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    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
    "\n",
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    "# <!-- TITLE --> [GTS3] - CNN with GTSRB dataset - Monitoring \n",
    "<!-- DESC --> Episode 3 : Monitoring and analysing training, managing checkpoints\n",
    "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
    "\n",
    "## Objectives :\n",
    "  - **Understand** what happens during the **training** process\n",
    "  - Implement **monitoring**, **backup** and **recovery** solutions\n",
    "  \n",
    "The German Traffic Sign Recognition Benchmark (GTSRB) is a dataset with more than 50,000 photos of road signs from about 40 classes.  \n",
    "The final aim is to recognise them !  \n",
    "Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n",
    "## What we're going to do :\n",
    "\n",
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    " - Monitoring and understanding our model training \n",
    " - Add recovery points\n",
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    " - Analyze the results \n",
    " - Restore and run recovery points\n",
    "## Step 1 - Import and init"
   "execution_count": 1,
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      "text/markdown": [
       "**FIDLE 2020 - Practical Work Module**"
      ],
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      "Version              : 0.6.1 DEV\n",
      "Notebook id          : GTS3\n",
      "Run time             : Thursday 17 December 2020, 17:48:33\n",
      "TensorFlow version   : 2.1.0\n",
      "Keras version        : 2.2.4-tf\n",
      "Datasets dir         : /gpfswork/rech/mlh/uja62cb/datasets\n",
      "Running mode         : full\n",
      "Update keras cache   : False\n",
      "Save figs            : True\n",
      "Path figs            : ./run/figs\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 h5py\n",
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    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from skimage import io, transform, color\n",
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    "\n",
    "import matplotlib.pyplot as plt\n",
    "import os, sys, time, random\n",
    "from importlib import reload\n",
    "sys.path.append('..')\n",
    "import fidle.pwk as pwk\n",
    "datasets_dir = pwk.init('GTS3')"
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   "source": [
    "## Step 2 - Load dataset\n",
    "Dataset is one of the saved dataset: RGB25, RGB35, L25, L35, etc.  \n",
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    "First of all, we're going to use a smart dataset : **set-24x24-L**  \n",
    "(with a GPU, it only takes 35'' compared to more than 5' with a CPU !)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
      "\n",
      "CPU times: user 1.1 ms, sys: 87.1 ms, total: 88.2 ms\n",
      "Wall time: 279 ms\n"
    "def read_dataset(dataset_dir, name):\n",
    "    '''Reads h5 dataset from dataset_dir\n",
    "    Args:\n",
    "        dataset_dir : datasets dir\n",
    "        name        : dataset name, without .h5\n",
    "    Returns:    x_train,y_train,x_test,y_test data'''\n",
    "    # ---- Read dataset\n",
    "    filename=f'{dataset_dir}/GTSRB/enhanced/{name}.h5'\n",
    "    with  h5py.File(filename,'r') as f:\n",
    "        x_train = f['x_train'][:]\n",
    "        y_train = f['y_train'][:]\n",
    "        x_test  = f['x_test'][:]\n",
    "        y_test  = f['y_test'][:]\n",
    "        x_meta  = f['x_meta'][:]\n",
    "        y_meta  = f['y_meta'][:]\n",
    "    # ---- done\n",
    "    print('Dataset \"{}\" is loaded. ({:.1f} Mo)\\n'.format(name,os.path.getsize(filename)/(1024*1024)))\n",
    "    return x_train,y_train,x_test,y_test,x_meta,y_meta\n",
    "x_train,y_train,x_test,y_test,x_meta,y_meta = read_dataset(datasets_dir, 'set-24x24-L')"
   ]
  },
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   "source": [
    "## Step 3 - Have a look to the dataset\n",
    "Note: Data must be reshape for matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train :  (39209, 24, 24, 1)\n",
      "y_train :  (39209,)\n",
      "x_test  :  (12630, 24, 24, 1)\n",
      "y_test  :  (12630,)\n"
     ]
    },
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       "<div class=\"comment\">Saved: ./run/figs/GTS3-01-dataset-medium</div>"
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\n",
      "text/plain": [
