viz-activation-funcs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import math\n",
    "import os\n",
    "import urllib.request\n",
    "import warnings\n",
    "from urllib.error import HTTPError\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import torch.utils.data as data\n",
    "import torchvision\n",
    "\n",
    "# %matplotlib inline\n",
    "from IPython.display import set_matplotlib_formats\n",
    "from torchvision import transforms\n",
    "from torchvision.datasets import FashionMNIST\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "set_matplotlib_formats(\"svg\", \"pdf\")  # For export\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import utils\n",
    "\n",
    "import activation_functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "act_fn_by_name = {\"sigmoid\": activation_functions.Sigmoid, \n",
    "                  \"tanh\": activation_functions.Tanh, \n",
    "                  \"relu\": activation_functions.ReLU, \n",
    "                  \"leakyrelu\": activation_functions.LeakyReLU, \n",
    "                  \"elu\": activation_functions.ELU, \n",
    "                  \"swish\": activation_functions.Swish, \n",
    "                  \"tanhelu\": activation_functions.TanhELU, \n",
    "                  \"tanhrelu\": activation_functions.TanhReLU\n",
    "                  }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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1FJ+BP6rbOB0dX1238WZ0lCYFevwiYKZ9vwn+riKCVX182iRfywieM/of/cmXuQmWv3jrjXtnMYFP9KHnYgZOLt4mHfftdz/+8/+6k9My757ADM2oxmg48J5VOFQqJ/Bn3Ql+woQz3HtQRR+Mn0r1dYFV5i5x4KeHCZwA3lE7gxuLb5KPl/ljGbzCBk8rG8BP8z4GmHEh2CeOUZMJDJ5f+tjxtRl4XRnmHeCxj88LeN/y9K2Bmyfx+5G+zN0FjE2N42Rl0SPwF/oGc7vuhJmVLc4EfLJj87paoA+MR46bGOD3bwK3PK5S7+6OzhE7WVjYFD1ZWNgEXwXYmOcZV+caEn+nHHtXlcGysQl+oofuUGdwS5fnrfE66glWvA74iXhdKw1u6fm8NVqvJQUrVq/gUxXxQ63Bq+7PGyNjqilYmdKAn4qOQ7XBq07QW6NjVBWs6Bjwc9Gx1hu86gm9MTomUbP4QyfRdKI/9FBvcEvX6B3xOtt0M17PdJAeEmVf9ZLeER2zr3RGx5m+0iM6XnGY3hEbs9t0xsaZbtMjNl7znd4PHYsHdVaPz/SgHtDxqhv1juiYnakzOs50ph7R8ZpH9Y7omL08zxlPZ6PjNefq6eg4u/Ig+bSlQu/MrgM7/NPlks/eEtoBxxZhdKw+1inLccHyc/Cnc7ZPx8rX52wn0R+zzwesDPiSBryIp2n3b4K/Lyl0dYM+4xNY00Kfczs88rV+oadi/ZO33sN3JocyZT06c7c+6W395x9/+Pf/dz+XK7T3LXZMzD5XAeeohc0vVqcrc9sFaw95dSw6FoLY6KsLcgZObtcZPvtdF/hwhU4fnLym0/Jmz+u8ndn1Cha4MUdqdd8SGvro8cUFOnlfZ/jsfl3g++bnDw48PY3tj/PAhgpdcd/K5IIVF5+Af6H7UrRx25UvfrQjdt7L7Imd9/JuV+xxL79Cf+w1PkShDjkIFXKND03wJfE0SoJVWbwWcUyBqRn8ROLpmI6S7kMTT5cdTfmo8wrPTDwNrC+Kbt/abRJPPxyfI8N0weeUj3oePtfE0y/G5xmJpx+Oz5FhuuBzykf9Sny+lHh6QOkLqWEfj4eRYLoiYkpIPRUTS+LpE4h4JjnqwxExJZiuPHhKSD0TEYfE0ycw8Ux60MdjYnyKAYPcILYPwmjAz0g8DSydFJ9TDg7y+TaJp7dEY2PajNZgr2gc8DOzrBiVTIIPhFjdi2ntN8SBQCMuNfljD/wJfiYOoGsyoyPz262+lHl6