{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "\n",
    "torch.set_printoptions(edgeitems=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-3.0000, -2.9000, -2.8000, -2.7000, -2.6000, -2.5000, -2.4000, -2.3000,\n",
       "        -2.2000, -2.1000, -2.0000, -1.9000, -1.8000, -1.7000, -1.6000, -1.5000,\n",
       "        -1.4000, -1.3000, -1.2000, -1.1000, -1.0000, -0.9000, -0.8000, -0.7000,\n",
       "        -0.6000, -0.5000, -0.4000, -0.3000, -0.2000, -0.1000,  0.0000,  0.1000,\n",
       "         0.2000,  0.3000,  0.4000,  0.5000,  0.6000,  0.7000,  0.8000,  0.9000,\n",
       "         1.0000,  1.1000,  1.2000,  1.3000,  1.4000,  1.5000,  1.6000,  1.7000,\n",
       "         1.8000,  1.9000,  2.0000,  2.1000,  2.2000,  2.3000,  2.4000,  2.5000,\n",
       "         2.6000,  2.7000,  2.8000,  2.9000,  3.0000])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_t = torch.arange(-3, 3.1, 0.1)\n",
    "input_t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.3000, -0.2900, -0.2800, -0.2700, -0.2600, -0.2500, -0.2400, -0.2300,\n",
       "        -0.2200, -0.2100, -0.2000, -0.1900, -0.1800, -0.1700, -0.1600, -0.1500,\n",
       "        -0.1400, -0.1300, -0.1200, -0.1100, -0.1000, -0.0900, -0.0800, -0.0700,\n",
       "        -0.0600, -0.0500, -0.0400, -0.0300, -0.0200, -0.0100,  0.0000,  0.1000,\n",
       "         0.2000,  0.3000,  0.4000,  0.5000,  0.6000,  0.7000,  0.8000,  0.9000,\n",
       "         1.0000,  1.1000,  1.2000,  1.3000,  1.4000,  1.5000,  1.6000,  1.7000,\n",
       "         1.8000,  1.9000,  2.0000,  2.1000,  2.2000,  2.3000,  2.4000,  2.5000,\n",
       "         2.6000,  2.7000,  2.8000,  2.9000,  3.0000])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 8400x16800 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "activation_list = [\n",
    "    nn.Tanh(),\n",
    "    nn.Hardtanh(),\n",
    "    nn.Sigmoid(),\n",
    "    \n",
    "    nn.Softplus(),\n",
    "    nn.ReLU(),\n",
    "    nn.LeakyReLU(negative_slope=0.1),\n",
    "\n",
    "    \n",
    "    #nn.Tanhshrink(),\n",
    "    #nn.Softshrink(),\n",
    "    #nn.Hardshrink(),\n",
    "]\n",
    "\n",
    "fig = plt.figure(figsize=(14, 28), dpi=600)\n",
    "\n",
    "for i, activation_func in enumerate(activation_list):\n",
    "    subplot = fig.add_subplot(len(activation_list), 3, i+1)\n",
    "    subplot.set_title(type(activation_func).__name__)\n",
    "    \n",
    "    output_t = activation_func(input_t)\n",
    "    \n",
    "    plt.grid()\n",
    "    plt.plot(input_t.numpy(), input_t.numpy(),'k', linewidth=1)\n",
    "    plt.plot([-3,3], [0,0], 'k', linewidth=1)\n",
    "    plt.plot([0,0], [-3,3], 'k', linewidth=1)\n",
    "    plt.plot(input_t.numpy(), output_t.numpy(), 'r', linewidth=3)\n",
    "\n",
    "output_t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([1.6885, 1.6924, 1.6967, 1.7015, 1.7064, 1.7112, 1.7155, 1.7184, 1.7190,\n",
       "        1.7158, 1.7069, 1.6901, 1.6629, 1.6229, 1.5685, 1.5005, 1.4238, 1.3486,\n",
       "        1.2913, 1.2713, 1.3060, 1.4017, 1.5384, 1.6643, 1.7191, 1.6667, 1.5191,\n",
       "        1.3410, 1.2022, 1.1303, 1.1191, 1.1508, 1.2075, 1.2744, 1.3414, 1.4024,\n",
       "        1.4547, 1.4979, 1.5328, 1.5605, 1.5824, 1.5997, 1.6132, 1.6239, 1.6324,\n",
       "        1.6391, 1.6444, 1.6487, 1.6521, 1.6549, 1.6571, 1.6589, 1.6604, 1.6615,\n",