       "<Figure size 864x338.4 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-02-dataset-small</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "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": [
    "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",
    "pwk.plot_images(x_train, y_train, range(12), columns=6,  x_size=2, y_size=2, save_as='01-dataset-medium')\n",
    "pwk.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1, save_as='02-dataset-small')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 - Create model\n",
    "We will now build a model and train it...\n",
    "\n",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A basic model\n",
    "#\n",
    "def get_model_v1(lx,ly,lz):\n",
    "    \n",
    "    model = keras.models.Sequential()\n",
    "    model.add( keras.layers.Conv2D(96, (3,3), activation='relu', input_shape=(lx,ly,lz)))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.2))\n",
    "\n",
    "    model.add( keras.layers.Conv2D(192, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Dropout(0.2))\n",
    "\n",
    "    model.add( keras.layers.Flatten()) \n",
    "    model.add( keras.layers.Dense(1500, activation='relu'))\n",
    "    model.add( keras.layers.Dropout(0.5))\n",
    "\n",
    "    model.add( keras.layers.Dense(43, activation='softmax'))\n",
    "    return model\n"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5 - Prepare callbacks  \n",
    "We will add 2 callbacks :  \n",
    "\n",
    "**TensorBoard**  \n",
    "Training logs, which can be visualised using [Tensorboard tool](https://www.tensorflow.org/tensorboard).  \n",
    "   \n",
    "  - On your workstation :  \n",
    "       - Launch a terminal\n",
    "       - Go to directory containing GTSRB notebooks : `~$ cd fidle/GTSRB/`  \n",
    "       - Launch :  `~$ tensorboard --logdir ./run/logs`\n",
    "       - Open : http://localhost:6006\n",
    "   \n",
    "  - On a GRICAD node :  \n",
    "       - Launch a terminal\n",
    "       - Go to directory containing GTSRB notebooks : `~$ cd fidle/GTSRB/`  \n",
    "       - Launch :  `~$ tensorboard_launch --logdir ./run/logs`\n",
    "       - Open : http://localhost:6007  \n",
    "       \n",
    "       \n",
    "  - On an IDRIS node :\n",
    "       - See [IDRIS documentation](http://www.idris.fr/jean-zay/pre-post/jean-zay-jupyter-notebook.html)  \n",
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    "\n",
    "\n",
    "  IMPORTANT : Relaunch tensorboard on every run  \n",
    "\n",
    "**Model backup**  \n",
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    " It is possible to save the model each xx epoch or at each improvement.  \n",
    " The model can be saved completely or partially (weight).  \n",
    " For full format, we can use HDF5 format."
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   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To run tensorboard, use :  --logdir ./run/logs\n"
     ]
    }
   ],
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   "source": [
    "pwk.mkdir('./run/models')\n",
    "pwk.mkdir('./run/logs')\n",
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    "\n",
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    "# ---- Callback tensorboard\n",
    "log_dir = \"./run/logs/tb_\" + pwk.tag_now()\n",
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    "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
    "\n",
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    "# ---- Callback ModelCheckpoint - Save best model\n",
    "save_dir = \"./run/models/best-model.h5\"\n",
    "bestmodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0, monitor='accuracy', save_best_only=True)\n",
    "\n",
    "# ---- Callback ModelCheckpoint - Save model each epochs\n",
    "save_dir = \"./run/models/model-{epoch:04d}.h5\"\n",
    "savemodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0)\n",
    "\n",
    "print(f'To run tensorboard, use :  --logdir ./run/logs')"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 6 - Train the model\n",
    "**Get the shape of my data :**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Images of the dataset have this folowing shape :  (24, 24, 1)\n"
     ]
    }
   ],
   "source": [
    "(n,lx,ly,lz) = x_train.shape\n",
    "print(\"Images of the dataset have this folowing shape : \",(lx,ly,lz))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Get and compile a model, with the data shape :**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = get_model_v1(lx,ly,lz)\n",