Sxwk2VwTXw5tRCf4qThgtwRY9yypbXdmrgMHNJJwUY898Cf4qTgo4B6wHKoX/P5S5ukNcRBdgZLRfD1kIE/wM3HAngtajc6r4H8lomWSpT8/a8+ciANmFJRGi6+U/FLm6Qk4ODnzlNIWLMKkcKIPKwBhCs5iDStYg9kcexjQ+YUf2Mn880Ohl6tWZ2Ag2HoyV40xsat1YFOBGqxVCAtmITJCVnDzMVoneNnEO3F0e0Rtma7t5BtoNfoaG8Bs2AH2ZY3gwXiBHuAqFLYvaM06r7PVuQ/S1HnisAdrku0qNpGd+msaBH0C5jVNz4Nmk0tB3SotFat8Z05egYCjJ4fbSCVUg5cttsbAdajsJFOj9iHxwTF3gHc/VJaD55y02XYIG70ZWERgh5TsmtbtY4IN5hTOBSQBkmm+WbPtwN4KUAKxHtpcODVrzg3CYRcB2kktbyWBwnQ8KDrgLsuFmUdsU1EODdxXw/0Z+KNE4NOp86sTganE5OxNuZmoE+AW5fpQwU6eTfv+R23iMpEnwDUXp02EBnlq1ha7BcWFPMWxzUiIGlQa5ClAhvYnCQt5CtifS2xqs5InXUu+4Gj8Qp7Cn0oIrq3kKexQI5jcr+Qp7AyRk9f450Se4trWsmaWLOQp+FNsIlqv9kGedFJVXK0Ov5In7r32GGtlJU/Is01wuezhgUGe1HzI67NfyRO447VrirQpMXtRwCY6fBP8XYnZq3n1tMtqTcx+zin26E++zI22pnK/USC9NzGbzSusjQQrT6O3SYc4+of752WzuYqDpFIUjOznCbzkZU/wkVVNIMgkhbIAmSWoI+fE7AiqlR21M7iCwqRmPydmR5KyDR5Lm4BzYvYEnhOzJ/DIqp6+NgOvK5sTs6d9fF7A1z2Pj03YeRLDt8jMZjus64GOpOYJ/O6k5giOFjDRRMEflJnNljwpaN+yZRMD/P5NsKfuqhXePRIwgpcLD5uClwsPm+Ogi0YxxU2fjgWsge93KhbvysxeNjZnbJ/nwj5kZt8yJnBrvI4M7BWvU8b2eXhdM7NvGRq4NVqvKdgrVkfC9pmG6iEz+9X4wI2RMWVgr0xpytg+Ex2HzOxXowS3RsfIwF7RMWVsn4qONTP71VDBjdExi6w5YDCLrPMCBofM7FvGDu6I1zmCMOP1zAjCIZ/w1TDC/dCxBBMmdJwaTDig49WIwh3RMccVZnScGVc4ouO14MId0TGHGGZ0nBliOKLjtTjD/dCxRBtmc+HMaMMBHa+GHO6IjtnP85z1dDY6Xos+nI6Os1OzQ8NHofZrBLvJRu8rAwV8O9JVe3iS/le28FZ5lTcIZWctiqElZjbv5DSJ7/Q56+wc+LAlZgoqayRT1BDORvNS2Rk3tLBl7/k2JR0ung15Iy3Ihh8p8q1D9LVbvPrsfXDWyBqaAjOiocI3t9UizloOgyu2wl7qBLfSmvWTtiOLNgn20jvFt61WTdAAFGNdsKbOjD34mpouMUED2Ru/B8mwDzRKAAwldcOyN3Tls7M9OA+rNFjzZrV9Hc6FmOHTp9l6PePEcV5BEaxQAzM/vrAPNR3miX+qn9WnUENIUV3j2hVfP8vIieB8ozq7sQrzarNJc61ZAr3XdEzzWVOF82XCJPRjWRlLaHuT5iSSQTH0RmeH8dYUPuJAfAiUjnRrBHOysxlzjaFoeL9sWDafMWYTZRpPJQH1gtuWuEVrluy3VEW911ChpVZ74RUAzN8S5yGhRXxKfR4p4ihci+USPQjNRWtePyW1R2Ge/IvgpwsATr97X18AQBoACtkDn5ePLyTTq6FwRjejnpHHQrGoVuzyFRye0kbgk7HVLivdlAwT6CXzfGFXyR1KU2pJwyZs2h5iCcXuamP7fz3SyMdmG9av04cqrVoz9wgGQBe6witDMXZXcY4h88VjZR0xuJ5hPu4kn6l1OOt+J9lhXZJRNnCcrJl71tBijBoLah4IKcu1JNNhH1m/P8gANFVn0R1wmmAEmfVRCCizGsZpDSto/Z65XLkGLJxP+vZk9cogatPokS9M6regkvBRZ3AgEnDgkwwtGIerGrosDAcFdtVP/akG8gYcOO43TgMSEcet3x1dzHk+QLGzCz5fnMwG667aqwmeh1tUxaUz2Vlolj5QcUBu0YuWmovXbuVga1J4MWFKV2f8BgjGx+i50Wb+NUctHqEvl43l6bXmY8bQGfV+a4/eCiRGhUewWH0yPAoDbQ2otOkzn2fWi0aBQotBl6mPkB9KcwhPHiz6Jfj7ilDWkM8z7s+1COU5D+ujuNIXOmUPdStv1DjeWYSSwPxrTN6KUJ6ILP3+bz/99U6NyqeSiCW4NFV4LNGlqR5kiZ9ca0fmUMsMneJLE3wJMC3wEfMZX5zDQ2N9S4hp2s8SY5oKQib4VDsyfXGBTmGmCb7EmRb4dffTFydMPY3vm5SgLLGmqWzj/cGmQ9nGR0ec5r3MIad5L++OOR338isMPI3YOWRuPj51vgOX4hPmRgc+SklVYJpgBj9VfNLn+qLsFaPahzdXnVw3McHmdZ1ZcsLHrbCvG5WafBj2phqTK/Ym2HnYWwtM3oy9UwpLPgx7U0XJFXsT7Cux91I5SUfgS4neH7frqX5kbHsCnrrvpXhk2vZzec0ftu25WmSwywl45rYPpSLTvp/L4/24fU9JzHztja81HXKYd/AZlSHCV6OacxCf7S1vjJ9SGHID5OF+FFiJx4buA3xu