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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "German Traffic Sign Recognition Benchmark (GTSRB)\n",
    "=================================================\n",
    "---\n",
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    "Introduction au Deep Learning  (IDLE) - S. Aria, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020\n",
    "\n",
    "## Episode 2 : First Convolutions\n",
    "\n",
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    "Our main steps:\n",
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    " - Read dataset\n",
    " - Build a model\n",
    " - Train the model\n",
    " - Model evaluation\n",
    "\n",
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    "\n",
    "\n",
    "\n",
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    "## 1/ Import and init"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IDLE 2020 - Practical Work Module\n",
      "  Version            : 0.1.1\n",
      "  Run time           : Wednesday 8 January 2020, 23:42:33\n",
      "  Matplotlib style   : idle/talk.mplstyle\n",
      "  TensorFlow version : 2.0.0\n",
      "  Keras version      : 2.2.4-tf\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras.callbacks import TensorBoard\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
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    "import idle.pwk as ooo\n",
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    "from importlib import reload\n",
    "\n",
    "ooo.init()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "## 2/ Reload dataset\n",
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    "Dataset is one of the saved dataset: RGB25, RGB35, L25, L35, etc.  \n",
    "First of all, we're going to use the dataset : **L25**  \n",
    "(with a GPU, it only takes 35'' compared to more than 5' with a CPU !)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset loaded, size=911.6 Mo\n",
      "\n",
      "CPU times: user 0 ns, sys: 460 ms, total: 460 ms\n",
      "Wall time: 6.21 s\n"
   "source": [
    "%%time\n",
    "\n",
    "dataset ='set-48x48-L-LHE'\n",
    "img_lx  = 48\n",
    "img_ly  = 48\n",
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    "img_lz  = 1\n",
    "\n",
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    "# ---- Read dataset\n",
    "x_train = np.load('./data/{}/x_train.npy'.format(dataset))\n",
    "y_train = np.load('./data/{}/y_train.npy'.format(dataset))\n",
    "\n",
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    "x_test  = np.load('./data/{}/x_test.npy'.format(dataset))\n",
    "y_test  = np.load('./data/{}/y_test.npy'.format(dataset))\n",
    "\n",
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    "# ---- Reshape data\n",
    "x_train = x_train.reshape( x_train.shape[0], img_lx, img_ly, img_lz)\n",
    "x_test  = x_test.reshape(  x_test.shape[0],  img_lx, img_ly, img_lz)\n",
    "\n",
    "input_shape = (img_lx, img_ly, img_lz)\n",
    "\n",
    "print(\"Dataset loaded, size={:.1f} Mo\\n\".format(ooo.get_directory_size('./data/'+dataset)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "## 3/ Have a look to the dataset\n",
    "Note: Data must be reshape for matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train :  (39209, 48, 48, 1)\n",
      "y_train :  (39209,)\n",
      "x_test  :  (12630, 48, 48, 1)\n",
      "y_test  :  (12630,)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x169.2 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x291.6 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "print(\"x_train : \", x_train.shape)\n",
    "print(\"y_train : \", y_train.shape)\n",
    "print(\"x_test  : \", x_test.shape)\n",
    "print(\"y_test  : \", y_test.shape)\n",
    "\n",
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    "if img_lz>1:\n",
    "    ooo.plot_images(x_train.reshape(-1,img_lx,img_ly,img_lz), y_train, range(6),  columns=3,  x_size=4, y_size=3)\n",
    "    ooo.plot_images(x_train.reshape(-1,img_lx,img_ly,img_lz), y_train, range(36), columns=12, x_size=1, y_size=1)\n",
    "else:\n",
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    "    ooo.plot_images(x_train.reshape(-1,img_lx,img_ly), y_train, range(6),  columns=6,  x_size=2, y_size=2)\n",
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    "    ooo.plot_images(x_train.reshape(-1,img_lx,img_ly), y_train, range(36), columns=12, x_size=1, y_size=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4/ Create model"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size  =  64\n",
    "num_classes =  43\n",
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
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   "outputs": [],
   "source": [
    "\n",
    "def get_model_v1():\n",
    "    model = keras.models.Sequential()\n",
    "    model.add( keras.layers.Conv2D(96, (3,3), activation='relu', input_shape=(img_lx, img_ly, img_lz)))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Conv2D(192, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Flatten()) \n",
    "#     model.add( keras.layers.Dense(3072, activation='relu'))\n",
    "    model.add( keras.layers.Dense(500, activation='relu'))\n",
    "    model.add( keras.layers.Dense(500, activation='relu'))\n",
    "    model.add( keras.layers.Dense(43, activation='softmax'))\n",
    "    return model\n",
    "    \n",
    "def get_model_v2():\n",
    "    model = keras.models.Sequential()\n",
    "\n",
    "    model.add( keras.layers.Conv2D(64, (3, 3), padding='same', input_shape=(img_lx, img_ly, img_lz), activation='relu'))\n",
    "    model.add( keras.layers.Conv2D(64, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.2))\n",
    "\n",
    "    model.add( keras.layers.Conv2D(128, (3, 3), padding='same', activation='relu'))\n",
    "    model.add( keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.2))\n",
    "\n",
    "    model.add( keras.layers.Conv2D(256, (3, 3), padding='same',activation='relu'))\n",
    "    model.add( keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D(pool_size=(2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.2))\n",
    "\n",