    "\n",
    "# model.summary()\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Train it :**  \n",
    "Note: The training curve is visible in real time with Tensorboard (see step  5)"
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 39209 samples, validate on 12630 samples\n",
      "Epoch 1/30\n",
      "   64/39209 [..............................] - ETA: 33:14 - loss: 3.7738 - accuracy: 0.0156WARNING:tensorflow:Method (on_train_batch_end) is slow compared to the batch update (0.196982). Check your callbacks.\n",
      "39209/39209 [==============================] - 6s 158us/sample - loss: 1.1424 - accuracy: 0.6832 - val_loss: 0.4193 - val_accuracy: 0.8983\n",
      "Epoch 2/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.2088 - accuracy: 0.9395 - val_loss: 0.3385 - val_accuracy: 0.9175\n",
      "Epoch 3/30\n",
      "39209/39209 [==============================] - 3s 69us/sample - loss: 0.1111 - accuracy: 0.9675 - val_loss: 0.2648 - val_accuracy: 0.9383\n",
      "Epoch 4/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0809 - accuracy: 0.9755 - val_loss: 0.2344 - val_accuracy: 0.9432\n",
      "Epoch 5/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0610 - accuracy: 0.9805 - val_loss: 0.2406 - val_accuracy: 0.9445\n",
      "Epoch 6/30\n",
      "39209/39209 [==============================] - 3s 69us/sample - loss: 0.0493 - accuracy: 0.9841 - val_loss: 0.2486 - val_accuracy: 0.9401\n",
      "Epoch 7/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0432 - accuracy: 0.9869 - val_loss: 0.2132 - val_accuracy: 0.9515\n",
      "Epoch 8/30\n",
      "39209/39209 [==============================] - 3s 72us/sample - loss: 0.0424 - accuracy: 0.9869 - val_loss: 0.2084 - val_accuracy: 0.9482\n",
      "Epoch 9/30\n",
      "39209/39209 [==============================] - 3s 69us/sample - loss: 0.0307 - accuracy: 0.9904 - val_loss: 0.2071 - val_accuracy: 0.9557\n",
      "Epoch 10/30\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.0304 - accuracy: 0.9901 - val_loss: 0.2182 - val_accuracy: 0.9540\n",
      "Epoch 11/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0308 - accuracy: 0.9909 - val_loss: 0.2411 - val_accuracy: 0.9487\n",
      "Epoch 12/30\n",
      "39209/39209 [==============================] - 3s 72us/sample - loss: 0.0266 - accuracy: 0.9919 - val_loss: 0.2321 - val_accuracy: 0.9534\n",
      "Epoch 13/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0259 - accuracy: 0.9921 - val_loss: 0.2196 - val_accuracy: 0.9523\n",
      "Epoch 14/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0233 - accuracy: 0.9929 - val_loss: 0.2364 - val_accuracy: 0.9561\n",
      "Epoch 15/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0253 - accuracy: 0.9923 - val_loss: 0.2121 - val_accuracy: 0.9572\n",
      "Epoch 16/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0222 - accuracy: 0.9932 - val_loss: 0.2444 - val_accuracy: 0.9576\n",
      "Epoch 17/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0198 - accuracy: 0.9939 - val_loss: 0.2047 - val_accuracy: 0.9597\n",
      "Epoch 18/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0226 - accuracy: 0.9934 - val_loss: 0.2219 - val_accuracy: 0.9595\n",
      "Epoch 19/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0194 - accuracy: 0.9946 - val_loss: 0.2279 - val_accuracy: 0.9582\n",
      "Epoch 20/30\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.0198 - accuracy: 0.9940 - val_loss: 0.2343 - val_accuracy: 0.9582\n",
      "Epoch 21/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0219 - accuracy: 0.9939 - val_loss: 0.2900 - val_accuracy: 0.9530\n",
      "Epoch 22/30\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.0205 - accuracy: 0.9941 - val_loss: 0.2387 - val_accuracy: 0.9556\n",
      "Epoch 23/30\n",
      "39209/39209 [==============================] - 3s 66us/sample - loss: 0.0217 - accuracy: 0.9933 - val_loss: 0.2418 - val_accuracy: 0.9572\n",
      "Epoch 24/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0183 - accuracy: 0.9949 - val_loss: 0.2268 - val_accuracy: 0.9595\n",
      "Epoch 25/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0186 - accuracy: 0.9950 - val_loss: 0.2823 - val_accuracy: 0.9538\n",
      "Epoch 26/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0197 - accuracy: 0.9944 - val_loss: 0.2486 - val_accuracy: 0.9556\n",
      "Epoch 27/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0162 - accuracy: 0.9952 - val_loss: 0.2633 - val_accuracy: 0.9576\n",
