPVtw5vPVk2dL9w+eJuVJMm26wOY1H4LWLS3yLDkdgZGtJJc9fuRI2BJMSNcSU6rQXnDtoE2lizV+vyq89uqCz/aqvX7VeeLKPPbgXY+W3Whutiy0LHBY/y2Lb8dmO7pt235/ZLftmXbki9YZtsKtgvU28FjGhxr1x9r23ZwWmVgsY/U4EIgqe76FRZDdaHnae7AVMzI55HHsmAIAEAi/HQ9SSnSmROkD/8aGP0h/KAbcDis8BS3RPD57XAw8vp89aGqzh+1763zhQOVt9Yvr88vb219iIo+xhdzbCCE+fy2akNBIiZE1MYEjDq/PzzNMFatz1atz6cEDZB1ecdqfGqvxUIkyWEpHJBS3E4lu5xKdjuVkuQIT9EMTVkN3b9WX+YIlyVH3N+WHC4L1LtdDiU5HNz3BgBdGOGnKxoyPRB+dr0kXbog0b0BujxnVPhqn+mB7cW2bfkajKzUj67U+vzBIBQ98hU5Albrs6PK47ULlNlRo2i1Pr/8tt1gul5jU/VcToeSgo9OhxWuD03biyxzOSw5HZYcliWHIzCNz2FZclpWeFqfwwoE4/rnwTKr/jiH1bBeCtyTdswbGDE8VlMXvu/teE1ggZDQoiKhx0D74POaOh33Rk/J9Ntq9+XsG+OwFBjJi5j66A5NfXRaSnIERvli3xd3qH3wfQgcH2iT5Iwe1UsKjxbGPHc65HbFPI8YMYwcIQw9Z1QMgEkIP13R4KmS5ZBKt0lH90s98hPdIwCtZFlW8AutlJyUmJExk/n8dmAKZsRqi946n07U+uvvYasN3L9WXRMsj3ge3o94DLULP6/1yY4Y4PNHTb3sHkL3tyUnOeVJCtz/lhzzGK6PePS4HPIkxa9Lcjnqw62iQ3Fjjw7LkhVqHxGOpejg7AyGxdC9eUnBcA4AJ0P46YrS+kj5o6R9f5N2vSyN+l6iewQA3ZLTYYWXbu8ooSXua3z1UyBrIu6Vqo0Y4QtNi4xsW+u3VVvnD7eNbRM5OhjaaupinvsC54gdQYw8rqau/nmdP3o6ZiistddS+ongdFgRo1z1i5WE7pGLVxd5v1xkG5cj+h680Che/XMrOOoWXMgk4lxJUSNx0e3C4Y6RNiBhCD9d1ZDpwfDzEuEHALqwyCXuuwu/P3C/WuiethO1vkAAqvXrRJ0v6tEb8Xgi9DzimMaOrfX5gwteBAJi5OIXti3Zil4MQ5HPbYUXv4hcEEPBxTTqgvf5RfL5bVX7o1ef7KosSw2ngUaMfDkcVtSU0KjppI76Y0LncVqWHA5LTofkdDjktBSelupyBkfLHFY4gDkdEVvwWJcjeI6Y+tCUWHfMqpWhQFg/PbZ+imwoADZoGzPlM3SdzuC1OGOuG+gIhJ+uaujXpOIfSXvfkipLpYycRPcIAHCKcDgseRyBlR+7K9u2A/fDxawW6Y25P662LrC4SWgxk9h752oi6mrq6kfdQiNpoZG50EhaYEQu+l692ohRuqZG2Or7HghxgZgWv43pIoNdbDAKhTTLCgS+2PsIYwNcZNBrVlmwPBQcQ8Ew9BgdVgP7oRAZG2wD4VXBusjA27DfsfWWZcmSGtxbGRWUo4Jw/DaR00gtBc9r1T+vH5GMPm+jbR2KOi7Z1b1+4Jzw01X1PlPqM0Q6tEt6eLh05kSp6GppyDQpOTPRvQMAIKEsy5LbFZjSJk+iexNfKKCFph6GRr98USNhgZG46LqIJeH90SNi/sh6f+DR5w8c5/fXL7DiDy62Et6C9Y3V+XwR5wiOrvliFmiJN50zcvn7uuAUzNDUzdqYYFhfdvLAVx8QCYddXfF/XqLC7IxEd6PZCD9d2bQHpLX3Sge3SbtfCWyuZKlwilQ0QyqcKrlTE91LAAAQR1RAQ1hoFUx/xFTI8PNQOIsIiL5gOPSFf1+sPvRFBsRQcPT5FR3s/P5gWeCxzh9YCbPOFzi+zt8wOIbKIh/rXz/iN83i/OaZz99wymZ0kA3+DSL3IwJw1BRRKercoXNIatCXqGmlduPTSG0FA7fU4DVt1f8eW+jxZLrbDEXLtu1uF6krKiqUlZWl8vJyZWYaMAryxS5p+/PS9uekw7vry5PSpKHTAyNCZ06QXF30P30BAACgW7JjwlFswEpJSvy0t5ZkA8JPd2Lb0sHtgRC0/Tnp6L76uuQs6awrpOEzpIJxkpNBPQAAAJz6CD8msG3pX1sCIWjHKqmypL4utY807OuBEaEBoyUHw+0AAAA4NRF+TOP3B5bF3v6c9MGfpeOH6+sy8qTh3wgEodPO734TMwEAAIAmEH5M5quT9mwI3CO08y+St7y+rsfAwEIJRVdL2UUEIQAAAHR7hB8E1Hmlj18NjAjtelmqPVZf12ewNPgyKfccKWeE1HuQ5Oi+v/cAAAAAM7UkG3BX/KnM5QmsBjd0ulRzPLBU9vbnpI/WSoc+CmzhtilS9rDAiFDOCCnn7MBzT/dZtx0AAABoCiM/JjpRERgJ2v+OVLpNOrhDqj0ev22vMwJhKHtEMBSNkDLzmDIHAACALoFpb2gZv0/6co9U+n5gKe3SbYEtcgW5SCk9I0aHgiNFfYdIzqTO7TcAAACMR/hB+zh2qD4IhULRF7sk29ewrdMdCEChQNSnMLDAQo98KSml8/sOAAAAIxB+0HFqT0hffBgdiEq3Sd6Kxo9J6yf1HCj1GBCxDQxsWf2lpOTO6z8AAABOKSx4gI6TlCzlnRvYQmxbOrovepToyF7pyGdSTaV0rCywfb4p/jkzcmNCUXC/50Aps7/kcnfChQEAAOBUx8gPOo5tS9VHAsHo6D7p6Gf1+0eC+5HLb8dlBRZYCAej/MDzjNz6La2v5HB0yiUBAACga2HkB12DZUmpvQJb5EhRiG1Lx7+Uju5tGIpCW121VPGvwLbvb/Ffx+GS0rOljJz6QJQZCkc5UkZe4DE5i1XqAAAADEb4QeJYlpTWO7CddkHDetuWjn1RP2p05DOpfL9UURJYia6yRKoqk/x19QGpKUmp0QEptB8KSunZUnIPKTmTlesAAABOQYQfdF2WJaX3C2z9R8Zv46sL3E8UGYgqS6TKUqniQOCx8oB0ojzwW0ZffhrYTiYpTUrpERgtCm8xz6PqI/Y9mUzDAwAA6IIIP+jenK7APUCZeU23qzkuVZXGhKTSwGOo7NgXUk1VoH3tscB2stGkuKzA6FFsMPJkBIJRcmbMfrAuObO+LCmNAAUAANDOCD8wgztV6nVGYGuKry6wbPeJo1L10cCIUdQWUxbbpq5akl3/vNWsiHCU2TAchcNTTMBK6RHYT+khuTxteH0AAIBTD+EHiOR01S/S0Bp13oZhqfpoMFBVBB69lfX74bKIfX+dJFvylge21nIl1weh2HAUG5RCASpU5k5jcQgAAHDKIfwA7cnlqb9PqTVsW6o7ET8UnQgGp/B+eeAxckQqNBKl4HmqSgNbSzlcwRGndMkd2tKCW3qwPC2iPObRE+cYh7N1fxMAAIB2QvgBuhLLkpJSAltGduvO4fcHA1J5zPS90P7RiKAUs199VPLXBkafqr8MbO3FlRIRhtICI1Ou5MAP57pSAsExKfjoSgmWh9pElIfbneR4J//zBgAAovHtADjVOByB6WspPSQNbNmxti3VVteHoppjgUUgao5J3qr6/djHqLpQeVWg3PYFzl1XHdiOH2rf622M5YwIR8nBUBQRqELPo+pTItpFhqngc6dHcrollzvwGLUlBdsE90NtHU6mEAIA0EUQfgDUs6zA4hDu1JOvoNccti35auIHpzpvMBB5A4Gr7kRgqz0RsV9d3y6yPNwudHxw31cT8dq++lX7EsqKE4qSgiHKU1920hGtVpY7XIGRPNsXePT7ApsdfAzXNfI86rhQnT94b5qCwc6SLEfEvgLPZTVS30hZaN/hDKx46EkPLO6RlEqABAC0C8IPgI5jBb/4uzyBH7PtaH6/5PNGhKbIwNREeVToighlsWHMVxPcagP1vtqIsogtil1/PFrHctTfe+bJqL+nzJMR2ML3ocUry4g+xp3OlEgAMBj/DwDg1OFwSI7gPVOJYtsxoag2EMhCZVGhyVsfpOKNcDU28tWc8uZwuALTAx3O4L4jYj/46HBE7Afbho4JXa/swKPtD+4r+OhvpN6OUx9xjN9XP0oYKgstAFLZDu+R0x28ty415rG5ZY3UhadGJkXs83+zANCV8L/KANCeLCtwT5DLnbg+2Hb9yJXfVx9owsHF1T1+RNfvl2qPB+8fqwxsoXvJaqqCgSji/rKaYJvIMm9lsLwqsJiHVB9M2/RbXM1kOWLuFfPEPDa3LN45mnFsZBCLPE93eP8BoAO0KPwsXrxYzz//vD788EOlpKRozJgxevDBBzVkyJBwm9mzZ+upp56KOm7UqFF65513ws+9Xq9uv/12/f73v1d1dbUmTpyoRx99VP3792/j5QAAAqsGBu8D6s4cjuB9P+lSRk7bz1fnDYSguurAKFnt8ZjHeGVN1cWUhUbwAsNYAba/frEPb9svod04XPWBKCk1eN9YaBQrOWZEKzlilCuizpUSU54SfS6XO2Zk0ckCIAASrkXhZ8OGDbrlllt04YUXqq6uTvfcc4+mTJmiDz74QGlpaeF2l112mZ588snwc7c7+r+Azps3T3/5y1+0cuVK9e7dW7fddpsuv/xybdmyRU4nvwUCAOgAofvPOpJtBxaDCE9xjPPYrLKIKZFNljXjfPHuRfPXBbbaY1L1kY79mzRgRU+fDAek2DJHnPAULAsvGOKuf1+jRsHilbkDwaw57Rqs5shoGXCqaFH4WbNmTdTzJ598Uv369dOWLVt0ySWXhMs9Ho9ycuL/V7ry8nI98cQTevrppzVp0iRJ0u9+9zvl5+dr3bp1mjp1akuvAQCArsGygiv4JQV+z6qrCK28GBuOIu8dC41i1Z2IGd0KjWzFK4+sC42EBdtFjoBFdya4WmCd5OvEv0FbhUNXzBL3oamG4f3Y1Rwj2sYGvtB9dpH31UWVNRUOndH36YW3iOdR9+vFa+OMf1zoHkBG6XAKatM9P+XlgfnSvXr1iipfv369+vXrpx49emjcuHH66U9/qn79Ar94v2XLFtXW1mrKlCnh9nl5eSoqKtLGjRvjhh+v1yuvt36+QEVFRVu6DQCAWSJXXuwMoRGw2OXSQwta2LFLrscpi2obeS5//YIhdaFHb/3oWF1N/eqMkSNiccu8Mec5Ub8gSWg59/A1+eqnMJoiFPiigl5SnLKW1Efsxxvla2z0r0XljQS6xoIgIc8orQ4/tm1r/vz5uvjii1VUVBQunzZtmr75zW9q4MCB2rNnj370ox9pwoQJ2rJlizwej0pLS+V2u9WzZ8+o82VnZ6u0tDTuay1evFg//vGPW9tVAADQmSJHwLorvz+wSEZTy9pHTkOM2yZmlccmA15LwmBsecRvcYUf69QwgNbFb9MYUwKf1cTomTMmPEWGrAajdPFG7VoQ4MK/g6aY30CL/d20xh4dgd9Zi62zHMEtso+OmH1ndHnktYT3rZh2wcecEYHfB+wmWh1+5syZo/fff19vvfVWVPnMmTPD+0VFRRo5cqQGDhyol156STNmzGj0fLZty2okeS9YsEDz588PP6+oqFB+fn5ruw4AANA0h0NydOJoWSKFfri4QUCqDd7DVtuMwNec/Ziyk4Y7f3R9c9tG/VhzxDXZ/vjXb/skny8w+oeWu/ldqd/QRPei2VoVfubOnasXX3xRb7zxxklXaMvNzdXAgQO1e/duSVJOTo5qamp05MiRqNGfsrIyjRkzJu45PB6PPB4D/scHAACgszkcksMtKYFL9HeGcEBqYhTM7wuEs7j1tQ3DV1QQ88cZmWtBeeTvooUf1cjvpDX22Mjvp4W2qH6HymMCpm3Hub5Qu4hjQnWJ/GmHVmhR+LFtW3PnztWqVau0fv16FRQUnPSYw4cPa//+/crNzZUkXXDBBUpKSlJxcbGuvfZaSVJJSYm2b9+uJUuWtOISAAAAgJNwOCQ5uvd0TLRZi8LPLbfcomeffVYvvPCCMjIywvfoZGVlKSUlRVVVVVq4cKGuvvpq5ebmau/evbr77rvVp08ffeMb3wi3veGGG3Tbbbepd+/e6tWrl26//XaNGDEivPobAAAAALS3FoWfxx57TJI0fvz4qPInn3xSs2fPltPp1LZt27RixQodPXpUubm5uvTSS/WHP/xBGRkZ4fYPP/ywXC6Xrr322vCPnC5fvpzf+AEAAADQYSzbthtbiL/LqqioUFZWlsrLy5WZmZno7gAAAABIkJZkA36uGAAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABghBaFn8WLF+vCCy9URkaG+vXrp6uuukq7du2KamPbthYuXKi8vDylpKRo/Pjx2rFjR1Qbr9eruXPnqk+fPkpLS9OVV16pzz//vO1XAwAAAACNaFH42bBhg2655Ra98847Ki4uVl1dnaZMmaJjx46F2yxZskS/+MUvtGzZMm3atEk5OTmaPHmyKisrw23mzZunVatWaeXKlXrrrbdUVVWlyy+/XD6fr/2uDAAAAAAiWLZt2609+IsvvlC/fv20YcMGXXLJJbJtW3l5eZo3b57uvPNOSYFRnuzsbD344IP6/ve/r/LycvXt21dPP/20Zs6cKUk6cOCA8vPztXr1ak2dOvWkr1tRUaGsrCyVl5crMzOztd0HAAAA0M21JBu06Z6f8vJySVKvXr0kSXv27FFpaammTJkSbuPxeDRu3Dht3LhRkrRlyxbV1tZGtcnLy1NRUVG4TSyv16uKioqoDQAAAABaotXhx7ZtzZ8/XxdffLGKiookSaWlpZKk7OzsqLbZ2dnhutLSUrndbvXs2bPRNrEWL16srKys8Jafn9/abgMAAAAwVKvDz5w5c/T+++/r97//fYM6y7Kintu23aAsVlNtFixYoPLy8vC2f//+1nYbAAAAgKFaFX7mzp2rF198Ua+//rr69+8fLs/JyZGkBiM4ZWVl4dGgnJwc1dTU6MiRI422ieXxeJSZmRm1AQAAAEBLtCj82LatOXPm6Pnnn9drr72mgoKCqPqCggLl5OSouLg4XFZTU6MNGzZozJgxkqQLLrhASUlJUW1KSkq0ffv2cBsAAAAAaG+uljS+5ZZb9Oyzz+qFF15QRkZGeIQnKytLKSkpsixL8+bN06JFi1RYWKjCwkItWrRIqampuu6668Jtb7jhBt12223q3bu3evXqpdtvv10jRozQpEmT2v8KAQAAAEAtDD+PPfaYJGn8+PFR5U8++aRmz54tSbrjjjtUXV2tm2++WUeOHNGoUaO0du1aZWRkhNs//PDDcrlcuvbaa1VdXa2JEydq+fLlcjqdbbsaAAAAAGhEm37nJ1H4nR8AAAAAUif+zg8AAAAAdBeEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADBCi8PPG2+8oSuuuEJ5eXmyLEt//vOfo+pnz54ty7Kitq985StRbbxer+bOnas+ffooLS1NV155pT7//PM2XQgAAAAANKXF4efYsWM655xztGzZskbbXHbZZSopKQlvq1evjqqfN2+eVq1apZUrV+qtt95SVVWVLr/8cvl8vpZfAQAAAAA0g6ulB0ybNk3Tpk1rso3H41FOTk7cuvLycj3xxBN6+umnNWnSJEnS7373O+Xn52vdunWaOnVqS7sEAAAAACfVIff8rF+/Xv369dPgwYN14403qqysLFy3ZcsW1dbWasqUKeGyvLw8FRUVaePGjXHP5/V6VVFREbUBAAAAQEu0e/iZNm2annnmGb322mt66KGHtGnTJk2YMEFer1eSVFpaKrfbrZ49e0Ydl52drdLS0rjnXLx4sbKyssJbfn5+e3cbAAAAwCmuxdPeTmbmzJnh/aKiIo0cOVIDBw7USy+9pBkzZjR6nG3bsiwrbt2CBQs0f/788POKigoCEAAAAIAW6fClrnNzczVw4EDt3r1bkpSTk6OamhodOXIkql1ZWZmys7PjnsPj8SgzMzNqAwAAAICW6PDwc/jwYe3fv1+5ubmSpAsuuEBJSUkqLi4OtykpKdH27ds1ZsyYju4OAAAAAEO1eNpbVVWVPv744/DzPXv2aOvWrerVq5d69eqlhQsX6uqrr1Zubq727t2ru+++W3369NE3vvENSVJWVpZuuOEG3Xbbberdu7d69eql22+/XSNGjAiv/gYAAAAA7a3F4Wfz5s269NJLw89D9+LMmjVLjz32mLZt26YVK1bo6NGjys3N1aWXXqo//OEPysjICB/z8MMPy+Vy6dprr1V1dbUmTpyo5cuXy+l0tsMlAQAAAEBDlm3bdqI70VIVFRXKyspSeXk59/8AAAAABmtJNujwe34AAAAAoCsg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARWhx+3njjDV1xxRXKy8uTZVn685//HFVv27YWLlyovLw8paSkaPz48dqxY0dUG6/Xq7lz56pPnz5KS0vTlVdeqc8//7xNFwIAAAAATWlx+Dl27JjOOeccLVu2LG79kiVL9Itf/ELLli3Tpk2blJOTo8mTJ6uysjLcZt68eVq1apVWrlypt956S1VVVbr88svl8/lafyUAAAAA0ATLtm271QdbllatWqWrrrpKUmDUJy8vT/PmzdOdd94pKTDKk52drQcffFDf//73VV5err59++rpp5/WzJkzJUkHDhxQfn6+Vq9eralTp570dSsqKpSVlaXy8nJlZma2tvsAAAAAurmWZIN2vednz549Ki0t1ZQpU8JlHo9H48aN08aNGyVJW7ZsUW1tbVSbvLw8FRUVhdvE8nq9qqioiNoAAAAAoCXaNfyUlpZKkrKzs6PKs7Ozw3WlpaVyu93q2bNno21iLV68WFlZWeEtPz+/PbsNAAAAwAAdstqbZVlRz23bblAWq6k2CxYsUHl5eXjbv39/u/UVAAAAgBnaNfzk5ORIUoMRnLKysvBoUE5OjmpqanTkyJFG28TyeDzKzMyM2gAAAACgJdo1/BQUFCgnJ0fFxcXhspqaGm3YsEFjxoyRJF1wwQVKSkqKalNSUqLt27eH2wAAAABAe3O19ICqqip9/PHH4ed79uzR1q1b1atXLw0YMEDz5s3TokWLVFhYqMLCQi1atEipqam67rrrJElZWVm64YYbdNttt6l3797q1auXbr/9do0YMUKTJk1qvysDAAAAgAgtDj+bN2/WpZdeGn4+f/58SdKsWbO0fPly3XHHHaqurtbNN9+sI0eOaNSoUVq7dq0yMjLCxzz88MNyuVy69tprVV1drYkTJ2r58uVyOp3tcEkAAAAA0FCbfucnUfidHwAAAABSAn/nBwAAAAC6KsIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGKHdw8/ChQtlWVbUlpOTE663bVsLFy5UXl6eUlJSNH78eO3YsaO9uwEAAAAAUTpk5Gf48OEqKSkJb9u2bQvXLVmyRL/4xS+0bNkybdq0STk5OZo8ebIqKys7oisAAAAAIKmDwo/L5VJOTk5469u3r6TAqM8jjzyie+65RzNmzFBRUZGeeuopHT9+XM8++2xHdAUAAAAAJHVQ+Nm9e7fy8vJUUFCgb33rW/r0008lSXv27FFpaammTJkSbuvxeDRu3Dht3Lix0fN5vV5VVFREbQAAAADQEu0efkaNGqUVK1bolVde0eOPP67S0lKNGTNGhw8fVmlpqSQpOzs76pjs7OxwXTyLFy9WVlZWeMvPz2/vbgMAAAA4xbV7+Jk2bZquvvpqjRgxQpMmTdJLL70kSXrqqafCbSzLijrGtu0GZZEWLFig8vLy8LZ///727jYAAACAU1yHL3WdlpamESNGaPfu3eFV32JHecrKyhqMBkXyeDzKzMyM2gAAAACgJTo8/Hi9Xu3cuVO5ubkqKChQTk6OiouLw/U1NTXasGGDxowZ09FdAQAAAGAwV3uf8Pbbb9cVV1yhAQMGqKysTD/5yU9UUVGhWbNmybIszZs3T4sWLVJhYaEKCwu1aNEipaam6rrrrmvvrgAAAABAWLuHn88//1zf/va3dejQIfXt21df+cpX9M4772jgwIGSpDvuuEPV1dW6+eabdeTIEY0aNUpr165VRkZGe3cFAAAAAMIs27btRHeipSoqKpSVlaXy8nLu/wEAAAAM1pJs0OH3/AAAAABAV0D4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYARXojsAAGg+27YDj7Jl27Zs1T8P7gbqQuUR7SOfh8/XWLvG2ke+fmwf7Oiy8GNkO7vhsfHat6avslvQtp01u692/H40eC+baBssjPt6TZXF9vFkbZrqR+zfPN7fty3vU7y6xvrc1PU11r6xtifT1L+fk52zOdcW71xx/+5NtDmZtvydTvY6TfWpOf8em/MarT1HS1+vNZ+7k11jY+9fYyzLin4uq9H6BnUxz+P2oRn/nprzd/s/Z/0f9U7pHbddV0T4OYX5bX/8TX7Zth1+biti37blV/1+qC7cXvH3Q19cYs8Ze3xUO8V/jXjHRvYxdG1NfnmKPG/wAxp5rsgvWaFySdHH2NHPQ21iXzu2rLE28b7YhV4n9NqR54j3pSDel93I46L2I18vol3s9TZ5nOL/D2LsF+DYdlHXF+e42LJ45408T7zXCreJ+fvF9iH29WI1+X9OjfQj9nXjXWO812vyvY04b6PXCgBAF3PFGVcQftC46rpqlXvLVe4tV0VNRXi/vKY8bnlVbVVUMPHZvvAXWJ/tqy+LCB6h8AIAncmSJYflCPwXRyvw3JIlywqUh9pYVrhGshQ+JlQXaiep4fPQf8201GS7eHWx5e3tZH1vtF2cfjZ63XHOE37ejOuKPeak/Wjk7x2vfVN9bM771KLXaORSG/sbNOfvd7JzNKv+JG9B3OuO05em6hrrR1PvbXPL4xWf7HWaGnForO8n7V9LrqWV72O8Y+P+O2nG37k5r9+Sawpp6j/oNdYm7nlsu1l/p8ZGkpoaYZKkTE/mSfvQlRB+2qj0WKn2VuyNH2giQk2Ft0LlNeXy+ryJ7nIDDsshhxzhLyjhLyKWFbfcYdWXRX7ZCbWRJKflDHzBCZ4jVB4+T8S5I4+N/KIUVRfRNvaLVOSXrdgvUVHnC35gI1+nycfguRXxJS78upHnVsM2kf9HHW6j+F8EIr/wRR4T3o+tDx4T2Tbe+WKvJdwu9ktpTP+b06fIx9Cxca8v5jzxrj12P/Y8cdtY8V8j7v9xteH/qBucL/YLdxPXHdm+OW1b+28j6thG/t00uOZ4X0Bbcg1N9BEAgK6M8NNGqz5epUe3PtqiY1yWS5meTGV5spTlzgo8erKU6c4M74fK05LS5HK4ZFlWIFAo8Bj6gh0KGQ7LUV/vCDyGAkW4LiLERIYaAAAAwASEnzbKTcvVoB6DGgSZxsJMlidLqa5U/kspAAAA0Mksu7VLniRQRUWFsrKyVF5erszM7jXPEAAAAED7aUk2YM4TAAAAACMQfgAAAAAYIaHh59FHH1VBQYGSk5N1wQUX6M0330xkdwAAAACcwhIWfv7whz9o3rx5uueee/SPf/xDX/3qVzVt2jTt27cvUV0CAAAAcApL2IIHo0aN0vnnn6/HHnssXHbWWWfpqquu0uLFi6Paer1eeb31v49TUVGh/Px8FjwAAAAADNflFzyoqanRli1bNGXKlKjyKVOmaOPGjQ3aL168WFlZWeEtPz+/s7oKAAAA4BSRkPBz6NAh+Xw+ZWdnR5VnZ2ertLS0QfsFCxaovLw8vO3fv7+zugoAAADgFJHQHzmN/aFP27bj/vinx+ORx+PprG4BAAAAOAUlZOSnT58+cjqdDUZ5ysrKGowGAQAAAEB7SEj4cbvduuCCC1RcXBxVXlxcrDFjxiSiSwAAAABOcQmb9jZ//nxdf/31GjlypEaPHq3/+q//0r59+3TTTTclqksAAAAATmEJCz8zZ87U4cOHdf/996ukpERFRUVavXq1Bg4cmKguAQAAADiFJex3ftqiJWt5AwAAADh1dfnf+QEAAACAzkb4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADCCK9EdaA3btiVJFRUVCe4JAAAAgEQKZYJQRmhKtww/lZWVkqT8/PwE9wQAAABAV1BZWamsrKwm21h2cyJSF+P3+3XgwAFlZGTIsqxEd0cVFRXKz8/X/v37lZmZmejuoBV4D08NvI/dH+/hqYH38dTA+9j9mfIe2ratyspK5eXlyeFo+q6ebjny43A41L9//0R3o4HMzMxT+h+WCXgPTw28j90f7+Gpgffx1MD72P2Z8B6ebMQnhAUPAAAAABiB8AMAAADACISfduDxeHTffffJ4/EkuitoJd7DUwPvY/fHe3hq4H08NfA+dn+8hw11ywUPAAAAAKClGPkBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8tNGjjz6qgoICJScn64ILLtCbb76Z6C6hBRYuXCjLsqK2nJycRHcLJ/HGG2/oiiuuUF5enizL0p///Oeoetu2tXDhQuXl5SklJUXjx4/Xjh07EtNZxHWy93D27NkNPptf+cpXEtNZxLV48WJdeOGFysjIUL9+/XTVVVdp165dUW34LHZ9zXkf+Tx2fY899pjOPvtsZWZmKjMzU6NHj9bLL78cruezWI/w0wZ/+MMfNG/ePN1zzz36xz/+oa9+9auaNm2a9u3bl+iuoQWGDx+ukpKS8LZt27ZEdwkncezYMZ1zzjlatmxZ3PolS5boF7/4hZYtW6ZNmzYpJydHkydPVmVlZSf3FI052XsoSZdddlnUZ3P16tWd2EOczIYNG3TLLbfonXfeUXFxserq6jRlyhQdO3Ys3IbPYtfXnPdR4vPY1fXv318PPPCANm/erM2bN2vChAn6+te/Hg44fBYj2Gi1iy66yL7pppuiyoYOHWrfddddCeoRWuq+++6zzznnnER3A20gyV61alX4ud/vt3NycuwHHnggXHbixAk7KyvL/s1vfpOAHuJkYt9D27btWbNm2V//+tcT0h+0TllZmS3J3rBhg23bfBa7q9j30bb5PHZXPXv2tP/7v/+bz2IMRn5aqaamRlu2bNGUKVOiyqdMmaKNGzcmqFdojd27dysvL08FBQX61re+pU8//TTRXUIb7NmzR6WlpVGfTY/Ho3HjxvHZ7GbWr1+vfv36afDgwbrxxhtVVlaW6C6hCeXl5ZKkXr16SeKz2F3Fvo8hfB67D5/Pp5UrV+rYsWMaPXo0n8UYhJ9WOnTokHw+n7Kzs6PKs7OzVVpamqBeoaVGjRqlFStW6JVXXtHjjz+u0tJSjRkzRocPH05019BKoc8fn83ubdq0aXrmmWf02muv6aGHHtKmTZs0YcIEeb3eRHcNcdi2rfnz5+viiy9WUVGRJD6L3VG891Hi89hdbNu2Tenp6fJ4PLrpppu0atUqDRs2jM9iDFeiO9DdWZYV9dy27QZl6LqmTZsW3h8xYoRGjx6tM888U0899ZTmz5+fwJ6hrfhsdm8zZ84M7xcVFWnkyJEaOHCgXnrpJc2YMSOBPUM8c+bM0fvvv6+33nqrQR2fxe6jsfeRz2P3MGTIEG3dulVHjx7Vc889p1mzZmnDhg3hej6LAYz8tFKfPn3kdDobJOaysrIGyRrdR1pamkaMGKHdu3cnuitopdBqfXw2Ty25ubkaOHAgn80uaO7cuXrxxRf1+uuvq3///uFyPovdS2PvYzx8Hrsmt9utQYMGaeTIkVq8eLHOOeccLV26lM9iDMJPK7ndbl1wwQUqLi6OKi8uLtaYMWMS1Cu0ldfr1c6dO5Wbm5vorqCVCgoKlJOTE/XZrKmp0YYNG/hsdmOHDx/W/v37+Wx2IbZta86cOXr++ef12muvqaCgIKqez2L3cLL3MR4+j92Dbdvyer18FmMw7a0N5s+fr+uvv14jR47U6NGj9V//9V/at2+fbrrppkR3Dc10++2364orrtCAAQNUVlamn/zkJ6qoqNCsWbMS3TU0oaqqSh9//HH4+Z49e7R161b16tVLAwYM0Lx587Ro0