{
 "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": 3,
   "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": 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, 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": 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)', 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
}