52GonsW5pi+Y3YVLjG9QK4XNe+zBPsBn7lwzeJPzfK4rv1gEcoOdM6dToEEeW69P8DP37j0sdicOCnOpd2KSY++xQV+q6dhzfYKfuveYNmgWjgmrnVM+V/Vxi80XaKApJzmo1BP81M0XAcNrTmKS3O4tJiZB+POzpsOJtW+ORl7Z1/5SncdXbP7kAg+VmZXRgZ+Z9xhcza5DW390EjK/gT8WQlmrYG7KxnBAUxiu+z6S20q+/72oHzV5jGxNh8aQi765ykdzc8zMZWI2OARtMCgsw1BtAaE7OBLjNoVl5nQwBIhjA/Zsf0Ar23QVg9ZwVRFwGPrgIl879EH6DPhHZwC0tcLeXnRbgQnqo4pM8gT2U7CxSbegb+rWFE3FyHqxFZq9YJucIPhi6e3s7tLMYN/o41bnKlNQUsheoThiry5U1tZIAZgTQPIm9aYDmsA4mTPMn/j2r0GLyyllm6FE9XpqR57MaBWhEullVmiA2el1howD0zID9i7C8ZielEA0Bs1bZWKBQUuyx5FBiA57E91acyXEDoWG0BSNqQaXOrBpwQuBLVkDRA0KgSyL/j0LBTpU+JJxMkoSr11zAAUweWCcnm/zYvI5OTbm6wTmiuO3NKZU6YYnNIttgc+BBr7eyQkCH98sBhVXQ9CD5IufomMrEMICJQBB9E5jQ3wHNKTA49WpjJb0leJWebwCzER751LFumZZ8Uj5KKoBqzAMp4TA/nkEBjpDSe6R7ncXNLwGKG59DDoBy0iU8KGCSPQ8U545SELjJHz3OGS+IB15dsFwS/+955Ho6fpqYYNRc2JvzjcNi7J1JDgd9NdIJScnDQ3wvVL8E3WGxodUrRyK0zUGGCIjjEy/UTDsniKMa0S+n+x7e31XsGSh1sTFSS5ei1BcY9CEbztHrt75YAn2YL6s6eJLjRsseumlLIwMQkNm8yvSRrRJmI6PC18rfR3QsJMWMBHcuIBAcIy92smXnr54SaIFJ652MGM3QF7iA8zeohashUgMsPLpnU31M+ng2vgyNObAKpztcVTIgLGUEp1LHQwmwzZ7GA1o6GBgLWvXLDa1CkHDQp49JoF2/KJxI1zi0sGt4Zb6C/kQlqE3zDPyUgof7QYjKhVSNHaw5KAdpBmHztkqfmDhB74Rmy1Ama36i0tlGLgke4tWJ4Y1g+vswSn4Qje2YCVqwtAHsMM3XjEg+biDC5GUFex6fysvMP3B/PiMMSMOYNu+g6t3+jA1SLpmveyEgvU0vubNn2At6VYgeppnK51LYZq9hGaj8Qvj6P6CS+5zcC10MG6jPvHdGGPKGrT1pHw+fJsufBAcxqkG3XGBcKkdz7yqVHaaX4KPYEZNX9TXhfVZaAMLroYO5sMZdgt4WcF9MYRvh0MGxX0wq8jAOfjScebrzAqOG8OImYNzLlbfFzUuDATwezhCu7ceJA6c8YHwyhfsIbNrB2v4JBAcorc31QmuVZl0w9SxWZiLSqvDbYyVoyPfTFaEQHICByHz+VPwIshgA/NGsCPkhTyO5mqHZjVsL7zzBQeqFZuE1xIzlkXeh806A8PWTQ3chTZNhb6hr+CCN4MScVUwd8AOSlJeCrGDBSaQ9qVBFyylXzC+ZQvNAheZvADcKdnkpOfIRAzAhbEGe3ud8Ixbjd3xVfgK5hc7GOLE02rDaPAlq4TMgc9DV1wyZSmCu1A7HOiPOpoFfPo4OHQrK7oMBNMV2D+pzUQzlANymsIiVJsEZwyW0XQpiWkYisVcGVvARecBeZi4KjVUA8Z9oa9EPTLOoJk2phTR0wQfVNlJMIQkMMFb6xn1bx0MmQ2prKMZkNZdFsa1Y3NRwTVH1QxMa9QYOu+can2+wynrcL84HGgzDmiX1EclLCZ0GHWWqgoTbgyvKKS0GAoBzx4sPetwDYcDWvmOtio3gOJuZ7sO3DK0kaBzUwuyCkFdrj4UzROB0Ov3FfCaczRc4eYmfcebWjFrVkHMNM1dtYwSgiGlBcslkmG6NeVhhGN5/EWHg7b0PRdPbaKSUxIcutZHMNVGqK7cRGRz1314dHzTuw8v1u3KJzLkLDY51Fdl3wSTIWNDpHLcIN0owYmtvfokQLpN0ljxSMGp4ObEdzBxRLSwBhUqX7WCR3JA8XRP6/C9DpJqW2AKkoGNcxJcvOXxME2BnaJDh0Ou9HW3aPGTUUupXg9nQfJnwI8rgE+zW7669FfdVSqA1G7hTzAWCGWqlWX8bEyIjOrawkWtmgDOXBJP2uljk54nmS24XTE3mLRijSqrSjDMxrueQCk6AyRVIbVxaMQtUMvFUUGjQqvQUFTtYaQGHwDXyZoJUbQiGVAoFVTKdSzrbgkVlV0dCv5tYyNFF1g4Z4D5KsruAYXkys2+Bu6pjICZSbDEWp9BrmNBb+AVOgNwpgo+9BlQGzNUdKy68gGFIKetZlB8N5MM2KoQosVmCCl7FZ+ABj4tb0Oh/qn1RL0MSDUo9IrcoThPrAZ/L5JNog6jjEMpVeJlNso4NlbLrRlGmY4NWZPpMtRBkH1QYoD4Tkq0o94bM0AOldyrwEFRrF3WsbiiOhamraNVRiBEUjYYWGypeugFhto+MjN5zL5FZV6tFJwZmYlOAA7sVb0eRllWAsod2G0yDsW3lECgiwnUTqfExB9UWjDVDhTCJvvUipxpBKNincRkptPVTCMoQs/oUDPT8NfBdF0F4mDIDTmUKn80KE3zYHMWFY9Xg