SIVFhaqsLBQixYtUmpqqq677roE9hqRmnoPe/XqpYULF+rqq69Wbm6u9u7dq7vvvlt9+vTRN77xjQT2GpFuueUWPfvss3rhhReUkZER/q/KWVlZSklJkWVZfBa7gZO9j1VVVXweu4G7775b06ZNU35+viorK7Vy5UqtX79ea9as4bMYK2HrzJ0ifv3rX9sDBw603W63ff7550ctDYmub+bMmXZubq6dlJRk5+Xl2TNmzLB37NiR6G7hJF5//XVbUoNt1qxZtm0Hlti977777JycHNvj8diXXHKJvW3btsR2GlGaeg+PHz9uT5kyxe7bt6+dlJRkDxgwwJ41a5a9b9++RHcbEeK9f5LsJ598MtyGz2LXd7L3kc9j9/Dd7343/H20b9++9sSJE+21a9eG6/ks1rNs27Y7M2wBAAAAQCJwzw8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAI/z9szn4W7AHPGAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 9))\n",
    "plt.plot(history.history.get('total_loss'), label=\"total loss\")\n",
    "plt.plot(history.history.get('ce_loss'), label=\"reconstruction loss\")\n",
    "plt.plot(history.history.get('kl_loss'), label=\"KL loss\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's zoom into the KL loss so we can see it better:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 9))\n",
    "plt.plot(history.history.get('kl_loss'), label=\"KL loss\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore the results ##\n",
    "\n",
    "Let's use a mean (mu) of 1 and variance (sigma) of 2 (just a guess to start with). Play around with this, try different values to get different types of objects (shirts, bags, etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 275ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "synth = vae.decoder.predict(np.array([[1, 2]]))\n",
    "plt.axis('off')\n",
    "plt.imshow(synth.reshape((28,28)), cmap=\"Greys_r\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's generate 256 images entirely at random. All we have to do is guess the Z distribution (defined by mu, sigma). Don't worry, we will get to a systematic method to determine the mu and sigma for each category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2800x2800 with 256 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = np.random.normal(loc=0, scale=4, size=(256,2))\n",
    "synth = vae.decoder.predict(z)\n",
    "\n",
    "plt.figure(figsize=(28,28))\n",
    "\n",
    "for i in range(256):\n",
    "    plt.subplot(16,16,i+1)\n",
    "    plt.imshow(synth[i].reshape((28,28)), cmap=\"Greys_r\")\n",