       "        1.6625, 1.6633, 1.6639, 1.6644, 1.6649, 1.6652, 1.6655])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kV0nytgml2yd5RJJvVNXEhkJVdcGqOiTJZ5Ncb0Lpz5M8IcmVuvuN3d1blh5YJ+6Q5AIj6t7Q3T+fVYju/lqSD48ovWJVTfrZxghVdfkkNxlZfvgss3BO3f39JJ+bUnbXlaFxAAAAAAAArG/6tMFye+/IuotV1Zi9GwAAAKxxOyw6AAAAzNmYm45f6e4vnutjRyR5yZTzbl5Vl+3u721dNDinqto+yeWTXDnJpTK8uXrXlcf5k5ya5JQkv0rygyT/leSbSU7QiIE16OARNW+feQo2530ZfqZMGwSxS1Vdort/MIdMc9Hdx1TVdZPcM8mzkuy1mdLrZ3hD/cc3c/xBGZoc7DhhuR8meXqSw7v7jK3JC8Cgu0+rqvdm3GsMTULn5+gk15pw/EIZGkdNalwHAAAAALCqurur6pgk9xlRfulZ52G5VdVFklwpyT4Z/u69a87a05Mkv115/DjJfyb5XpKvdvdv5p8WJrpVkotMqTl6HkFYrO7+VpK7V9X1k7wwyX6bKb1YkiOranP7cK+b5BtJLjphuVOTvCLJc2Y5RAZYGtMGIP7eG2ea4qw1DhhRd1CmD+ZhsgckqRF1X+zu42Ydhv/l6EweHrlrkjsmefN84gAAAAAAALAg+rTBEuvuf6+qEzNuX/Slk3x9xpEAAACYMYOnAADYMKrq0kluMaL0iE187B+TvCCTX0NXkvtnGCgBW6SqKsm+SW6a5MZJrpqhQc2kASab8+uq+kKSDyZ5X3d/abVyLlpVXSjJgRmaVFwtw9foghnexLpdkpOT/CLJd5N8K8lnknysu09YRN7VVFXbJfmTDI099k1ylSR7ZPjcz5thCNmvMwwg+06SLyT5ZJJPdvfvFpH596pq9yS3mVJ2XHf/xzzy8L919ykrPzduOKJ87wzD7taNlWF9R1bV25I8PMmTk+y2idLtktxkM5e58YQlfpWhMc9LNBMDWFWfzLjBU3vPOgh/cHSSZ0+puW8MngIAAAAA5u/EkXW7zDQFS2VlyNRNMuznuVaSKye58FZc6syq+maSY5P8c5KPdPfJqxRzoVb2s/xxhq/R1XLWfpYLZtP7WY7LWftZTl9A5FVVVZfJMMDpGhk+/8vkrGFkZybGsB3bAAAgAElEQVT5TZL/zrCX6fgkn0pybHf/eBF5z2XMfba3zzwFa0Z3fzbJTarq9kmel+Hf86Zsbh/uVSdc/swM+3Cf3N3f3/qUwHpRVefJuH393+vuT886T5J/yvC6ZecpdbdO8tjZx1mfqmr7JPcbWf4PM4zC5r09yfOn1Nw3Bk8BAAAAAACsW/q0wboxdvCUvdMAAADrwHaLDgAAAHN0/0x/DXxGkiPP/cHuPinDEJ9p7rcyQIgZqqo3VVWf+5FkTDOS7Td17lY+nrKNn8ceVfWXVfX2JD9J8qUkL0tytwxNG7Zm6FQy3MjbL0PD9y9W1Zer6iFVdd5tybs1Nve9Otfj3lOuUVV1x6r6UJIfJ3lLksdnaNqyT5I9k+yU5DwZmtZcNkPTnwcm+fsk36yqL1bVY6rq/LP7bGejqq5UVa9K8qMkH8/wfb1HkqsnuUSG7/f2Sc6f5KJJrp3kLit1xyb5UVW9uqquNP/0f3BQhu/PJEfPIwgTfXNk3QVnmmKBuvu07n5JhgElL8jQSGJbnJ7klUn26e5nrpehU1X1ypHPkydV1cXmmKuq6oMjs329qs43r2zAzGz45661pru/meSrU8oOXGnUCQAAAAAwT2OHvEy7t80mVNVNN3dvLkNT8mlet0p7eb67jZ/H9lV1QFUdUlVfTXJSkrcmeWiSG2brhk4lw561Kyd5cJJ3J/lBVb28qq64LXm3xqTv1dkex464zhWq6pVJfphhkNSzM+wPuUaSS2bz+1meleSjGfazvKaq/mgWn+csVdX5qurhVfWFJN9LcliG/4/sl2SvJLtl+Fmy08r/vmKSWyZ5VJKjMnz/j6mqu9UwuGvuquqCSW4/pew73f2FeeRhbenu92TYm/bnGYbGbasPJ7l2d99nvQydqqo7j3xeOrOqDpxztieOzPbbqtp3ntngXG6YcY2L/nnWQZKku3+VYY/uNFeuqkvNOs86dmCG14rTnJKhIR1z1t3fTvLFKWX7V9XF55EHAAAAAACAhdCnDdYHe6cBAAA2EIOnAADYEFZuMt5vROmHuvtHmzl2xIjzL5vkFmNzsfFU1a5Vdd+qen+GxiuHJblzkt1nuOy+GQafnFBVD1imm+5Vdcckxyd5Z5IDsvU3Ka+R5CVJvltVD1qGr0FVXaaq3pbk6xkaD+25lZfaPcmDkny9qt5QVVt7nW1xrxE17555Cqb56ci6pRvgtqW6+xfd/cQMzZ9en+TMrbjM25Nctbsf1t1jN2Isi8dkGJY4zUWSHDnHRllPzNCsa5rfJrl7d5884zzA7HnuWpumva7bIcMgVQAAAACAeTplZN3/zDQFa04NblxVhyT5QZIPJXlYkqvOcNkLJnlEhr0ch1XVRWe41qqqqktX1VFJ/j3JQzLcF94auyX5iyRfrao3VdXWXmduqmqHqnp8ku8neUWSa23lpbbPsMfwrRk+/5uvUsQtcdckO0+psZdnA+vuM7r78Ax7Z56c5JdbcZnjkhzQ3bfs7jH7TJZGd78jyaEjSivJG+c1nKOq/jjDgL8xHt3dX5llHphi/5F1x8w0xdatdcBMU6xvDxxZ947u/vlMkzDJtNeB22cYOgsAAAAAAMA6o08brCv2TgMAAGwgBk8BALBR3DzJ5UbUvWHCsXcn+cWIazxgVCI2nKq6RJIfZxhicqsMDdfn6ZJJDk/yoXk1MthaVXWRqjo6w8CpK63ipfdI8uokH6mqPVbxuquqqh6R5GsZmrys1u/u2yW5T5Ljq+rAVbrmVCuDrq4/pewnGT5fFut3q1y39Lr7xO6+f5JrJnn/yNM+keSG3X3X7j5hdukWp7tPTXL3JL8eUX7zDA2IZqqq/iTJM0eWP7q7vzrLPMDceO5amz46oub2M08BAAAAAHBOe46sG7M3iPXl7Uk+nmHY1LyHH22f5C8zDB9a8387r6qHZtjfcfes7n6We2XYz3LrVbrmqquqayT5bJIXJtl9FS/9Rxn2Mb2iqua5l+x2I2rG3PNhnevuk7v7OUn2TvLyJKeNOO17SQ5Ocp3unufAmHl7XIbhWtPsmeTIqprpe/iq6sJJ3pJx+1Lf1t2HzTIPjHCjkXUfm2mKczp2ZN3Y7JzNyn7isa95D59lFqay9wcAAAAAAGDj0qcN1g97pwEAADYQg6cAANgoxtxk/GWSd23u4MqQhaNGXOdOK2/gXpiq+s+q6hGPey8y5wa0Y5KdFh0iyf5Jjquqay46yKZU1b4ZGrXcZYbL3CzJZ6vq8jNcY4tV1c5VdWSGJh27zGiZ3ZO8r6r+fEbXP7cDM/3vDx/r7p5HGCYa+9w1ZtjQetMrjzHOXHmsa939zSQPGVn+tKr601llWXnd9eaMa5zz1u5+zayyAHPnuWtt+mSmN5zbr6rOP48wAAAAAAArxg4UOmkWi1fV00fu5Tl2Fusz0a6LDpBkjyTvrqq/XXSQTamqnarqDUkOTXKBGS2zW5L3VNWDZnT9rVZVd03yqSTXmuEyD0/y/qo67wzXSJJU1XmS3GJK2ZlJ/mXWWVgqW7J3prMx9s6cmuTPkvxqRPnNkjxltolyeJLLjqj7TpK/mHEWGGPM8+p3u/unM09yli8lOX1E3SxfE6xnByc5z4i678QAzEX7dJJTptTcqKpm9bsBAAAAAAAAi7Oh+rTBOjdm7/SZSf571kEAAACYPYOnAABY96rqQknuNKL0rd392yk1R4y4zs5J7jmiDhbpokmOraobLDrI2VXVTTM0qh/TAGFbXS7JMVV18TmsNdXKm28/kvn8/Ng+yWFVNY+1bj2ixhvE14a9Rtb9aJYh1pKqukRV/UOSLya5zcjT9kvyr1V1VFXtPbt0i9fdb0ryuhGl2yd5c1XtPqMor01ymRF1/xGNc2C92Wtk3YZ57loLVn6v/tcpZTtmekNDAAAAAIDV9Mcj646baQqY7O+q6kWLDnF2VXX+JB9Ocp85LLd9kldV1TzWGqWqHp3krUnON4fl9k/y9pXBULN040wfIPal7v75jHOwBKpq56p6YpJvJ3lUhvt80+yV5E1JPl9VN59hvIXr7hOSPHhk+VOr6iazyFFVj8i4fdKnJ7lHd//PLHLAWFV1uSRjmod9YdZZzm6l+dnXRpRebQ7P1+vRmAZ1SfLa7h477JAZWPm38OkpZedJcsAc4gAAAAAAADAn+rTB/2fvzuNtn8v+j7+uY54ihaQ4ypxZmqhIkdKETJlVd4PmNNya06jpblD9SiFCKZqR0FwyRxJCiGSeh8P1++O7zu3kPnuvz9p7fb5r2K/n43H+cM71/X7e2zln77XP91rXNT4i4hHAWgWlf8nMe2rnkSRJkiTV5+IpSZIkzQS7AYsV1B3RrSAzfw9cUnCv0jdGSoO0NPCDiChZ1lFdRGwC/JDug036aVXgmIhYoMUz/4+IWAT4AfCMFo+dBRwaEevVOiAiZgFbF5SeXiuDerJxYd2lVVMMgYhYKiIOovmavx/NcKte7QRcFBH/ExGP7mvA4bI/cFFB3UrA4RER/Tw8It4IvLSgdO7gnNv6eb6kgSv92lXyPZz6q2SxaOlSR0mSJEmSJEmalohYHnhyQenlmXlD7TxSF2+LiNcPOgRARCwMnAA8s81jga9FxIYtnjn/IBH7Ap+lydSWbYGDWjijm9MrZ9CQi4hZEbEn8Dfg4zS9hr3aGPhFRPw0Itbta8AhkpnfBr5RULoAcFS/+4giYiPg4MLyd2XmGf08X5qi0q/zF1RNMX8li6cWBtauHWScRMTTgHUKSh8EDqubRoXs/ZEkSZIkSZIkSZp5nNMmjY+tgYUK6v5UO4gkSZIkqR0LDjqAJEmS1IKSh4t/B35TeL8jgA93qdk4IjbIzPMK7ynN61rgjzRvmL4I+AdwHXAjcA9wL81ypmU6P2YDmwJPoVlctEQPZ60AHBcRT8/MB/qUv2cRsQpwImVLp26lWXxzDXAnzfe2KwDLA6vT+4KYZwEH0AzIGJQjgC0L6ubQfL66HLiNZpHKo2k+9lXpfcDHosC3I2KjzJzT47UlnkKTbzLXZ+ZfKpytHnQWvz2qoPSyzLyzdp5BiYgFgf8C3g8s14dbLgS8EdgrIj4OfC4z7+nDfYdGZt4VETsBZ9C9geyFwFuBT/fj7IjYmPLBOe/MTJtdpPGzTWHd+VVTaH5OA97XpaZkqKEkSZIkSZIk9cN+lC2OOaV2EI2se4CzgHOAv9IMxLgO+BdN78rdNAsI5vbyLEezcGVTml6e2T2e97mI+NMQLAc5DHhuQd3cfpYraPp67qfpQZjbz7JMj+cuQtPPskFm3t/jtX0REdsC/6+w/DrgMuB64C5gSZqPfUV6/70HOCAifpyZv57CtSVKFgScXulsjYCI2Br4JLBBn265LbBNRBwGvC8zr+nTfYfJG4CnAk/qUrcScHhEbJeZOd1DI2Ip4Fiaz5vd/JRmmZ40DFYrrLu0aor5Kxl8Bs3HYD9Kuf0K607KzKurJlGpksVT9v5IkiRJkiRJkiSNF+e0SePjVYV19k5LkiRJ0phw8ZQkSZLGWkSsB2xSUPqtHt7E/S3gQ3QfSLMv8KbCe6oHmbk7sPvDf76zMKTbsJEHMnPYvhe6F/g5zRv7T8zMywuuubXz40rgPOAHABHxCOAVNItTSgc/bEqzCKR0eUe/LQgczeQLis4FjgR+Blw00d/XiHgU8HxgD8oXEQAcGBGHZ+a1PVzTFxGxP7DTJCU3AccA3wP+kJl3TXCfBYHNgJfQ/P4vXhhhXeC1wBdKM/fg2QU1Z1c4V73bsbDul1VTDFBEbE+zgG71ScoeBH7N/P9s/4Zm2drC8/m1pYGPAa+PiPfQvO54cHqJh0dmXhARb6Js6NbHIuJX010CNc/gnPn9/364HwOfm855koZPRKxJ8zqmm7tpluMNTEQsC2xO873pejQDBleiGTq4KM33A3cDdwD/BK6mabo9Bzg7M//WfuppK3mNt3JErFr4/Y8kSZIkSZIkTUlErAj8d2H512tmGWeZeToT9FJ1Fo3s1eUW+2TmYf1NNW0XAD8CfgKcUbAA6e7Oj2uBi4Bfzf2FiNiCppdjB2ChgrMXBA6NiI0HuHjpNcCuk5TczEP9LL+fpJ9lAZp+lhcDrwGWKIywNrA/g1mSshLN0JMFJvj1BE6m6Xf6xWTLESJiVWA7mt//bgtp/vcy4PMRsUm/ews6vVUlOc7q57kaDRGxAc3Cqa27lJ4KPGc+P/8XmqVzK8zn12bR9NTuGhGfBT6RmbdNI+5Qycy7ImJnmmfT3fr2XgC8DfhUH47+MpP3Os11DbBXP5ZdSX2yamFd6RKofio9s/RjmPEiYglg58LyQ2tmmaqIeCRN78+TafqVVqV778/lNL0/ZwGXjODn4HNoXvdO9p6Zx0bE6pk5iL+rkiRJkiRJkiRJ6iPntEnjIyK2o3sPGDR9oN+vHEeSJEmS1JJZgw4gSZIkVbZfYd0RpTfMzCuB0wtKXxERJcsQNHOdBbwaeExmvigzvzzdoeuZeVvnPhvSDGu5vfDS90fEZIufano38PQJfu18YOvM3CgzP52Zf5ms+SAzb8zMozLz+TRDW/5emGHJTo62rcbEAyTuBN4FrJyZr8/MUyca0gOQmXMy85eZ+VZgLeC4HnK8NyIW6aG+1KYFNX+ucK56EBGLUv718qSaWQYhIp4REb+jGYY12SCWP9Esljpogl//Ks3Cv9MmucfjgMOAcyKil+V4Qy8zv0YzVKubhYBjI2LpaR75VZrPod1cA+w9gkMbJHW3f2Hd6Zl5X9UkE1u+8zXm3zSLYt8HvAzYCFieZuDYLGAxYFlgZeBpNAsh30HzefXiiLgmIg6NiBd3lo0Ovc6QuCsLSkteL0qSJEmSJEnSlHQGnB9L0xPQzbmZeUblSBp+N9H0cayfmetl5n9n5m+nu/wpM0/PzF1pnhGcWXjZujS9P4OwKhMvfLqTZpnbypn5usz8RZd+lgcy81eZ+XZgTZq/k6UOjIjFeqjvl28AE/VR/QBYNzOfn5mHT7Z0CiAzL8/MLwAb0gxHKe3l2pDmmVG/lTybuSkzr6lwtoZURDw+Ig4HzmbygSPXAbtn5lYT/PqfaPrWDgEmWpq2GM3nkEsjYv+IKFnGNxIy80LgjYXlH42Ip07nvIjYD3hFQekDwG6ZecN0zpP6rHRp01VVU8zfpF/b5/GEqinGy07AUgV1N9Asfh0mj4qI39L0/vyQpvdne8p6fw4Avg1cDFwTEd+IiJeOyte+zLyTsj58e38kSZIkSZIkSZLGg3PapDEQEWsCXyssPywz76mZR5IkSZLUHhdPSZIkaWx1HibuXlD6m8wsXU4zV8kD0EcBL+nxvpoZfgI8MzOfnJlfy8xbahySmV8F1gPOKShfAnhbjRwF1pjPzyXwEWCTzPz5VG6amT8BngH8pfCSffqwCKVXqwDzW/j0R2CdzPxE5427PcnMqzLz5cCnCy9ZjrIhFL16ckHN+RXOVW/2pvkz0M3tDN+b+qcsItaIiO8Bv2Xi5XcANwOvA56WmWdNds/M/GtmPofm9cd1k5SuD5wYESdHxIY9Rh9m/wVcWlC3KvD1qR4SEa8Edi0onTs458apniVpOHUWpu5dWH5UxSjdLEXzNWa6z2IeC+xLM8jwHxFxUESUfO0etPMKahw+I0mSJEmSJKmKiFge+CnwzILyBPavm0hD7krgtcDjM/OAzPxzjUM6S0meBny08JJ3RsT8+kpqWxlYdD4//yeapUsfy8w7er1pZl6TmbsAnyi85FHAHr2e0wfz62W6A9g1M1+amaW9SP8rM+dk5ueB5wG3FV725l7PKVDSy1Plz7+GT0QsHREfB/4G7MnEzzUfAL4IrJmZkz5/zcxbMvP1wFNoPmdMZDngC8CFEbFDz+GHVGYeSrNkpJuFgGMiYpmpnBMR6wCfLyz/UGb+airnSBWtUlCTwL9qB5mPyfr+5lXyMahRPKAuM++rmqR3S9L0oi8wzfusCOwDHA9cFREf7XzPOuzs/ZEkSZIkSZIkSZoBnNMmjYeI2Bg4DXhMQfm/gA/XTSRJkiRJapOLpyRJkjTOXkLzULGbw6dw7+OAkmUw+07h3hpftwBPzcztMvM3bRyYmVcCW1I2EOQ1ETG/oTFtewDYPTPfk5lzpnOjzPwX8BzgqoLyJYGXT+e8PjkBeFZm/mO6N8rMtwNfLSzv6+erzkKIkjfWO6xmgCJiKeADheXfzsy7K8ZpRUQsHxFfAi4Etu9SfgTN0JwvZ+aDpWd0huysRTN054FJSp8HnBURR0TEyqX3H1aZeTuwM1Ay/GHHiHhNr2dExJOA/yks/4CDc6Sx9SGa127d3EQzsGWcrAgcCPw9Ij4cESX/HwalZMGow2ckSZIkSZIk9VVELBIR+wMXA88qvOyQzPxtxVgabgcBa2TmVzLzrtqHZeYDmXkg8L6C8pWAHStHKvUj4JmZecV0b5SZ7wK+VFg+DP13NwCbZ+Yx071RZv4ReD5Q0hP19IhYa7pnPoyLp0RELBwRbwIuA97J/BfNzfVHYNPMfENmli5NIzPPolm09zrg5klKVweOi4jfRcRmpfcfcq8BLimomw18vdebR8RiwLHA4gXlp9F8nZOGzXIFNTdOt4d4ikoXT5V8DDNeRKwJlH5+/0bNLENkBeDdNL0/H7H3R5IkSZIkSZIkSUPAOW3SCIuIR0fE54EzaOZRlNg/Myfr65IkSZIkjRgXT0mSJGmclTxMvAf4bq83zsw7gO8XlG4dEY/r9f4aT5l5S2aeMYBzbwVeDNzepXSZTt2gvTIzv92vm3WWT72psHzQi6d+DuyUmSVLW0q9HbimoO4ZEbFSH88teSPx/cBFfTxTvXsfzZvYu3kAOLhylqoiYvGIeA9wKc1QmwUnKb+AZgHcXpn576mcl5m3ZuYbaP4u/HGS0lnAHsDFEfGJiFhmKucNi8w8GzigsPyzEbF+6b17HJxzKvDR0ntLGh0RsQHw6sLyz7cxIHJAlgTeA5wfEVsOOswEziuo2SQifFYlSZIkSZIkaVoi4nER8aKI+AbwL+ALND0QJX4EvKVaOA29zDy9z30aped+GDi+oHSv2lkKnAbsmJn39vGe7wT+UVD31IhYuY/n9upO4HmZWfLco0hm/h74fGF5v3uZSvp5ShYMaARFY2eafq3PMfnAoJtoFig9PTPPmcp5mflgZn4ZWAs4okv504HfRMT3I2KNqZw3LDLzdmBnoORz5g4R8boej/g8sG5B3b+BV2Tmgz3eX6oqIgJ4ZEHpDbWzzE9nyV7Ja8OSoWsqHw73h8y8sGqS4bME8N/ABRGx1aDDTKDkNfBGEbFA9SSSJEmSJEmSJEmqyTlt0giJiAUiYq2I2DMifgz8E3gDUPrs9l2ZeVy9hJIkSZKkQZhswK4kSZI0sjoPEbcuKD2hs5RnKo6gWRQxmVk0wz8+MsUzpL7IzCsi4gPAp7uU7gp8p36iCX0pMw/r900z8/iIOBF4fpfSLSJiscy8u98ZClwF7JKZ9/fzppl5R0S8HTi6S2nQ/P85tE9Hb1RQ8/dBDG9SIyKeAby1sPzIzLysZp6aIuJpwPeAx3YpvQP4EPDZzJzTj7Mz85yIeDrNkpSPAstOULoo8A7glRHxisw8sR/nD0Jmfr6zBOWlXUoXBb4TEZtk5p0Ft/4C8KSCuuuB3R2cI42fiFgYOJyyhrebKR/YN8pWBX4RER8CPpiZOehA8yhZMLoksAbw18pZJEmSJEmSJA2XtSLisCleO4vm3xaXApYGVqd8ydTDfQ/Yrd/P6aUevA7YBlh8kpqtImK5zPx3S5ke7hrg5f3u78jMOyPibZQNI9kW+Go/z+/BKzPz3Ar3fT+wG/CYLnUvAD7cjwMjYnm6901A2TMejZiIWBo4GXhKl9KkeSZ7QGb2ZelLZl4P7BURXwe+zOS9Hy8DXhQRH+os6BtJnX6ht9P0unTzmYj4bcmCu4jYBXhlSQRgz8y8tqBWatvSlPV93F47SJezuy2WmqgPUB0RsSCwZ2F5v3qXR9EqwCkR8RHgvSPY+7M4sDZwQeUskiRJkiRJkiRJqsA5bVJrXhoRs6d47UI0fdNL0fQrrEEzs6dXDwD/nZmfnGIOSZIkSdIQc/GUJEmSxtXeNA8TuzliGmecSrMo5vFd6vaJiI8O2ZsANTMdArwLWG6Smi0jYoHMfKClTPO6Enhnxft/me6LpxamGa7xy4o5JvLazLyp0r2Po1m8MNnvPcDm9O/N208sqLm6T2epRxGxJM2QmJKvlbcD766bqLq/0jRRTOb7wJsys+9/LjuvAb4aEd8DDqZpdooJyhcFLux3hgHYl2YB3Spd6tak+fq012RFEbErsF/BuQ7OkcbbB4ENCmvfm5k31wwzRIJmOOE6EbH7EC32LP2a+gRcPCVJkiRJkiTNNCvQ5flQZTcDb87M6fQNSdOWmddFxP8D3jxJ2SzgOcCx7aT6P16fmTdWuvfxwHV0X760OYNZPHVCZh5T48aZeUdEfAs4oEvpxhGxWGbe3YdjS3p5wH6esZSZt0ZEt7/Lf6bpYfttpQy/jogNgbfQPN9cYoLSBYGLa2RoU2Z+MSKeQ7NMazKLAMdGxJMz846JiiLiiZR/Ljw4M08srJXaVrqw6baqKbqf3W3x1DIRMSszH2wj0Ih6Id1f5wHcyeBe6w6TA4G1I2K3zLx30GE6eun9cfGUJEmSJEmSJEnSaNob57RJbdiA8lkZNVwE7J2ZZwwwgyRJkiSpopJ/4JEkSZJGSkQEzQPNbq4DTp7qOZ03ih5ZUPpE4NlTPUfql8y8B/hOl7KlgU1aiDM/78vMOyve/2dAyWKnp1TMMJHTMvMntW6emXMoe1N2Pz/22QU11/TxPPXm68BqhbUfGPUlPpl5C82b8ufnMuAFmblDjaVTD8txQ2buAzyTZljP/HwsM6+qmaMNnWUvuwJzCsr3jIg9J/rFiFiN8sE5n8zMkwprJY2QiHgB5UtKzwW+UjHOsHo58J2IWHDQQaAZXgdMOBhtHrMrR5EkSZIkSZKkuS4D3g480aVTGiKHF9RsVT3F/P06M39Q6+aZ+QBQsthpEL08DwDvqHzGUQU1CwMb9um82QU1CfyzT+dp+LwZuH8+P38HzdfHjWstnZorM+dk5sHAWsD3Jyg7PTO79TmOin2BKwrq1gQOmegXI2Jhmv6/RxTc6w9M3CclDYPFC+tK+g1qub2gJoBFawcZcfsV1n0nM0v+n88E2wPHRcRCgw4C0Onrv7WgdHblKJIkSZIkSZIkSarAOW3SjPBbmvk/G7h0SpIkSZLGm4unJEmSNI6eTfMQsZujOsMrpqNk8Ac0bx5vTWY+LjOj4EfJA1mNl5KH+INYPHUVZcNUpiwz7wd+XFC6ds0cE/hYC2dMNKhjXqv3cVHBKgU1VZf8aP4i4k3AzoXlvwP+p2KcNh0KnDXPf98LfBhYNzN/1maQzpCejWmG9sw7IONy4FNtZqkpM38PvKew/JCIWPPhPxkRi9AMzlmq4B69nCdphETEbOBbNEN7urkP2LsP3+tN1100n5cOBd4KbEMzFPAJwKOBhYBFgGWANYAtgf079VdO49yXAN+YxvX9VrJodHbtEJIkSZIkSZJmtIuBNwIbAatn5qcz8+a2Q2TmBwp7ebZoO5sGKzPPBa7vUjaIXh4Ynn6WJ3aWrrTpe5l5Sc0DMvM84O8Fpf3qZSrp5fl3Zt7Xp/M0ZDLzb/zfPqDjgLU6Xx/ntJjl6szcAXgB//n34AGar9tjITNvAXZh/gu/Hm6PiNh7gl87mLKvBbcAu7b5eylNQelCnZK/N7WUnt3265ORERErAtsWlg9Tn8u87qJZ5nco8Dbg+Uzc+7M6Te/P6zv1l0/j3O0of49KG0p6vWfXDiFJkiRJkiRJkqQqZvycNmlM/RzYE5idmZtn5jGd2WuSJEmSpDHm4ilJkiSNo/0K66b9hrzMvBg4ox9g8xsAACAASURBVKB0h4h4xHTPk/rgzIKa9aqn+L8Ob2k5wLkFNWtVT/Gf/gGc0sI5JR/7QjRviJ6WiJgFPL6gtGQRgfooIraifLHRncCeQ7C4oy8y80GawTRJs4Rv3cx8X2beM6A8czLz0zSfc47r/PRbB5Wnok8CJxbULQF8JyIWfdjPH0yzpKubm3FwjjSWImIp4AfAsoWXvK8zpG8QLgI+A2wNLJuZz8jMV2bmZzPz5Mw8LzMvz8wbO18H7svMWzPzksw8PTO/1KmfDawPfA64bQo59oiI1/fvw5oWF09JkiRJkiRJGrQ1gQOBNwPbR8SCA84jzc9ZXX59nYhYoJUkD7kGOKmFc0qe6ywArFY7yMO0tQChzV6m2QU19vKMvw8B1wGXAttk5sszc2C/75n5M+BJwIeBe4GvZOafB5Wnhsz8I81rkRJfjIj/+DsfES+mfBnXfpl5RQ/xpEEoXdY0yIFHpT1opUu0ZqK9gJLvvS7OzN/UDtODvwKfBbah6f15eqeX5zOZedIkvT+Xdnp/DunUPwFYl6aP6NYp5Ng1It7Ux49rOuz9kSRJkiRJkiRJGl/OaZPG0/OA/wbeGBGbDzqMJEmSJKkdLp6SJEnSWOk8NNy+oPTcPr45veTB6OLALn06T5qOa2kGNExm7TaCPMwJLZ1T8vf+sdVT/KcfZmbWPiQzb6bszb/9+PhXpGw4gMNqWhQRa9MsOCodpLZ/Zl5WMVLrMvN3wNMyc5vMvHTQeQAy85rMfDnw1Mxs63Nhazqf3/YE/llQvj7N0AYAIuKlwBsKj9ovM6/sPaGkYdYZoHgMzeeHEqfSLKxr003A/wBPysx1MvNtmfnzzOz2mntSmfnnzHwLzWCWT1I+1Giuz0TEOtPJ0CdXF9TMrh1CkiRJkiRJ0oy3As3g8+OAyyLiTRGxxIAzSfO6vMuvL0r7/57+o8x8sPYhmXkbUPKst81+nttpnju1oc1eplUKauzlGXOZeTvwfGDdzDx50HkAMvOezHwfsB7w3kHnqeRTwE8L6pYAvhMRiwJExOOBbxae8aXM/P4U80ltKl3W1GufRD+VLr0qXaI1E+1bWNfWss/J3Ax8nuZr49qZ+dbMPLkPvT8XZubbaF7Hf5zel6kdHBHrTSdDn9j7I0mSJEmSJEmSNIac0yaNvbWAtwK/jog/RMTLIsIZ5JIkSZI0xvymT5IkSeNmV5qHh92UPIQsdQxwX0Fd6RsopWo6C0Bu71LW9uKlm4GzWzrrwoKaFaqn+E+ntHhWWx//8oV1t/ThLBWIiOWBHwPLFF7y/zLzsHqJBiczzxh0hvkZ1lz9kJn/Bl4BlAwle01E7BgRK1M+VOKLmXn8lANKGmafA15QWHsNsEsbAxA7bgF2B1bKzDdn5l9qHJKZN2fmO4FNgUt6uHRh4JAamXp0a0HNo6unkCRJkiRJkqSHrEzz78+XR0TJ0ASpDbcV1LTdzzOO/SylfpmZvS4GmKo2P/aSfh57eWaAzDxvuss0asjMSzLz5kHnqKHTt7kXZcvd1gM+FxELAkcDyxZccx7wtqknlFpV+n7WrJpicqW9J743dz4i4pnA6gWlc4AjKseZzG3AnsBjM/NNmVnyuqxnmXlLZr4beDJwcQ+XLgQcEhFRI1cP7P2RJEmSJEmSJEkaT85pk2aOpwLfB86OiPUGHUaSJEmSVIfN7ZIkSRo3JQ8N5wDf7teBmXkTzTKPbp4aEev061xpGroNjXhMKykecm5nsEIbSgZTLBoRi1VP8pBzWjyr5OMvGVTRTUljCcDdfThLXUTEksBPgCcUXnIm8MZ6iTQTZebpwIcLy79O07DyyILac4G3TzGWpCEWEe8C9i8svw94eWfRXSsy84bMPCoz72npvHNplk+d1sNlz46Il1WKVKrk9d4S1VNIkiRJkiRJ0v+1HPC9iPhmRCw16DCa8UoWwLTdzzOO/SylxvVjL+nnsZdHqiQzbwB2Ax4oKP8v4CRgs4LaO4CdhnGZmDSB0uWOC1ZNMbmFCuvaWlQ5avYrrPtJZl5XNckkMvOmzPxWi70/5wNPAX7Rw2WbAzvWSVTM3h9JkiRJkiRJkqTx5Jw2aebZAPhTRLw1ImLQYSRJkiRJ/TXIBnxJkiSpryLiSTRvxuvmxMy8vs/HHw5sX1C3Ly5HUIGIWBBYH9gQWK3zY0Xg0cCjgMWAhTs/+u0REbFQZrb1huiLWjqHzLwnIu6n+5vCF6GdQSp3ZeY/WjhnrtsKahbpwzkunhoSEbEIcALw5MJLrgBe7CASVfIh4FnAll3qlgY2KbjfHcDO/nmVxk9EvBL4WGF5Avtk5u8rRhoKmXlrRGwHnAg8s/CydwHH10vV1V0FNQ6fkSRJkiRJkmaeX2bmFtO5QedZ6KI0C6QeC6wJbEzzPKqXgQN7A+tHxFaZect0Mmn8RcTjgE1p/rytBqxM82dwOWBJmj6eRYBZFY5/dIV7TuRe4PIWz2urn6VUa71MtPuxu3hKGrDM/FVEfAj4YEH5cwpv+7rM/Ns0Yo2kiLgCWGXQOTreHxHvb+msab+OHgKjsHiq9Oz7qqYYQZ2lvi8vLD+0ZpZhlJm3RcSLgJ8CWxRe9i7gu9VCdWfvjyRJkiRJkiRJ0phxTtvgRcQWwGmDzjGPy1vcQ7RPZh7W1mFD5IOZ+YGpXtxZFLUozfPZ5YHHA2vT/F3egmY2XYlFgE8D60TEqzIzp5pJkiRJkjRcXDwlSZKkcbJfYd0RFc7+GfBvmiEik9kjIt7d4kIfjZCIeCLwEmA74Gk0y6UGZTHK39w9XVe3dM5ctwPLdqlZtI0gDOZj76YfH3vpG4gdVlNRRCwAHA1sVXjJv4DnZea19VJpJsvMByPiFcB5dH/NVOI1M3FwjjTuIuLlwFd7uORNmfntWnmGTWbeFRE7AGfRNAN285SIeEZm/q5ytImUvN4b5Pc9kiRJkiRJkkZUZt5LsxznVuBS4Fdzfy0i1gReDbwKWKrgdhsDJ0fE8zLz1gpxNaIiYglgW+BFwPMof2N+DW3+e/o1LQ8TaKufpVSb/Txtfuwl/Tz28kj1HQQ8m/LFUpM5LDO/1Yf7SG0qXdbk4qnRtCtlyy6vpVm+NONk5t0RsSNwJjC74JKNI+JZmfmr7qVVlLw+XCQiFsjMB6qnkSRJkiRJkiRJUj84p00aMZ2ezrs7P24A/gKcBBARs4DNgdcDOwKzCm65H/BARLzG5VOSJEmSNB5KvhmUJEmShl5ELATsXlB6C/DDfp/feUB5dEHp8sAL+32+Rlc0doiIU4FLgE8DWzL44ettDmu5qcWzoOwNsG29YX1cP/aSN40D3NOHszQfnYaAw4CXFV5yM7B1Zl5aLZQEdBab7QFMt+nkm5l5VB8iSRoiEfFC4CjKn128NzO/UDHSUMrMf9MMSy21a60sBUpef86KiEF//yNJkiRJkiRpjGTmxZn5NmB14JjCyzYFvh8RUS+ZRkVErBERhwD/BL4L7Mlgl06BvTxtLp9o8+Nv82Mv6eexl0eqLDMfBF4BXD/NW/0V2H/6iaTW3VtYV9qHWkPJskZw8dT8lA6oO3wmLynKzBuBV/ZwybD3/sBg/85KkiRJkiRJkiSpkHPapPGTmQ9m5q8yc2fgycDZhZe+GnhfvWSSJEmSpDa5eEqSJEnj4kXAcgV1x2Zm6RtWe3V4Yd2+lc7XiImIrWge0h1Hs2xqmIYXLdTiWTN5YMm4fuyLFNb5pvt6vkxZow/AHcC2mXl+xTzS/8rMk4BPTuMWFwFv6FMcSUOi89r4OMpfhx6cmQdVjDTUOp9Lf1RYvsMAB6WWfv/d5rBMSZIkSZIkSTNEZv4rM3cF3lV4yXNwgcOMFhHLR8ShwF+A1wKPGHCkednL055x/fhL+nns5ZFakJnXAXsAOcVb3APsnJl39i+V1JpbC+uWqppi+mffnZl+3ZxHRKwLPKWw/Bs1s4yCzPwFcHxh+fYRMaj3gtv7I0mSJEmSJEmSNF6c0yaNscw8B3gGcELhJe+JiI0rRpIkSZIktWTBQQeQJEmS+mS/wrrSh449y8yzI+ICYN0updtGxIqZeW2tLBpuEbEY8Dng1YPOMok2B9M/0OJZw2ZcP/bSATylC6qmLCKWZ3oLbnrxkcy8pKWzJhQRvXx+uRt4UWb+sWIkaX7eAzwLeHqP182owTkR8Rlg2RaO+l5mli6wkfouIjYDfkD5AJIvZ+Y7KkYaFR+lae7tZkVgTeCvdePMV+nv6d1VU0iSJEmSJEma0TLzExGxAvCWgvKPR8RPM/Oy2rk0XCJie+CrwKMHnWUC9vK0Z1w//nuAxbvUVO/lkdTIzJMj4hOUL8ic11sy8/x+Z5JacmNh3SAXgJacXfpxzCSl7+f41TD02g6JjwIvK6hbHlgHuKBunPmy90eSJEmSJEmSJGm8OKdNGnOZeW9E7AacQrOEajILAodFxJMz87766SRJkiRJtbh4SpIkSSMvIh4LbFNQeklm/r5ynMOBg7vULAjsCXyichYNoc4gox8Bmw46i1TRXYV1i1VN0XgEsFcL5wB8HRjom+Ej4uPAmwrL7wO2z8zT6yWS5i8z50TELsC5wCN7uPTNmfnnSrGG0U7ASi2ccynN6xOpdRHxFOCnwBKFlxwOvL5eotGRmX+IiL8CaxWUb8ZgFk+VvN57MDNLF5dKkiRJkiRJ0lS9DXgq3d9AvThwILBv9UQaGhHxXuBDg84hVXYX3RdPtdHLI+kh7wWeSfM8t9R3M/MrlfJI1WXm/RFxB7Bkl9Jl2sjzcBGxEN2/XgLcVDvLKImIhYHdC8sPrZlllGTmmRFxIfCkgvLNGMziqdLXh6W945IkSZIkSZIkSRoQ57RJM0dm3h0RLwUuA5bqUr4esAtwRPVgkiRJkqRqZg06gCRJktQHewELFNS18VDjKOCBgrp9agfR8ImIZYFTcemUxt+dhXUOq+mjiPgQ8M7C8jnAzpl5YsVIYykzT8nMmM+PIwedbQRdBZzfQ/1PMvOrtcJIal9EbAycRLMossR3gP0yM+ulGjknFNZtVDXFxEpe7zl4RpIkSZIkSVJ1nX9bfm9h+a4R8eiaeTQ8IuIgXDqlmaGkn8deHhWZoHdm70HnGjWZOQc4uYdLrgdeVSmO1KYbC2pWqJ5i4nOjoK7kY5hJXgyUfA91G3Bc5Syj5vjCumHu/bknMx+snkSSJEmSJEmSJEnT5Zw2aQbJzH8Dnyssf2PNLJIkSZKk+hYcdABJkiSpD0oeDibwrdpBMvPaiPg58PwupWtGxGaZ+dvamTQcImIWzRtD15nmrRK4iWaAwA00A0HuoFkiM4eyB+ovBxafZg5pMi6eallEHEj5kLQHgT0ys3RRhVTLAcCze6jfNCIek5nX1QokqT0RsT7wc2CZwkt+CLwiM0te784kvwbeVVC3au0gEyj5vqP0taMkSZIkSZIkTUtmnhoRvwOe0aV0UeDVwEfrp9IgRcTewIF9uNWdNL0819P08dwO3MtD/TzdbAhs0Icc0mRcPCUNmYh4KvCeHi5ZDngacFKdRFJrrgZW6VKzcEQ8MjNvbiPQPB5TWHd11RSjZ7/CuqMz866qSUbPrwvr7P2RJEmSJEmSJEnSdDmnTZp5Pg28je7PfjeJiGdk5u9ayCRJkiRJqsDFU5IkSRppEfEsYPWC0juBD0ZE5URA88buEvsCPtCcOd4JPKvHa+4Ffk/zhtJzgL8Cl2fmPdMJEhHPxcVTqsvFUy2KiAOAgwrLE3hlZh5TMZLUVUQ8DfhIj5ctDxwZEVtn5oMVYklqSUSsA5wCLFt4yUnATplZMphxprmwsG52zRCTKHm950AhSZIkSZIkSW36Md0XTwFsh4unxlpErAp8YQqXXgKcCpwJnA/8PTNvmGaWD+DiKdXn4ilpiETE0sAxwEK9XAYcEREbZua1dZKNhsyc3dZZEXE68OxJSj6YmR9oJ83YuBzYrKDusUDbi6dWLKy7vGqKERIRjwO2Liw/tGaWEWXvjyRJkiRJkiRJkqpzTttwyczTafpAqouI2XR/xr1qZl5RPYxal5m3RsRvKHuuvx3g4ilJkiRJGlEunpIkSdKo27ewbklgr5pBpmCniHhjZpYuaNGIiojHAO/t4ZILgM8Ax2Xm7XVSSVVdX1j3yKopZoCIeDPwyR4ueV1mfrNWHqlERCwDHM3U/m1yK+Dd9L60StKQiIi1aIYxljaCng68LDPvrRZqtF0FzKH759RBve4qOfdf1VNIkiRJkiRJ0kNOK6zbJCIWzcx7qqbRIH2SpqesxB3AV4BDM/Ov9SJJVZX089jLI7Xn60xticjywLciYuvMfLC/kaTWXFFY90TKl/L0y2qFdS6eesg+wKyCuj9n5p9qhxlB/wTuAxbuUmfvjyRJkiRJkiRJkqbDOW3SzHUaZYunNq8dRJIkSZJUT0lDtyRJkjSUImIpYMdB55iGJYGdBh1CrXgXsFhB3b3A/sD6mfnNikunSrJI0/EvoGT41uNqBxlnEbE/8NkeLnlLZn6lVh6pB1MdnDPXByNisz5lkdSiiFidZunUCoWX/BbYLjPvrpdqtHUGid1RULpE7SwTWKmg5srqKSRJkiRJkiTpIWcCcwrqFgY2rZxFAxIR6wE7FJb/CFgtMw+ouHTKXh61oeSZjL08Ugsi4rVMr/95K+DdfYojDcLfC+tWr5pi/lw81YOICJrFUyUOrZllVGVmArcVlNr7I0mSJEmSJEmSpClxTps04/2+sG7TiFi4ahJJkiRJUjUunpIkSdIo24XBvYGuX/YddADVFRGLAHsWlN4LbJuZX+q8gbSmxSvfXzNc58/wPwpKS96MrPmIiNcAn+/hkndn5udq5ZFKRcTrKB/gNpEFgKMjYtk+RJLUkoh4InAasGLhJX8CXpCZd9ZLNTZKFn4uWj3F/JUMJ7yidghJkiRJkiRJmisz5wA3FZavXTOLBupVQBTUfR14aWb+q3Iee3nUhisKauzlkSqLiPWBz/ThVh+MiM37cB9pEC4orFuzaorpnVn6MYy7LYFVC+ruA46snGWU2fsjSZIkSZIkSZKkmpzTJs1s1xfWLQrMrphDkiRJklTRgoMOIEmSJE3DODwM3DwiVs/MSwYdRNVsAzyyoO4tmXla7TARsTSDe+OpZpYrgDW61JS8GXlaMvNSyoZFjYyI2A84hPKP6wOZ+fGKkaQiEbEB8Ok+3e7xwDeAl/bpfkMpM6t/npTaEBGzgVMpH1R3DrBNZt5WK9OYKXl9XzKgpoaS3/MraoeQJEmSJEmSpIe5EVi+oO5RtYOofRERwM4FpWcAr83MBytHAnhMC2dIVxTULBsRi2Xm3bXDSDNRRCwBHEt/ejgXAL4dERtmZulSTWlYnA/Moft7WzduIcvDbVRQ84/MvLF6ktGwX2HdCf4/m5S9P5IkSZIkSZIkSarJOW3SzNbL83p7pyVJkiRpRM0adABJkiRpKiJiLeBpg87RJ+PwYFYT27Kg5kLgK7WDdLjAQm25sqCmdPmEOiJiT+D/Ub506uOZ+cGKkaQiPQ7O+SVwX0HdSyLiDdMKJqm6iHg8cBqwcuElFwDPy8yb66UaHxExC1iyoPTO2lkeLiKWBRYrKC153ShJkiRJkiRJ/VT6b9DLVk2hQVmHssVjb87MObXDdNjPozaUPpOxn0eq50vAWgV1VwAlg5IeD3xjOoGkQcjMe4G/FJSuGxEL1c4zV0Q8gbLvAc6unWUURMQywPaF5YfWzDLKOotxlyooHUTvz1KUZbP3R5IkSZIkSZIkaUg5p00S5X3TYO+0JEmSJI0sF09JkiRpVO036AB9tGdELDDoEKqm5MH7VzMzqydprNfSOdKlBTWPr55ijETEbsA3Kf/3nM9m5rsrRpJ6cQiwZkHd5cBLgHcU3vfgiNhoyqkkVRURK9EsnZpdeMlfga0y88ZqocbP44EFC+puqR1kPkqHZJa8bpQkSZIkSZKkflqisG6Zqik0KCW9POdn5u+rJ+F/B80/qY2zNOOVPpOxn0eqICL2APYqKJ0D7ArsAtxXUP+SiHjjdLJJA/KngppFgE1qB5nH0wvrzqyaYnS8Ali0oO4fwCmVs4yyx9L8We9mEL0/pa8L7f2RJEmSJEmSJEkaXs5pk1TaNw32TkuSJEnSyHLxlCRJkkZORCwI7DHoHH30WGDbQYdQNWsU1JxcPcVD2nwDtma2swtqZkfE4tWTjIGI2Ak4gvJ/y/lSZr61YiSpWETsCexZUHo/sGtm3pqZ/wP8sOCaRYBjI2LJ6WSU1H8RsSJwKvDEwksuBZ6TmdfXSzWWSgdRXlEzxATWKai5DYfPSJIkSZIkSWrfowrrSpY9aPQMWy/PGsBSLZ6nGSozbwKuLCgtecYjqQcRsQZwSGH5gZn5h8w8Gzig8JpPRsRGU0snDcwvCuueWzXFf3peYV1p9nFXOqDum5n5YNUko23Ue3/uBC6uHUSSJEmSJEmSJEm9c06bpI7Svmmwd1qSJEmSRpaLpyRJkjSKtgNWKKj7dmbGIH8AqxV+TPtO/X+HhlVELAEs26XsXuCSFuLMtXWLZ2lmOxPILjWzKH/D9IwVEdsDRwELFF7yNeAN9RJJ5SJiTeBLheUHZuYf5/nvfYCrC65bHfhyr9kk1RMRy9MM2SkZ3AhwOc3SqWvrpRpbmxfWXV41xfxtUFBzVmZ2e80oSZIkSZIkSf1W+gbqO6um0KCsXFDz5+opHmIvj9r0p4Ka9aunkGaQiFgEOBZYsqD8JODguf+RmZ8Hflhw3SLAsRFRcoY0LH5B9x5TaOm1UkQEZUuubqHs6+lYi4gNgZKFdwl8s3KcUTfqvT9nu1hMkiRJkiRJkiRpaDmnTRL0tnjK3mlJkiRJGlEunpIkSdIoKn34d1TVFAUy8zLgDwWl20XEcrXzzAAPFNS0+X3QUgU1N7T1ZsuIWBUHg6glmXkLcFlBqX8mJxERLwaOARYsvORw4L9c4KBhMIXBOZ+a9ycy8yZgN8q+vu8eEXv1HFJS30XEo2mGA61deMk/aJZOXVUv1Vh7aWHd+VVTzF/J67wzq6eQJEmSJEmSpHlExOrAYoXl19XMMoOMYj/P9dVTPOQlLZ4llTybsZdH6q9PAxsW1F0H7Dmfvq99gJLn6asDX+4xmzQwmXk9cF5B6WYR8djaeYDNgJUK6k7NzJLXt+PulYV1p2TmlVWTjL6XFdbZ+yNJkiRJkiRJkqReOadNEsAGPdTaOy1JkiRJI8rFU5IkSRopEfEYYNuC0uuBkyvHKXVkQc1CwB61g4y7zhvu53Qpi4goXeAyXSWDilpZOtWxT4tnSQB/KqhxWM0EImJb4Ls0XyNKHA3s69IpDZHPUNZ8ci3zH5xDZv4a+GDheV+KiDV7yCepzyJiWeAUYN3CS/5Js3TqimqhxlhEPIXyBV+/rZllAiWv80peL0qSJEmSJElSP23ZQ+2l1VLMLPcV1CxcPcVDhqafJyJWAZ7TxllSR8mzmXUjIqonkWaAiHgZ8PqC0geB3TuLeP5DZt4E7EbZIsfdI2LvnkJKg/W9gppZwE61gwC7FtYdVzXFCIiIRWk+L5U4tGaWURcRG1PeZ2XvjyRJkiRJkiRJkoo5p03SPOydliRJkqQZwMVTkiRJGjV7ASVLg47NzG4LiNpyLHB/Qd2+tYPMEHcV1DyieopGye/7ctVTABGxBPCaNs6S5uHiqSmKiOcB36d8uNZxwB6Z2eYyO2lCEbE98LqC0gkH58zjI8CpBfdaAji2M9hCUssiYhmaptKShXMA/6JZOnVZvVRj792FdTcCF9YM8nAR8UjgcQWlDp+RJEmSJEmS1Lbn9lB7QbUUM8sw9fLAEPXzAG8HXPCjNp0FZJeaJYEntJBFGmud5YKlC1c+lpm/mOgXM/M3wAcK7/XFiFirsFYatCPp/nUJ4LU1lyJGxCOA3QtK7wB+UCvHCHkZ8MiCupuAEypnGXWlvT83A3+uGeThImIpYJWCUnt/JEmSJEmSJEmShpNz2iQREbMoXzx1VWbeVjOPJEmSJKkeF09JkiRp1OxTWHdk1RQ9yMwbgJMKSp8UEU+pnWcGuKGgZoXqKRq3F9QsGhFtDKt5C+0NxZHmOr2gZqPOA2p1RMQWNMMJSpfn/BDYLTMfqBZK6sEUBudMulSqs1Btd+DfBffbAPh04dmS+qQzaOREYJPCS/4NbJWZF9dLNd4i4rnASwvLv5eZJYOa+qnkz8KVmXlF7SCSJEmSJEmSNFdErEr5v61enZl/r5lnBhmmXh4o6+dZuXaIiJgNvKr2OdK8MvNW4JyC0ifXziKNs4hYEDiassUsvwXeX1D3UWDC5VTzWAI4NiJKe8+kgen0DPy2oHQN4EUVo7ySskWox2dmyVLVcbdfYd2RmXlv1SQjrNMrvGNh+fED6BHehO5Lcq/JzEvbCCNJkiRJkiRJkqSeOadNEsBuwGMKa39ZM4gkSZIkqS4HO0uSJGlkRMRmwJoFpX/LzDNq5+lR6QPWfaummBmuL6hZtXoK/ndQR8mwmm1q5oiI1YADa54hTeBc4NouNUsDG7WQZSR0vtb9GFis8JKfAi/PzPvrpZLKdQbnHAMsU1D+G8oG55CZ1wJ7AiWLU14XEduX3FfS9EXEEsDPgKcWXnIT8LzMvLBeqvEWEY8Cvt7DJcfWyjKJLQtqflY9hSRJkiRJkiT9p/cCCxXWlgwvUJmh6eXpuKqgpmovT8dXgEVaOEd6uJJnNFvUDiGNuYOApxfU3QzsVrJMJDMfBPag7Ovq+sBnCuqkYfClwrqPRMQC/T48IpYB3l1Y/sV+nz9qOstTn1NYfmi9JKMtIh4JfKOHS+z9kSRJkiRJkiRJUjHntEkC6PRZvK+HS+ydliRJkqQR5uIpSZIkjZLSh31HVU0xNT8Ebiuo2yUiSpeNaP7+XlDT5pKbSwpqdql1eOfP03eARWudIU0kMxM4saC05M3JYy8inkKzSGqJ96ozPwAAIABJREFUwkt+DmyfmffVSyX17CPA0wrqbqJwcM5cmXki8KnC8kMjYpXSe0uams5rzR8DmxVecgvN0qnz6qUab53/58cBpZ/jLgBOq5doQlsU1Py0dghJkiRJkiRJmisiXgjs2cMlR9TKMgONYi/P5hHxuFoBIuJttLPcSpqfkmc09vJIUxQRWwPvKCzfJzP/UXrvzLyW5vVMFpS/NiK2L723NEDfBS4vqFsXeF2F8z8IPLqg7pdDOHBtEPYFoqDuzMw8v3aYURQRi9D8uS9dvnsRTb9w27YoqLH3R5IkSZIkSZIkaTg5p00SNDOAVi+svQM4vmIWSZIkSVJlLp6SJEnSSIiIJYCdCsuH7oFmZt4NfL+gdGlgh+meFxFXR0QW/Nh9umcNoYsLaraunuIhfyyoeWFEPLvfB0fEAjSDkNocziM93M8KaraoHWLYRcRGwEnAIwovOQ14SWbeWy+V1JuI2AY4oLB838y8agrHHEjZ19ZlgKMjYsEpnCGNjIg4qPB1/ykVzl4EOIHyr+O3Adtk5tn9ztKWiHhiROzdeZ09iPMfQdMsu0UPl32sswy0NZ3v3zftUnYvcGoLcSRJkiRJkiSJiNgEOBYo/ffdC4Bf9znDBwr/Tf/0fp47JEp6eWZHROmb26er5HnjAsDHahweES8BPlHj3lKhPwI3dalZMyJWbCOMNE4i4jHAtyhbyvKFzPxBr2dk5knAwYXlh0bEKr2eIbUpMx8APlVY/omIWLdfZ0fEtsAbCss/3q9zH5ZhZL5PiIhZwN6F5YdWjDJlETE7IvYdVF9hRCxJ0/uzVQ+XfXwAvT+LAk/tUnY/0PeeNEmSJEmSJEmSJE2Pc9okAUTEfwHv7OGSwzPzzlp5JEmSJEn1uXhKkiRJo2JnYMmCut9n5mW1w0zRkYV1+1ZNMf7OKKh5Zj/feNxF6Rsqvx4Ry/fr0M4bPr8N7Nive0pTdDIwp0vNMwe1