45/3qAurQadUjL0Vl1SY4PlTt/YvJkXhX61TFOUuBTsqhqUGVqdDqEKqAoL1UtgLUSdF4pFU8EAKBg98MEZ2OXUG7C4SubOobjNqmZWRXwSRTbYSFVVhgoWrhI0GWY5wtpSkhtV/BjLxFGzkQJjGo4Ew+gGjtkbNBWmR1xou0M0KSFS04GGkG1rOEMVWC1rmhPHknOzuP2itheoEBKykMOBbXoD0sTGIRaVZvbm+jDeCq9KNAvG8e/osuISUqb2q2Am1mc+BYApoMdl2ZsIQPRC4l1IlRV6lGoY7BxAQQl1m4mLLVpPAGaigU0FNQdC1gFm1HmwYUgkGg+RKeUXM+qkMMWc5gDUWfH2nBVwC5nBSRhzgwiQDiY/4CQ02HwzYwrgSusxqT0APaJbXtTjAn1WqvhTkl3M1qP7mBo+Faqc+ieZCgZ1A2YCzZxaTP0FGIoWVIULUxdxFJI7uDD3N6viD3rqfTauDQ4aE+mKsQj2N0hQyoMqtOzOYE1FhknGtNokXXVjGDTh/At1F0jMfjqBrSdgwKvSxdBHXCw1ilfaembceLA43GlTf6hYKkbYIhQkXcphCmEWNO6bfhBqsoQOLqB6aEVzHINgSHQQK0cHYNlalQjXGqitAIwL0qzjiaiqmvsCxyTQ28gC00VD8aae0Tj09JtHVfxxqa3dw7AZeaMo1XbDs1KDi4epwbpwv7gb+klUHzXrMIFEI08mU5DkDmX7i1oOc1xNyX6OZpLRlwazstJSi/Rxm+EEnRoLgRkBEoEyk8wWAjgzIduvU5uXghSA0SCWqlKT1hcUidjUeGVqgtEwwJGZouEwSVO5hxtHd1aM3emRsOHAxjfrbYKgjhDIgRcVHDmYzwPGFyw/jiXxlQ7UNzGofSsXqcWQN2wp7dqD+10vqyk1r44t2z3dKRzNTHjDNcPcNbLKFLwIF637XlTfEioaWXdlXmBPflWYwauiiuEe6WDsJIDZL58sXplK42CXs/TBkJfMZlEpAtXPfECACnhBPJw5wLgbqutVmsXOjGhyMbDdqtIFKozrywNTxJEfT5d5kJluDR0NTuB3a6wU8FaVMFCJQl8fQyVMpl/nKBQxdItzMGxbb4aRUBC3ojKGtogdDURPKXRUdGXUqhAIBuvN7UA4lZ4RHIFqKxDB5hHARYmQAqadVYiDbnPRWefyEdcAV0mmn9UkRu0ckTzVOq0KyKYbEEwH6mGHrJcI0MuKDQ7B7jmTwEG+UZWxCmveZAQ7EIH71QMfYmI2hJzYol0x72FwbM9U6QMwDbY6M/HAFdhtamUWBDMLcdd3uz3k6aRg051F5w6sHvC49Gmdw9Mf7CgfbbRTIRvoJmwMgZrmL8k6bwOcIAFiPUxCXTeUPta3Q1+lYZQ8C35f15qR5vF0otuhZc2TSXTH8W/NuVvHvjGk9s5ONSAL19OJ2arWO5t0BNS+/+GXP/4KutWQS+J6GhpGS5gJ/HnuVjPBR6sZ6CXMCQbzXoD0GOrIuVuNXrodvTOYbhjWHM3daggtNnha2gDO3Wom8NytZgKPVjPT12bgdWVzt5ppH58X8HXP08cGdp7E8C261XhoENcDHY1eJvC7G734Ss2jzVT8Qd1qKByhBLnjJgb4/ZuARG9rbPvuScNTYcSVg81VEVcONgOXrOFphqfThg/1We9zfz18WYOa615m4Hn5r4fuNLdIH74ZFqd2NAOLE/A8LK69aG6RRXwzJI7mMwOHA3Zm6syh88yzqcS32vrcamZwlAl45uYPfWaeTSi+2eanxjJj8xPw1M2vXWWezSq+1eaXlgUjt3jpWHBWbvGhicwN04zvgM052Xh+A+vEZONHL/O9nHF8ByTMeccTEs7MOz4g4bXk4zsgYUlBnrBwagryAQ2v5SHfAw1zNvKMhjOzkY9oeC0l+R54mBOTZzycmZh8xMNr2cl3wMPiUHnOUDm7u9Zricrn4eGUbOWpH8WcrsyiWZB2KmvxCsGid76nITvtw8AW7DBmYVBZcrGzpui1MEvApcMUTB5MTMyxsZZqyG7t7HjQLME5eFF1gGAIaabXrJPQLyzJUmu1eop9auomOTEkSmBq1Zo4AAygX3dCaJFY++DsLaSi7SKgEVRbRvHWJQPQktkVYp2DXtKkiVc6GPqmzQHVWxh3M7AlPxMqnolM6xSMqGikQMdaFoN4Rk4i/c7M/A34O9/Blelf/jAHUxSliSUPB+tgj79haMJZxjl7/OQdXD3QJIc5mnaWsLFAt44NGuTOxRLBRTuCWR+flKJYlizbBFmTjtHeZ5kZYCYxec2ehSrWrLkPw2L826DZvoK/zB2c2PC8HSahmwWKhyY941Ci2GiNKgdLxo4h20KiuU6bJi27ZDFSQvmksPnWx8yRbX7oy+dfhajxIjAx3Cf989yKqKODMCiTOR4OMDLeEfvowkyHvXcRc5WFjQM0Tzhclo5G6xx0OhYG2qMwP8r1ORojTUEfLduqZvKrJ9FvgemSjdnBuOXR7WB22MmH9WmJgDCCEukqTGJ9XJImJ2bmx0f2HqjWcUirBDQPbJ2EuMktaUJywwlqzF8SH2ouzAfhdtmF3iZh2Ds1zp2ZkBdK6GDMl93hErHaAB/g3FP6snZqSJSrS/qyNnvIubQ1fZl9myiBMx+137Q6wkYzZ65yy1yq9rkilHGTytSKpFFMi/JPzWSW9TG9JVeGlxLDS72SgC2ecAiF4R7W/JPbdDCfMDjcgdEPitmUrfrepsYrN2XAjVkZPrjcwclrR/91Ei04SAzxRZB1D74Kn/oobPNywb7w7WRtrwBmOpBPh0lEg3KMw1H0VAswC7NNUgT5Mjkh+dQ7fBV9iJlpOgQzg93a4lz7TzEfBrgRAzM6xJR3zUIofJSjg0F/gbkWjDDh8Gz0tVlVZZUJ1WkFswtRZuy/srUCvmMdeti/JvCl10rntqLYGvTgJ+80/dgxbStclr49jF6X7Mvezif3sRSV1Xr26LsNzKZivgu7hukFYVSer5CUi34DLGJvjeW0/ObSKPedZRURHEDzVXOEY8TZ2CQJUrQxBRzgxghe6mDQpIbz+XyA2APYLEkAo/cacmcRQbIvMkzZyKGa1wyS3grIqeBomhLg6AHfOwrhvoGMNVMA/Mc6+2j9QcB3+PKFMK1oBxfmlFaOjiE2pYapLRGH1/1RF7Au5b3M4yTXxJFqeyDHjFHWGhBMPuVKB1cGM2krgKJbKda2yzE7IlRbORUTZxuCDgFRA8HEVGDfxVjUtBkIjR7e8dW1HS4suqg6HHO4vUNSpTTRhOJSgy/5sjROYjkCDUPrYOQak5td0Cxm/OCVVdEvpX2TNNMEf2GZuQQ3MjwWdzIJvrehiqzAoATT5GEP6dXbL7GqvRRLEuZLP71ZE98SCTj+CxNdmMZUY4c3IKPpLEJ2b7OwwwwTXzXV2HlLPiKYfUag7Yvis/Rvsn2nUM3gaM+4RgfXFnreyzXrObIIoxTNEBewYezHGrRpFYbXtAbm3jN1p4OZO5s18QX3OGrkm+AKwmSGOBNVIjvLKpzagetZNczc7R+9dp9iDg6kUK0dDBHv1V4jI4GYKR0OnluDWMpO6r2qtL8WFG3dETUa6VAmjiUag8IExCI7HAqLs4x/cA/lv2zTA3FDmU8oM2wUWpm9w96HPhbl2yo2CA9swRRsdE4tdXCjIWxTk5HZ6EZ1ovHKsa4AqmTyHc6Ga82KZLEm3OIOx2hN68A0PFodzlAeJERWMBX1mjo46VswwPvGrM+wj+ZxpmKjpaOWRSROmKakqePFigcJbqw50Mxxny29L4qmsmYjlVaakVukG6x5S25qtXlbHsDURVrV8GOM1QoYCAfLZmpgM4WhD782/utZWaqTEpwdyAUYZ/aK8/tHqVHV2tNDHOWtgllcErhwBYcQWwfjckYLqAksPdUYohadBNfzr5xYrnpkCRXIsCdm7InwBBcmE9U1EZ7wBr7aS9r3RHgo7uwX2XomTXCdsPg8N5gT8+C1cKnfQs1OopLZR+9ASCq+sqVAL7V1MJUKFpJUFkkYplhYFbUkxwZXC8KlxiZ0PU0FOOir4EtF3hUcsF7ALgsy24xrbq+NNnrNjMY6FiYYtPOT7FQdwIRe5VPpLR9HSzgbbil6uPraprL2WWrVzB2CQTvMFWI2Pjm+JYFD7aEIrX0WINv6zfE9Mq/FGMme16kdDCuTdZpaxlBYAKPwRDtTizF0eDYpBnAC+2kdK80SvAjO0CyZA+GoOnl74onwChztS2/VuPLoZTen7z8Dfqb35GlG/jtT+ycjf8ntZ70GDsVSpMG4otnRLNcAAaS4JEMRTB3CHQyo0aBSM72L1aLRKI1eGNea87cJTorkowVbmO26ZnCzhyIFaNAEZKyoWJPIQFUPUkgT0nDwqe1gELP4g3EV2MF5zzwTimHVHIdtO+epEQwsiD8YQGz+Bn6Vy5IDR7OUVbVOE7qB3xp227Zbq8zzBtvaoaDkEg/rY3UStE0a9RhM2amHAObMfF0flqRAglmBdrBRhI2XWrV1QI5VsS8Sa7Vni4ONmhpHMG6ee7QQJv2VbAsBl6l5t7ELU2Y12RpU5szs0MIQxxrg1ZSlVcYqYfJgNvitl6XL6HEwzRzaEfQmheCtx6gADwJFUrMnmwu7oc1QYdTcbPD/3SxntaSj+UNDCELR7eDM3JKD+QNw5at9wtGS9n6hsCWxPCo/hYpNtcKEyXam87B1Ohum89HQ7qZz0ZfdrDiPNrJntmsx60f60WiZiabVrZNcLWq+psi+onoGiZ1fBYRRWO0E/i4dSt2xHS3+a2/VI5iVlWCHsLcELLnvkdmT7GjMcs/AjOTYwTQ1/eF4k9aVMuk7MH25mAnF0hT8Dyinsj4j+rLb6hlCTg53idUpLJzUws4UnCXH0irHt1kN2/OT+9yVTW9bN1HYVm+3s7v53VhxCQ5nduzVot4TuXU3zOYPVoMVmbq5T8LnMJOkvQDN9CK2Y3asPGldXbLO8mwFTzEjprfiM+arY/VHwOrTkg3O3s0QoR6H01Pbr6YzrEdhiGrK5J5sZDaphrbvdnBUBrwEtAjOoPOklmJr5B6X1aJmsm/rTjKantqTcMnOZvNn3DxZ00EJhTlKZ8acnD11iq68kj7ZTWXlK3SQKo8m4a0VLTiG8mePHNKkxnys22NBpPlDzO6t9GJpTQNW27qRnFmNy7qwor2Lk/kv2aUYdow7fjKzFoUXeL58o+8uU55hadkBsxUxTAbmeNOx1ptbs8NGdo8mbvTxZh2a82434+zIdciKeItNVYBh24Q1Q0uO+NTMd04Gj1pUwvcwl+8RnEErLEHRQGM+mrtFPbS5m/tF/UaHKfgAQGLvArJVWAFaVBa1dkQL6ikkovXJmHp0ZzZoTqWbtMMCnqceFjCLdKBvWIkfu4fHlC1FvPl9Dm3BSqKh0GSi0G6LJjaCOKyahZwsEtVU9QgKNOUO5h9FbDUdgN00dmsxsDf6YX0A06tsKeLgOMagopaIgEyVm7E45wrOVMjLVe0IHYwdlLJeDYKhQsdwWLfQK5NdtoTyxCbql8VgmlO5J4NpmWSylw5gCqBmOeUuW3Y27aIgsXUlpZl/dTauljmuxpUOdlbyQnCD+tq9sbXE3VgirtNxjqvFpYOTc6vFpVCpV+hkcM1zwKy9jvbRiIQdJAJbN8z554TCxNw583WOxCthK8adNJuXDZqB/mySinx2B9Pb7Q4YNR/uXmIqvZcHDRTWUHeXq7DZfwfTidpWnkAwNEYvvaQ1uG62gCZx67qWDQls9A4w3TflsBdWyqddm5bu+53sijmz/RnwOxtqj5z0Z5I0D920n8wAPaa8vzlj9DD4jTHadzbRptJI92W099eeTnr/3Y/3ynqf+jovae9Tn+ol733qar1kdl87YM9J4DN0ynyf4XPq+wIf2ejTF6fE9Wl9c/L7vJ85+33qaj3Bpw7Y0xcX6JQAP8PnDPgFft39/MWBqafxfZM+2ksW/NR7+v1p8Ife0x+dCz/vZU6Gn/fy7mz4415eT4n/7cP/B6hZ7voKZW5kc3RyZWFtCmVuZG9iagoxMSAwIG9iagoxMjgzMwplbmRvYmoKMTYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxMTIgPj4Kc3RyZWFtCnicNYzLDcRACEPvU4VL4M9QT1Z7yvZ/XQYlQsIPbDkiQTMRG8mBD69z/pakzuNemv7QCVGrB49aJoSziXM/VDUWzRZySFnXme2hU6ewkkNOcBeoKoJaRRDGuJaywsuh1AkryDY4WTtv472+f0MKI+gKZW5kc3RyZWFtCmVuZG9iagoxNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDc5ID4+CnN0cmVhbQp4nE3NMRKAMAgEwJ5X8AQuICT/cazi/1sh42gaboHi3IOFY+RwKAecT9Da74o6TDpGbHJFCmGbDK2+IZu09ff7q1uimj5I5uqbdD2T3htmCmVuZHN0cmVhbQplbmRvYmoKMTggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA3MiA+PgpzdHJlYW0KeJwzMzRUMFCwMAISpmamCuaGZgophlxgfi6IAgnkcMGkICwzY0Mgy9DcHIllYmgAkjU0RmIZG5lCZREskBzY9ByuNAC5AhfDCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzNDAgPj4Kc3RyZWFtCnicRZLLjRwxDETvHQUTGED8S/GMsafZ/K9+1AA20A1S/FQVKXVvWZIuL1VpTWnb8kefUBPbKr/X80r5PJP+7+laeFVHyvhUPCRbRUveT3J+mQTnAQ49174fj3092yEuZi3uhHVgXNQK3JLTwEy8mpqrbxownjHwLmEhZGOfqc44g0J7rUPvlqLQzKX2NFg309Ee6044Q419PwHPeKlkkJlJZg13Hhg2iINKVeVC41cVGWrqmGQF9Un/zF0gBFEWs8Ac3EMuUdhg9zAmWHnIoKU0L3N9tWw8osGSKvqqHMva6htx11thZ9Y+GWMJxWQWaDl1Z87OyaAw2ZRuuHyJwp4r7rbh4NfUyzHWOZPBM1CUO7WYXra41kUjyhzmm2tK7oP+i+ZmslltlTT3ojGGYfI6wRZ5R8nizujNhg+9tbA2U8ByZxxvntzn3+P7PD9/AXkBfUsKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDU3ID4+CnN0cmVhbQp4nDM1NVMwUDA3BhKmRoYK5oZmCimGXGB+LogCCeRwGZpZILEsTIAMkGo4wwBIg/XkcKUBAH5vD7EKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI3OCA+PgpzdHJlYW0KeJxFkbtxBDEMQ/OtgiVQ/Er1nMfRuv/UAOUZB3fECvw8UW0mKn34p0d6lXytZ75/GHjwPn7qT0XpqNQ9BRlLCu7nyQ6p7VKKE2SVIdqGU8hJ5FQi0mGECwcq6kh5SFhNrR9jt9ri2ZKrxT0l4ogb5wTm+EL+cXE1kJTYUdagi1XMDHOX3CnrJBySKugTeYwBmoWOvM9GDigixYwULRbNOaixVvC42C5xbMOmm1diMigS7sLPa4jgGBxsxxXUa6POJ36e1Ve9o8jQF4mfody2d48ClOmoSABhUPSWWM4r4sKBJ+P6AmN55chZfxTycJLod3riXfIodMpQrAS1i4smbhw+EerS8AR3OuPFpfrne5/vX2XBaFcKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDQzOSA+PgpzdHJlYW0KeJwtk8txBDEIRO8TBQlslfhKimddPtn5X/1gfYKRUNPdMFVblkTKS1VKU7Yd+dKHE/Mlv496kB35ITtiy0TjiG5iBfmV96P7ilpx66KLKi+5wYXVkbPEF7guHtXh/fixTkJd9pEIldMwUVfuleBDNSQbzbs+tURTJc2n88Rp0Jlx2xXdtd9Y9pu4SwzABrVDMyfe7BtrRtCht9PH1cTRCl0INklbVJTSi9vdbzQ4uT68ApfuHtrvB3WBhZCKOyG9