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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\n",
    "### 1.1 - Python"
   "execution_count": 1,
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      "\n",
      "FIDLE 2020 - Practical Work Module\n",
      "Version              : 0.4.3\n",
      "Run time             : Friday 28 February 2020, 12:38:26\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 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",
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    "import seaborn as sn\n",
    "import os, sys, time, random\n",
    "from importlib import reload\n",
    "sys.path.append('..')\n",
    "import fidle.pwk as ooo\n",
    "\n",
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 - Where are we ? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Well, we should be at GRICAD !\n",
      "We are going to use: /bettik/PROJECTS/pr-fidle/datasets/GTSRB\n"
     ]
    }
   ],
   "source": [
    "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/GTSRB',\n",
    "                                       'IDRIS'  : f'{os.getenv(\"WORK\",\"\")}/datasets/GTSRB',\n",
    "                                       'HOME'   : f'{os.getenv(\"HOME\",\"\")}/datasets/GTSRB'} )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "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": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
      "\n",
      "CPU times: user 4 ms, sys: 228 ms, total: 232 ms\n",
      "Wall time: 3.6 s\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}/{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(dataset_dir, 'set-24x24-L')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3 - Have a look to the dataset\n",
    "Note: Data must be reshape for matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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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\n",
      "text/plain": [
       "<Figure size 864x338.4 with 12 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": [
    "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",
    "ooo.plot_images(x_train, y_train, range(12), columns=6,  x_size=2, y_size=2)\n",
    "ooo.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 - Create model\n",
    "We will now build a model and train it...\n",
    "\n",
   "execution_count": 5,
   "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",
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    " - **TensorBoard**  \n",
    "Training logs, which can be visualised with Tensorboard.  \n",
    "`# tensorboard --logdir ./run/logs`  \n",
    "IMPORTANT : Relaunch tensorboard on every run\n",
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    " - **Model backup**  \n",
    " 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": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To run tensorboard, use :  --logdir ./run/logs\n"
     ]
    }
   ],
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   "source": [
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    "ooo.mkdir('./run/models')\n",
    "ooo.mkdir('./run/logs')\n",
    "\n",
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    "# ---- Callback tensorboard\n",
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    "log_dir = \"./run/logs/tb_\" + ooo.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": 7,
   "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": 8,
   "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",
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    "Note: The training curve is visible in real time with Tensorboard :     \n",
    "`#tensorboard --logdir ./run/logs`  "
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 39209 samples, validate on 12630 samples\n",
      "Epoch 1/30\n",
      "   64/39209 [..............................] - ETA: 29:27 - loss: 3.7443 - accuracy: 0.0625WARNING:tensorflow:Method (on_train_batch_end) is slow compared to the batch update (0.221573). Check your callbacks.\n",
      "39209/39209 [==============================] - 6s 161us/sample - loss: 1.1885 - accuracy: 0.6726 - val_loss: 0.4563 - val_accuracy: 0.8839\n",
      "Epoch 2/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.2249 - accuracy: 0.9362 - val_loss: 0.3051 - val_accuracy: 0.9296\n",
      "Epoch 3/30\n",
      "39209/39209 [==============================] - 3s 80us/sample - loss: 0.1267 - accuracy: 0.9632 - val_loss: 0.2678 - val_accuracy: 0.9325\n",
      "Epoch 4/30\n",
      "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0844 - accuracy: 0.9753 - val_loss: 0.2582 - val_accuracy: 0.9379\n",
      "Epoch 5/30\n",
      "39209/39209 [==============================] - 3s 80us/sample - loss: 0.0656 - accuracy: 0.9803 - val_loss: 0.2510 - val_accuracy: 0.9359\n",
      "Epoch 6/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0576 - accuracy: 0.9824 - val_loss: 0.2320 - val_accuracy: 0.9501\n",
      "Epoch 7/30\n",
      "39209/39209 [==============================] - 3s 82us/sample - loss: 0.0494 - accuracy: 0.9855 - val_loss: 0.2387 - val_accuracy: 0.9432\n",
      "Epoch 8/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0429 - accuracy: 0.9863 - val_loss: 0.2160 - val_accuracy: 0.9520\n",
      "Epoch 9/30\n",
      "39209/39209 [==============================] - 3s 80us/sample - loss: 0.0355 - accuracy: 0.9890 - val_loss: 0.2616 - val_accuracy: 0.9524\n",
      "Epoch 10/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0336 - accuracy: 0.9895 - val_loss: 0.2450 - val_accuracy: 0.9498\n",
      "Epoch 11/30\n",
      "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0301 - accuracy: 0.9906 - val_loss: 0.2652 - val_accuracy: 0.9530\n",
      "Epoch 12/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0337 - accuracy: 0.9893 - val_loss: 0.2826 - val_accuracy: 0.9443\n",
      "Epoch 13/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0312 - accuracy: 0.9898 - val_loss: 0.2755 - val_accuracy: 0.9484\n",
      "Epoch 14/30\n",
      "39209/39209 [==============================] - 3s 84us/sample - loss: 0.0242 - accuracy: 0.9924 - val_loss: 0.2527 - val_accuracy: 0.9561\n",
      "Epoch 15/30\n",