wGEYRMR6wM9pFuWU+DXwok6zjDQUOgOnjqDi4ByAzLwf2AW4taD86cCHp3KOpMlFxELAcZQvdL0D2DYzS16rD7NHAt8ELoqIV0fE4m0d3Pn+5Q/Ac3u47EzgmDqJJrUZsFCXml/ZeChJkiRJkiSpDZ0lP6cAS/Rw2fvbHuw9zjLzn8A1BaWvrZ2l4zzg3wV1r4iI0gEcRSJiR+A7lC9Bk/qus+Dj5ILSLSpHkcZKZyHLkUBJH+i5wAHTOO5AyhYpLgMcPagFK1IPvgZcVFC3GHBCRDx2ugdGxPo0f2dL+t1+npknTvfMMbA18PiCuruBoytnmaplaJZi/TUiXtMZuteKiFiHpventN8K4BwGM+zvGcAiXWp+k5m3txFGkiRJkiRJkiRJPXFOmzSDRcQCEfE+4JAeLrsH+FilSJIkSZKklrh4SpIkSaOi9CFf6UPDQTgN+GdB3RYR8YTaYcbY7+i+5CaAIyNipRby/AwoeVPlasCJEbHCdA+MiCcCvwT6OvxGmorMvBX4TZeyRwBPbiHO0ImItWiGnD2q8JLfAy9wUYOGSY+Dc85heoNzyMwrgFcWlr8zIp43nfMk/afOQKpjgO0KL7kLeGFm/q5eqtatDnwVuDoiPhcR1V7HRMTSEXEQcBawdg+XPgC8OjMfrJNsUlsW1Py4egpJkiRJkiRJM1pEbBQRxwMn0AwXL3UKcHydVDParwpq3hARO9QO0lm6872C0rn9RS+Z7pkRsVDn3/u/Ayw83ftJfVDyrOY51VNI4+W/ga0K6u4Ads7Me6d6UGbOAXYBbikofzpw0FTPktqQmfcDbywsfyJwakSsNtXzIuKpNK/7ly0o7yXb/2fv3qNtrct6gX+fLRdTIcTStESTVBTBC0oX9VTmpU5pliiUqUdN8ygpZqWnNC8nTpoNT1p2G10M76bGscvJY+Ilj8dETUVIFC9IIJiCCigbgef88S6Scu8137XWvKx3r89njDkYY89nzve799i8e871/t7fd1839n6O16+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\n",
      "text/plain": [
       "<Figure size 8400x25200 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = lambda x: nn.Tanh()(-2 * x - 1.25)\n",
    "b = lambda x: nn.Tanh()( 1 * x + 0.75)\n",
    "c = lambda x: nn.Tanh()( 4 * x + 1.)\n",
    "d = lambda x: nn.Tanh()(-3 * x + 1.5)\n",
    "\n",
    "wb_list = [\n",
    "    ('A: tanh(-2 * x - 1.25)', a(input_t)),\n",
    "    ('B: tanh(1 * x + 0.75)', b(input_t)),\n",
    "    ('A + B', a(input_t) + b(input_t)),\n",
    "\n",
    "    ('C: tanh(4 * x + 1.0)', c(input_t)),\n",
    "    ('D: tanh(-3 * x _ 1.5)', d(input_t)),\n",
    "    ('C + D', c(input_t) + d(input_t)),\n",
    "\n",
    "    ('C(A + B)', c(a(input_t) + b(input_t))),\n",
    "    ('D(A + B)', d(a(input_t) + b(input_t))),\n",
    "     \n",
    "    ('C(A+B) + D(A+B)', c(a(input_t) + b(input_t)) + d(a(input_t) + b(input_t))),\n",
    "]\n",
    "\n",
    "fig = plt.figure(figsize=(14, 42), dpi=600)\n",
    "\n",
    "for i, (title_str, output_t) in enumerate(wb_list):\n",
    "    subplot = fig.add_subplot(len(wb_list), 3, i+1)\n",
    "    subplot.set_title(title_str)\n",
    "    \n",
    "    plt.grid()\n",
    "    plt.plot(input_t.numpy(), input_t.numpy(),'k', linewidth=1)\n",
    "    plt.plot([-3,3], [0,0], 'k', linewidth=1)\n",
    "    plt.plot([0,0], [-3,3], 'k', linewidth=1)\n",
    "    plt.plot(input_t.numpy(), output_t.numpy(), 'r', linewidth=3)\n",
    "\n",
    "output_t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.9951, -0.9940, -0.9926, -0.9910, -0.9890, -0.9866, -0.9837, -0.9801,\n",
       "        -0.9757, -0.9705, -0.9640, -0.9562, -0.9468, -0.9354, -0.9217, -0.9051,\n",
       "        -0.8854, -0.8617, -0.8337, -0.8005, -0.7616, -0.7163, -0.6640, -0.6044,\n",
       "        -0.5370, -0.4621, -0.3799, -0.2913, -0.1974, -0.0997,  0.0000,  0.0997,\n",
       "         0.1974,  0.2913,  0.3799,  0.4621,  0.5370,  0.6044,  0.6640,  0.7163,\n",
       "         0.7616,  0.8005,  0.8337,  0.8617,  0.8854,  0.9051,  0.9217,  0.9354,\n",
       "         0.9468,  0.9562,  0.9640,  0.9705,  0.9757,  0.9801,  0.9837,  0.9866,\n",
       "         0.9890,  0.9910,  0.9926,  0.9940,  0.9951])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 8400x8400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 14), dpi=600)\n",
    "\n",
    "subplot = fig.add_subplot(1, 1, 1)\n",
    "#subplot.set_title(type(activation_func).__name__)\n",
    "\n",
    "output_t = nn.Tanh()(input_t)\n",
    "\n",
    "#plt.grid()\n",
    "plt.plot(input_t.numpy(), input_t.numpy(),'k', linewidth=1)\n",
    "plt.plot([-3,3], [0,0], 'k', linewidth=1)\n",
    "plt.plot([0,0], [-3,3], 'k', linewidth=1)\n",
    "plt.plot(input_t.numpy(), output_t.numpy(), 'r', linewidth=3)\n",
    "\n",
    "output_t"
   ]
  }
 ],
 "metadata": {
  "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}