jzvhGJ0FltKt3BoHvlXgwLHORgUWrOZr3G+F466ZgVtMxK29J4s+0VZEXI2WK0BJehaoSzKPlO2+gVeCnRfXsj65jmO8zLWZZxPOhPih5hRLACdd41DCF4fwrdgEp3tHWO41mdmlImbipT47ANr9bEVLn+jNZTJtN5kCU1E4xZ71WKjJzcTaThwGMayVBfWButbq7EPcntcoo8apz4IXHBP9vhqt2DIDt7fYQJs4PnXWLIo6RUsyl8/6YFr71n7T7LDY1d1jywtjls5v4bkmQvh8fhRjyBRoT7BmPXq7mXO7IqezLk8W2XtgVJr8/1Lv5/sPgTakSQplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNjggPj4Kc3RyZWFtCnicMzM0VDBQMDIGEqaWhgrmhmYKKYZcRqaWQIFcMG1mbKiQwwVUAWeAFOVwwZRDWBBJY1MTJJYBSDnYpByuNAAWDBQbCmVuZHN0cmVhbQplbmRvYmoKMjQgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxOTMgPj4Kc3RyZWFtCnicTZBBckMxCEP3PoUu0BkjMNjn+Z2s0vtvK36STlc8YxCCIjFRB19myCDKEt82VtSNP+OTfN7kk2+iT6Q7rIi0gul9jZyGvbHKsAKLB9xKx04QoZKe48k7XoMnbqIf2bBTIqVNvbFgDNSGzRRSeSlbZtsl79B2riF4ObTyf+TT38SQeCtpnB1xrh6uZvMlLUVT1ZqQA32odMumaXPJyEy1q5A3QWjhXrG72TsvFy2ib0bpdOzZ198Vn+PxC1qlQyYKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDQzNyA+PgpzdHJlYW0KeJw1kklyJTEIRPd1Ci7gCDFoOs/v8Mp9/22/pNyLKpAQkJkw57JhuezL3aaXzRz2x58aZavs75PbFc4a5hgfNu3zxBn2NS1qd2J4tv08Pt9S7mFhJ4xyn2dS+6jMTf09N5dyVljx+Ez6WozF9aJsbKNBVNm9FlOv3bfFuuQei307NY4SnFNcng8yb5GGTx4dAJJj05K25Ofli47Io/Nrz2tn/I8cbs4FGnk7reIoMoeV3qJDTaGItqgByb4ZsggF+MrGtvAChoV2dzbznPeVRNL+PJwKjCpGEB61JJmPY4V+nmlzSPzNfIQwBmrGy1PTilZPOeImL9FQLxK5NdPPIwyTkRac6/JN/K1JFnVLGDasqFiHqAt7Hd6IESq3CrLZ1fACPX/a85zEmFh16SWMBVfBGwxpNIbRKAJLFjwcekOi2O+qvdIH5Fm69e6WhhYIGdqO0BqobUjQq61DUGDHuC01NyPNNQCIe6lJ7ySgfR2AEoF42+wcearCUl2YsLynxd8NSfOcQlDWOxgU0fkeRROF9/1dDPYut4phj5r3PC4QICRizj41wXeXfqn+PN//ABlPplMKZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0NiA+PgpzdHJlYW0KeJw1UUlyBDEIu/sV+kCqDMLGfk+nckr+f41gZg5dwsZoodecmODFlxniGhYnvm3EDNid+Bt1aXnxO+KosotYiXSEnRp8BtVdIK1JPFfjM3yyK4sNc5iO6+h+T9VRs5at7SIUzQWNCLFux06Uh2echSiCamXCVvksGjuSlR2X43JdwoVi4isH9X6Z5pu2NCLKvr63/zgutd3qCS4qJsVLvWZGT3IJac0rHjFwalJRPG+jojK6MjmL8A4WVl5MJ6Y6rjl/oe/uqKoV1wurZWx9s5PdhdwdbNdCo0DyaqogtX6BSK7X9WFvh9KuVX9+3TN+/gHOaljNCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNTcgPj4Kc3RyZWFtCnicNVAxkgMxCOv9Cj6QGYMA2+9J5qrN/9sTeFJJi1cgKSJlClxequLbZWnKR4dP4/zbmCHPQB5RF5j2rxar8T1Mo5muRYU6xMCxzi0eslU4TxPVzSlfNXbdsxkNcTgmgU5xE3Bv0tCpMZXu3DwhvlwU/D5Zy5dKcKFRFJjcgka6YYRiUJOgEVATWi9IBjxLsCtonUga7OtkFfsZvwIum4XdwzPUor1+m+lhIGymJWYyXF3Q4xXWjBHYEOdZBWF6EYBXUpCsYO4+y7pwxPmuezValKIYjGXwDzB4afxqEF0JaMtZpOVFBrfLlBpvWy5+bdEoFl9oHPT2i/Ief//jlV6CCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNTUgPj4Kc3RyZWFtCnicNVDJbQQxDPu7CjYQQKdl17NBXpv+v6E0G4wHImyRlJi5IfDClypSE+mCb11hCt2F35VqUHa9V9yCiiFKsBXhBp7X8uvgFzEidp76WiZnkAZ5FBFHHt7nJY421Rpvy2yZooaBr6EyHTHtGgcpGyY101ndqWT0C1FITkcEueS/OKpTxWYjjz3VdnMGZfAmYBxsKq3pYzXovZSaShclU51/JefZs1KgOEpMAr3q7k1dd4OOYF84czvd7ec+gUkHwNk+odKrs5PLeMMexHj1wNOn2w/nJrsxdTrtoL49mdiRTzbm97lhAkF3rcO9xyEZ7eUeTiXu++/4Wj9/SRdcugplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjQ2ID4+CnN0cmVhbQp4nEVRO27FMAzbfQpeoID1tX2eFJ1e77+WTAJ0SMTYEkkxVY2JdHyZoayxZuPbBk9sb/wOi4SdwmdYTljpaRg7bRtO4hrOkWXwaPSEE7JcIywEIg9WI9aBzc3z5Ftc6UEOv6tH6UZoF9QRnojN8QpxlfOLjxXiLIrMu1KcTu8TOopDdyeopRtTT9O9ZvPRDJeDWojYWsmfhT8jSf6P2l23pH1RbWRMIp+G1JbZyFVwyqnKYt1I5pOms9hpCiKZUnTf8cYbs6fWErLFfioZlbKY1Z0EszO6JId+jDJVfbIWMipwxjgjIq7KfFMsC++/u8bPHx5KWPYKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDkwID4+CnN0cmVhbQp4nE2NQRLAIAgD776CJxgoUv7T6cn+/1qRcfRCdhIgqo0qQcbQepOh0YMiHMY3FQbqBQew8gARn+u9XMBBmcazTXka6aYaP2ZPamxno5oOz30V8ap8fzHZISkKZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDM1MyA+PgpzdHJlYW0KeJw9UsuNJSEQu3cUTqAl6gvE81Zz2s3/OjbM7KkswO1PdVVjIByvj41cGxUDf+ypgTcd/x6LwluFv0Qb7zJYctoYsOaVmePz2JqEvuDWBDHhlRd8Ht8/MLzvq8j1y4xJpd2IxbsZCD3O1M3mIzJSUnZGL523wR1hQet+AshAcppvnmAPTAkXzUrNYfuk9D6SIvODhqiJ2tTcPCYleWYjkDQiw0lj/PY0lCmbnXpcrJBq8FQoaKxG0eNCljhCZZu1nVL/I6a9gA2yb2ZvJuy8jZJ3molEMuJrPW4xto6ctmI0G2PejTk3cwBd7rjQMvSqmET7aTXRWk9owyxbXs92SfJgKVt7FhqMHw1Tcc0K/FTL7hbTe2LqdWnQzDggYuk2GMNsn7WRSIGkR3nV9L6d6BdQ3aSx7Wg1djhxuw91X9TqO/nvUFXINhdGy8aq0o4tGo3JG5cJw2+Uz/P1DSHihlYKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE3MyA+PgpzdHJlYW0KeJxNULsRQzEI6z2FRuBr8DzJpXrZvw3wcrkUtoR0BmH3DcLuyzIRvPHkNfW7oYVrsdsfMz/NjsFpQ2zDlaB0Bh9LLW4lGS4Ca4eiHNOAnVI8YcF1aqx5O1kq54TQODfKGScrzLWM6IftfFko9FQX8uLVUbqbukxfrcrcIYcHH0v2V7GenBCuRGrl9D4mBI5KQQLed5JyKq3WP/XuKjYoOW+Kdab5r2u9PvyNPrMKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDY3ID4+CnN0cmVhbQp4nDMyMlIwUDAzAxKGpiYK5oZmCimGXEC+maGpQi6IARLK4YJJQlggyRyYKjDDAKLY1NASqgTBMoCpyOFKAwCVehVMCmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4NyA+PgpzdHJlYW0KeJxNjLERwDAIA3tPwQiAjcD75FIl+7cBx7lLgx6QZMzEBOQYE+QCOqSt/S6pw9XExo86R1KHkslMGo5N6kFdy1dlXK6IpZpphe0G5a+rfnit5wNRixrkCmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNzQgPj4Kc3RyZWFtCnicTVJLdsQwCNv7FBzB/PF5pq+r6f23FTjT10UiYoGQkpQqbYrALeOQ66YvXvP80+B86L3Y/F9lFl0FkyUTl5AdJtkY30mvJYo5EZLIEdQtg6+ltu8J5rpDDzp3gDHZUMGlRYY5M6CeZuqAgbZdldj1qEVctWiWnVIwV+0gHS79TCRrBqjee7r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    "# Add activation functions if wanted\n",
    "act_fns = [act_fn() for act_fn in act_fn_by_name.values()]\n",
    "x = torch.linspace(-5, 5, 1000)  # Range on which we want to visualize the activation functions\n",
    "# Plotting\n",
    "cols = 2\n",
    "rows = math.ceil(len(act_fns) / float(cols))\n",
    "fig, ax = plt.subplots(rows, cols, figsize=(cols * 4, rows * 4))\n",
    "for i, act_fn in enumerate(act_fns):\n",
    "    utils.vis_act_fn(act_fn, ax[divmod(i, cols)], x)\n",
    "fig.subplots_adjust(hspace=0.3)\n",
    "plt.show()"
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