      "Epoch 28/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0174 - accuracy: 0.9950 - val_loss: 0.3610 - val_accuracy: 0.9512\n",
      "Epoch 29/30\n",
      "39209/39209 [==============================] - 3s 67us/sample - loss: 0.0211 - accuracy: 0.9945 - val_loss: 0.2840 - val_accuracy: 0.9523\n",
      "Epoch 30/30\n",
      "39209/39209 [==============================] - 3s 70us/sample - loss: 0.0158 - accuracy: 0.9953 - val_loss: 0.2877 - val_accuracy: 0.9553\n",
      "CPU times: user 1min 31s, sys: 10.2 s, total: 1min 42s\n",
      "Wall time: 1min 24s\n"
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    "# ---- Shuffle train data\n",
    "x_train,y_train=pwk.shuffle_np_dataset(x_train,y_train)\n",
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    "\n",
    "# ---- Train\n",
    "# Note: To be faster in our example, we can take only 2000 values\n",
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    "#\n",
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    "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),\n",
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    "                      callbacks=[tensorboard_callback, bestmodel_callback, savemodel_callback] )\n",
    "\n",
    "model.save('./run/models/last-model.h5')"
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Evaluate it :**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max validation accuracy is : 0.9597\n"
   "source": [
    "max_val_accuracy = max(history.history[\"val_accuracy\"])\n",
    "print(\"Max validation accuracy is : {:.4f}\".format(max_val_accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.2877\n",
      "Test accuracy  : 0.9553\n"
   "source": [
    "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]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 7 - History\n",
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    "The return of model.fit() returns us the learning history"
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-03-history_0</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-03-history_1</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
    "pwk.plot_history(history, save_as='03-history')"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 8 - Evaluation and confusion"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-04-confusion-matrix</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
    "y_sigmoid = model.predict(x_test)\n",
    "y_pred    = np.argmax(y_sigmoid, axis=-1)\n",
    "\n",
    "pwk.plot_confusion_matrix(y_test,y_pred,range(43), figsize=(16, 16),normalize=False, save_as='04-confusion-matrix')"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 9 - Restore and evaluate\n",
    "### 9.1 - List saved models :"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./run/models/\n",
      "./run/models/model-0018.h5\n",
      "./run/models/model-0019.h5\n",
      "./run/models/last-model.h5\n",
      "./run/models/model-0024.h5\n",
      "./run/models/model-0011.h5\n",
      "./run/models/model-0017.h5\n",
      "./run/models/model-0002.h5\n",
      "./run/models/model-0013.h5\n",
      "./run/models/model-0016.h5\n",
      "./run/models/model-0010.h5\n",
      "./run/models/model-0026.h5\n",
      "./run/models/model-0004.h5\n",
      "./run/models/model-0008.h5\n",
      "./run/models/best-model.h5\n",
      "./run/models/model-0014.h5\n",
      "./run/models/model-0028.h5\n",
      "./run/models/model-0025.h5\n",
      "./run/models/model-0012.h5\n",
      "./run/models/model-0005.h5\n",
      "./run/models/model-0030.h5\n",
      "./run/models/model-0020.h5\n",
      "./run/models/model-0015.h5\n",
      "./run/models/model-0009.h5\n",
      "./run/models/model-0027.h5\n",
      "./run/models/model-0007.h5\n",
      "./run/models/model-0023.h5\n",
      "./run/models/model-0022.h5\n",
      "./run/models/model-0029.h5\n",
      "./run/models/model-0001.h5\n",
      "./run/models/model-0021.h5\n",
      "./run/models/model-0006.h5\n",
      "./run/models/model-0003.h5\n"
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   "source": [
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    "!find ./run/models/"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2 - Restore a model :"
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded.\n"
     ]
    }
   ],
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   "source": [
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    "loaded_model = tf.keras.models.load_model('./run/models/best-model.h5')\n",