    "    model.add( keras.layers.Flatten())\n",
    "    model.add( keras.layers.Dense(512, activation='relu'))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "    model.add( keras.layers.Dense(43, activation='softmax'))\n",
    "    return model\n",
    "\n",
    "def get_model_v3():\n",
    "    model = keras.models.Sequential()\n",
    "    model.add( keras.layers.Conv2D(32, (3,3),   activation='relu', input_shape=(img_lx, img_ly, img_lz)))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "    model.add( keras.layers.Conv2D(64, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "    model.add( keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "    model.add( keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "    model.add( keras.layers.Flatten()) \n",
    "    model.add( keras.layers.Dense(1152, activation='relu'))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "\n",
    "    model.add( keras.layers.Dense(43, activation='softmax'))\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 46, 46, 32)        320       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 23, 23, 32)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 23, 23, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 21, 21, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 10, 10, 64)        0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 10, 10, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 8, 8, 128)         73856     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 4, 4, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 2, 2, 256)         295168    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 1, 1, 256)         0         \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 1, 1, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1152)              296064    \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 1152)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 43)                49579     \n",
      "=================================================================\n",
      "Total params: 733,483\n",
      "Trainable params: 733,483\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "tf.keras.backend.clear_session()\n",
    "\n",
    "model.summary()\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5/ Run model"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 39209 samples, validate on 12630 samples\n",
      "Epoch 1/16\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 2.4208 - accuracy: 0.3102 - val_loss: 0.7642 - val_accuracy: 0.7483\n",
      "Epoch 2/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.7524 - accuracy: 0.7564 - val_loss: 0.3062 - val_accuracy: 0.9110\n",
      "Epoch 3/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.4660 - accuracy: 0.8507 - val_loss: 0.2012 - val_accuracy: 0.9437\n",
      "Epoch 4/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.3529 - accuracy: 0.8866 - val_loss: 0.1578 - val_accuracy: 0.9536\n",
      "Epoch 5/16\n",
      "39209/39209 [==============================] - 3s 65us/sample - loss: 0.2962 - accuracy: 0.9050 - val_loss: 0.1439 - val_accuracy: 0.9614\n",
      "Epoch 6/16\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.2676 - accuracy: 0.9170 - val_loss: 0.1240 - val_accuracy: 0.9660\n",
      "Epoch 7/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.2362 - accuracy: 0.9248 - val_loss: 0.1272 - val_accuracy: 0.9667\n",
      "Epoch 8/16\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.2242 - accuracy: 0.9303 - val_loss: 0.1183 - val_accuracy: 0.9671\n",
      "Epoch 9/16\n",
      "39209/39209 [==============================] - 3s 65us/sample - loss: 0.2118 - accuracy: 0.9365 - val_loss: 0.1093 - val_accuracy: 0.9709\n",
      "Epoch 10/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.1984 - accuracy: 0.9395 - val_loss: 0.1124 - val_accuracy: 0.9725\n",
      "Epoch 11/16\n",
      "39209/39209 [==============================] - 3s 64us/sample - loss: 0.1950 - accuracy: 0.9404 - val_loss: 0.1098 - val_accuracy: 0.9712\n",
      "Epoch 12/16\n",
      "39209/39209 [==============================] - 3s 65us/sample - loss: 0.1882 - accuracy: 0.9432 - val_loss: 0.1068 - val_accuracy: 0.9727\n",
      "Epoch 13/16\n",
      "39209/39209 [==============================] - 3s 65us/sample - loss: 0.1856 - accuracy: 0.9442 - val_loss: 0.1172 - val_accuracy: 0.9702\n",
      "Epoch 14/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.1760 - accuracy: 0.9468 - val_loss: 0.1249 - val_accuracy: 0.9694\n",
      "Epoch 15/16\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.1732 - accuracy: 0.9469 - val_loss: 0.1091 - val_accuracy: 0.9719\n",
      "Epoch 16/16\n",
      "39209/39209 [==============================] - 3s 65us/sample - loss: 0.1628 - accuracy: 0.9500 - val_loss: 0.1026 - val_accuracy: 0.9743\n",
      "CPU times: user 52.5 s, sys: 4.32 s, total: 56.8 s\n",
      "Wall time: 41.9 s\n"
   "source": [
    "%%time\n",
    "\n",
    "history = model.fit(  x_train, y_train,\n",
    "                      batch_size=batch_size,\n",
    "                      epochs=epochs,\n",
    "                      verbose=1,\n",
    "                      validation_data=(x_test, y_test))"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6/ Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.1051\n",
      "Test accuracy  : 0.9770\n"
   "source": [
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    "score = model.evaluate(x_test, y_test, verbose=0)\n",
    "\n",
    "print('Test loss      : {:5.4f}'.format(score[0]))\n",
    "print('Test accuracy  : {:5.4f}'.format(score[1]))"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "set-24x24-L        : size=230 Mo, 90.67%  \n",
    "set-24x24-L-LHE    : size=230 Mo, 93.90%  \n",
    "set-24x24-RGB      : size=784 Mo, 92.82%  \n",
    "set-24x24-RGB-HE   : size=784 Mo, 92.64%  \n",
    "set-48x48-L-LHE    : size=230 Mo, 97.70%  (v2)  1'52\"  \n",
    "set-48x48-RGB-HE   : size=xxx Mo, 96.94%  (v2)  \n",
    "set-48x48-L-LHE    : size=784 Mo, 97.67%  (v3)  42\"  \n",
    "...\n",
    "```"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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