    "    plt.axis('off')\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As promised, we can find the mapping of mu and sigma for each category. Just map an image from each category through the encoder and observe the output. Then use those outputs to conditionally instruct the decoder to sample from a particular category. This isn't a guaranteed solution though - for concrete results look up \"Conditional Variational AutoEncoders\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 28, 28, 1)\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 212ms/step\n",
      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 128ms/step\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.65580153, 1.4838673 ]], dtype=float32)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = 1280\n",
    "batch = np.expand_dims(x_train[idx], axis=0)\n",
    "batchOfImages = np.expand_dims(batch, axis=-1).astype(\"float32\") / 255\n",
    "print(batchOfImages.shape)\n",
    "# obtain z(mu,sigma) for the given image\n",
    "_, _, z = vae.encoder.predict(batchOfImages)\n",
    "\n",
    "# now reconstruct a similar image\n",
    "synth = vae.decoder.predict([z])\n",
    "\n",
    "z"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the reconstructed image could be different from the original, depending on how long the model has been trained and whether it has reached a global minima."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2800x2800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(28, 28))\n",
    "\n",
    "# original image\n",
    "plt.subplot(1,2,1)\n",
    "plt.axis('off')\n",
    "plt.imshow(x_train[idx], cmap=\"Greys_r\")\n",
    "\n",
    "\n",
    "# reconstructed\n",
    "plt.subplot(1,2,2)\n",
    "plt.axis('off')\n",
    "plt.imshow(synth[0].reshape((28,28)), cmap=\"Greys_r\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m2188/2188\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 5ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "VAE can be used in unsupervised learning of large text or unlabeled images corpus\n",
    "to cluster the samples into categories\n",
    "\"\"\"\n",
    "labels = np.concatenate([y_train, y_test], axis=0)\n",
    "meu, _, _ = vae.encoder.predict(dataset)\n",
    "plt.figure(figsize=(12, 10))\n",
    "plt.scatter(meu[:, 0], meu[:, 1], c=labels)\n",
    "plt.colorbar()\n",
    "plt.xlabel(\"meu[0]\")\n",
    "plt.ylabel(\"meu[1]\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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