    "# loaded_model.summary()\n",
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    "print(\"Loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3 - Evaluate it :"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.2877\n",
      "Test accuracy  : 0.9553\n"
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   "source": [
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    "score = loaded_model.evaluate(x_test, y_test, verbose=0)\n",
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    "\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": [
    "### 9.4 - Make a prediction :"
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   ]
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  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Output layer from model is (x100) :\n",
      "\n",
      "[[ 0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.\n",
      "   0.    0.    0.    0.    4.03  7.76  0.    0.   87.11  0.    0.    0.1   0.    0.87  0.04\n",
      "   0.04  0.02  0.    0.    0.    0.    0.    0.01  0.    0.    0.    0.    0.  ]]\n",
      "\n",
      "Graphically :\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-05-prediction-proba</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The image :               Prediction :            Real stuff:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/GTS3-06-prediction-images</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x169.2 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YEEES ! that's right!\n"
     ]
    }
   ],
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   "source": [
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    "# ---- Get a random image\n",
    "#\n",
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    "i   = random.randint(1,len(x_test))\n",
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    "x,y = x_test[i], y_test[i]\n",
    "\n",
    "# ---- Do prediction\n",
    "#\n",
    "predictions = loaded_model.predict( np.array([x]) )\n",
    "\n",
    "# ---- A prediction is just the output layer\n",
    "#\n",
    "print(\"\\nOutput layer from model is (x100) :\\n\")\n",
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    "with np.printoptions(precision=2, suppress=True, linewidth=95):\n",
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    "    print(predictions*100)\n",
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    "\n",
    "# ---- Graphic visualisation\n",
    "#\n",
    "print(\"\\nGraphically :\\n\")\n",
    "plt.figure(figsize=(12,2))\n",
    "plt.bar(range(43), predictions[0], align='center', alpha=0.5)\n",
    "plt.ylabel('Probability')\n",
    "plt.ylim((0,1))\n",
    "plt.xlabel('Class')\n",
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    "plt.title('Trafic Sign prediction')\n",
    "pwk.save_fig('05-prediction-proba')\n",
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    "plt.show()\n",
    "\n",
    "# ---- Predict class\n",
    "#\n",
    "p = np.argmax(predictions)\n",
    "\n",
    "# ---- Show result\n",
    "#\n",
    "print(\"\\nThe image :               Prediction :            Real stuff:\")\n",
    "pwk.plot_images([x,x_meta[p], x_meta[y]], [p,p,y], range(3),  columns=3,  x_size=3, y_size=2, save_as='06-prediction-images')\n",
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    "\n",
    "if p==y:\n",
    "    print(\"YEEES ! that's right!\")\n",
    "else:\n",
    "    print(\"oups, that's wrong ;-(\")"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End time is : Thursday 17 December 2020, 17:50:22\n",
      "Duration is : 00:01:49 407ms\n",
      "This notebook ends here\n"
     ]
    }
   ],
   "source": [
    "pwk.end()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"todo\">\n",
    "     What you can do:\n",
    "    <ul>\n",
    "        <li>Limit model saving: 1 save every 5 epochs </li>\n",
    "        <li>Use a subset of the dataset</li>\n",
    "        <li>Try different datasets</li>\n",
    "        <li>Some exotic signs are waiting to be recognized in dataset_dir/extra !</li>\n",
    "        <li>Test different hyperparameters (epochs, batch size, optimization, etc.)</li>\n",
    "    </ul>\n",
    "    \n",
    "</div>"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
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    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
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   ]
  }
 ],
 "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": "3.7.7"