13-bayesian_nn..ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Traduction en français du notebook *13* du cours ***Deep Learning*** d'Alfredo Canziani, professeur assistant à la *New York University* :\n",
    "https://github.com/Atcold/pytorch-Deep-Learning/blob/master/13-bayesian_nn.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn, optim\n",
    "from matplotlib import pyplot as plt\n",
    "from res.plot_lib import set_default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Définir le style (doit être dans une nouvelle cellule)\n",
    "set_default(figsize=(16, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Jeu d'entraînement\n",
    "m = 20  # nombre de paires d'entraînement\n",
    "x = (torch.rand(m) - 0.5) * 12  # entrées, prises aléatoirement entre -5 et +5\n",
    "y = x * torch.sin(x)  # cibles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualiser les points d'entraînement\n",
    "plt.plot(x.numpy(), y.numpy(), 'o')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Definir l'architechture du réseau (essayer différentes non-linéarités)\n",
    "\n",
    "non_linear = nn.Tanh\n",
    "non_linear = nn.ReLU\n",
    "\n",
    "net = nn.Sequential(\n",
    "    nn.Dropout(p=0.05),\n",
    "    nn.Linear(1, 20),\n",
    "    non_linear(),\n",
    "    nn.Dropout(p=0.05),\n",
    "    nn.Linear(20, 20),\n",
    "    non_linear(),\n",
    "    nn.Linear(20, 1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fonction objectif et optimiseur pour l'entraînement\n",
    "criterion = nn.MSELoss()\n",
    "optimiser = optim.SGD(net.parameters(), lr=0.01, weight_decay=0.00001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Boucle d'entraînement\n",
    "for epoch in range(1000):\n",
    "    y_hat = net(x.view(-1, 1))\n",
    "    loss = criterion(y_hat, y.view(-1, 1))\n",
    "    optimiser.zero_grad()\n",
    "    loss.backward()\n",
    "    optimiser.step()\n",
    "#     print(loss.item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Définir une plage d'entrée plus dense\n",
    "xx = torch.linspace(-15, 15, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluer le réseau sur une entrée plus dense (essayer les modes eval() et train())\n",
    "net.eval()\n",
    "# net.train()\n",
    "\n",
    "with torch.no_grad():\n",
    "    plt.plot(xx.numpy(), net(xx.view(-1, 1)).squeeze().numpy(), 'C1')\n",
    "plt.plot(x.numpy(), y.numpy(), 'oC0')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Multiple (100) éxécutions pour des entrées plus denses\n",
    "net.train()\n",
    "y_hat = list()\n",
    "with torch.no_grad():\n",
    "    for t in range(100):\n",
    "        y_hat.append(net(xx.view(-1, 1)).squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluer la moyenne et l'écart-type sur les entrées plus denses\n",
    "y_hat = torch.stack(y_hat)\n",
    "mean = y_hat.mean(0)\n",
    "std = y_hat.std(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualiser la moyenne et l'intervalle de confiance (moyenne ± écart-type)\n",
    "plt.plot(xx.numpy(), mean.numpy(), 'C1')\n",
    "plt.fill_between(xx.numpy(), (mean + std).numpy(), (mean - std).numpy(), color='C2')\n",
    "plt.plot(x.numpy(), y.numpy(), 'oC0')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}