      "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0253 - accuracy: 0.9918 - val_loss: 0.2781 - val_accuracy: 0.9540\n",
      "Epoch 16/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0230 - accuracy: 0.9924 - val_loss: 0.2952 - val_accuracy: 0.9454\n",
      "Epoch 17/30\n",
      "39209/39209 [==============================] - 3s 86us/sample - loss: 0.0237 - accuracy: 0.9929 - val_loss: 0.2777 - val_accuracy: 0.9549\n",
      "Epoch 18/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0248 - accuracy: 0.9931 - val_loss: 0.2509 - val_accuracy: 0.9591\n",
      "Epoch 19/30\n",
      "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0227 - accuracy: 0.9930 - val_loss: 0.2894 - val_accuracy: 0.9496\n",
      "Epoch 20/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0225 - accuracy: 0.9930 - val_loss: 0.2871 - val_accuracy: 0.9534\n",
      "Epoch 21/30\n",
      "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0173 - accuracy: 0.9944 - val_loss: 0.3601 - val_accuracy: 0.9456\n",
      "Epoch 22/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0263 - accuracy: 0.9923 - val_loss: 0.3392 - val_accuracy: 0.9523\n",
      "Epoch 23/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0211 - accuracy: 0.9942 - val_loss: 0.3778 - val_accuracy: 0.9481\n",
      "Epoch 24/30\n",
      "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0207 - accuracy: 0.9933 - val_loss: 0.2857 - val_accuracy: 0.9602\n",
      "Epoch 25/30\n",
      "39209/39209 [==============================] - 3s 79us/sample - loss: 0.0185 - accuracy: 0.9942 - val_loss: 0.2751 - val_accuracy: 0.9560\n",
      "Epoch 26/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0194 - accuracy: 0.9945 - val_loss: 0.2889 - val_accuracy: 0.9552\n",
      "Epoch 27/30\n",
      "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0195 - accuracy: 0.9943 - val_loss: 0.2263 - val_accuracy: 0.9571\n",
      "Epoch 28/30\n",
      "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0215 - accuracy: 0.9941 - val_loss: 0.2716 - val_accuracy: 0.9572\n",
      "Epoch 29/30\n",
      "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0217 - accuracy: 0.9938 - val_loss: 0.3175 - val_accuracy: 0.9532\n",
      "Epoch 30/30\n",
      "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0175 - accuracy: 0.9950 - val_loss: 0.3346 - val_accuracy: 0.9536\n",
      "CPU times: user 1min 52s, sys: 12 s, total: 2min 4s\n",
      "Wall time: 1min 37s\n"
     ]
    }
   ],
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    "# ---- Shuffle train data\n",
    "x_train,y_train=ooo.shuffle_np_dataset(x_train,y_train)\n",
    "\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": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max validation accuracy is : 0.9602\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": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.3346\n",
      "Test accuracy  : 0.9536\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": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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"
    }
   ],
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    "ooo.plot_history(history)"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 8 - Evaluation and confusion"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
    "y_pred   = model.predict_classes(x_test)\n",
    "conf_mat = confusion_matrix(y_test,y_pred, normalize='true', labels=range(43))\n",
    "ooo.plot_confusion_matrix(conf_mat,figsize=(12, 12),annot=False)"
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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": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./run/models/\n",
      "./run/models/best-model.h5\n",
      "./run/models/model-0001.h5\n",
      "./run/models/model-0002.h5\n",
      "./run/models/model-0003.h5\n",
      "./run/models/model-0004.h5\n",
      "./run/models/model-0005.h5\n",
      "./run/models/model-0006.h5\n",
      "./run/models/model-0007.h5\n",
      "./run/models/model-0008.h5\n",
      "./run/models/model-0009.h5\n",
      "./run/models/model-0010.h5\n",
      "./run/models/model-0011.h5\n",
      "./run/models/model-0012.h5\n",
      "./run/models/model-0013.h5\n",
      "./run/models/model-0014.h5\n",
      "./run/models/model-0015.h5\n",
      "./run/models/model-0016.h5\n",
      "./run/models/model-0017.h5\n",
      "./run/models/model-0018.h5\n",
      "./run/models/model-0019.h5\n",
      "./run/models/model-0020.h5\n",
      "./run/models/model-0021.h5\n",
      "./run/models/model-0022.h5\n",
      "./run/models/model-0023.h5\n",
      "./run/models/model-0024.h5\n",
      "./run/models/model-0025.h5\n",
      "./run/models/model-0026.h5\n",
      "./run/models/model-0027.h5\n",
      "./run/models/model-0028.h5\n",
      "./run/models/model-0029.h5\n",
      "./run/models/model-0030.h5\n",
      "./run/models/last-model.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": 15,
   "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": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.3346\n",
      "Test accuracy  : 0.9536\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": 17,
   "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.   0.   0.   0.\n",
      "    0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0. 100.\n",
      "    0.   0.   0.   0.   0.   0.   0.]]\n",
      "\n",
      "Graphically :\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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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": {
      "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",
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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",
    "ooo.plot_images([x,x_meta[p], x_meta[y]], [p,p,y], range(3),  columns=3,  x_size=3, y_size=2)\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": "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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  {
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    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
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   ]
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