{
 "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, linewidth=75)"
   ]
  },
  {
   "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,\n",
       "        -2.3000, -2.2000, -2.1000, -2.0000, -1.9000, -1.8000, -1.7000,\n",
       "        -1.6000, -1.5000, -1.4000, -1.3000, -1.2000, -1.1000, -1.0000,\n",
       "        -0.9000, -0.8000, -0.7000, -0.6000, -0.5000, -0.4000, -0.3000,\n",
       "        -0.2000, -0.1000,  0.0000,  0.1000,  0.2000,  0.3000,  0.4000,\n",
       "         0.5000,  0.6000,  0.7000,  0.8000,  0.9000,  1.0000,  1.1000,\n",
       "         1.2000,  1.3000,  1.4000,  1.5000,  1.6000,  1.7000,  1.8000,\n",
       "         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": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.3000, -0.2900, -0.2800, -0.2700, -0.2600, -0.2500, -0.2400,\n",
       "        -0.2300, -0.2200, -0.2100, -0.2000, -0.1900, -0.1800, -0.1700,\n",
       "        -0.1600, -0.1500, -0.1400, -0.1300, -0.1200, -0.1100, -0.1000,\n",
       "        -0.0900, -0.0800, -0.0700, -0.0600, -0.0500, -0.0400, -0.0300,\n",
       "        -0.0200, -0.0100,  0.0000,  0.1000,  0.2000,  0.3000,  0.4000,\n",
       "         0.5000,  0.6000,  0.7000,  0.8000,  0.9000,  1.0000,  1.1000,\n",
       "         1.2000,  1.3000,  1.4000,  1.5000,  1.6000,  1.7000,  1.8000,\n",
       "         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": 3,
     "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": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([1.6885, 1.6924, 1.6967, 1.7015, 1.7064, 1.7112, 1.7155, 1.7184,\n",
       "        1.7190, 1.7158, 1.7069, 1.6901, 1.6629, 1.6229, 1.5685, 1.5005,\n",
       "        1.4238, 1.3486, 1.2913, 1.2713, 1.3060, 1.4017, 1.5384, 1.6643,\n",
       "        1.7191, 1.6667, 1.5191, 1.3410, 1.2022, 1.1303, 1.1191, 1.1508,\n",
       "        1.2075, 1.2744, 1.3414, 1.4024, 1.4547, 1.4979, 1.5328, 1.5605,\n",
       "        1.5824, 1.5997, 1.6132, 1.6239, 1.6324, 1.6391, 1.6444, 1.6487,\n",
       "        1.6521, 1.6549, 1.6571, 1.6589, 1.6604, 1.6615, 1.6625, 1.6633,\n",
       "        1.6639, 1.6644, 1.6649, 1.6652, 1.6655])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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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)', \n",
    "     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,\n",
       "        -0.9801, -0.9757, -0.9705, -0.9640, -0.9562, -0.9468, -0.9354,\n",
       "        -0.9217, -0.9051, -0.8854, -0.8617, -0.8337, -0.8005, -0.7616,\n",
       "        -0.7163, -0.6640, -0.6044, -0.5370, -0.4621, -0.3799, -0.2913,\n",
       "        -0.1974, -0.0997,  0.0000,  0.0997,  0.1974,  0.2913,  0.3799,\n",
       "         0.4621,  0.5370,  0.6044,  0.6640,  0.7163,  0.7616,  0.8005,\n",
       "         0.8337,  0.8617,  0.8854,  0.9051,  0.9217,  0.9354,  0.9468,\n",
       "         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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}