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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "German Traffic Sign Recognition Benchmark (GTSRB)\n",
    "=================================================\n",
    "---\n",
    "Introduction au Deep Learning  (IDLE) - S. Aria, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020\n",
    "\n",
    "## Episode 3 : Tracking, visualizing and save models\n",
    "\n",
    "Our main steps:\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 pont\n",
    "\n",
    "## 1/ Import and init"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IDLE 2020 - Practical Work Module\n",
      "  Version            : 0.1.4\n",
      "  Run time           : Wednesday 15 January 2020, 11:19:11\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 h5py\n",
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    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
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    "import seaborn as sn\n",
    "import os, time, random\n",
    "\n",
    "import idle.pwk as ooo\n",
    "from importlib import reload\n",
    "\n",
    "ooo.init()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 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": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
      "\n",
      "CPU times: user 20 ms, sys: 296 ms, total: 316 ms\n",
      "Wall time: 2.07 s\n"
     ]
    }
   ],
    "def read_dataset(name):\n",
    "    '''Reads h5 dataset from ./data\n",
    "\n",
    "    Arguments:  dataset name, without .h5\n",
    "    Returns:    x_train,y_train,x_test,y_test data'''\n",
    "    # ---- Read dataset\n",
    "    filename='./data/'+name+'.h5'\n",
    "    with  h5py.File(filename) 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('set-24x24-L')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 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"
     ]
    },
    {
     "data": {
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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": [
    "## 4/ Create model\n",
    "We will now build a model and train it...\n",
    "\n",
   "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": [
    "## 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",
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    "IMPORTANT : Relancer tensorboard à chaque 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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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 0\n"
     ]
    }
   ],
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   "source": [
    "# To clean old logs and saved model, run this cell\n",
    "#\n",
    "/bin/rm -r ./run/logs 2>/dev/null\n",
    "/bin/rm -r ./run/models 2>/dev/null\n",
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   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "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, save_freq=2000*5)"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5/ 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",
   "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 : La courbe d'apprentissage est visible en temps réel avec Tensorboard :    \n",
    "`#tensorboard --logdir ./run/logs`  "
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 5000 samples, validate on 200 samples\n",
      "Epoch 1/30\n",
      "5000/5000 [==============================] - 3s 669us/sample - loss: 3.3748 - accuracy: 0.1088 - val_loss: 2.9594 - val_accuracy: 0.2850\n",
      "Epoch 2/30\n",
      "5000/5000 [==============================] - 2s 490us/sample - loss: 2.0842 - accuracy: 0.4414 - val_loss: 1.5636 - val_accuracy: 0.5550\n",
      "Epoch 3/30\n",
      "5000/5000 [==============================] - 2s 470us/sample - loss: 1.1964 - accuracy: 0.6546 - val_loss: 1.1344 - val_accuracy: 0.6700\n",
      "Epoch 4/30\n",
      "5000/5000 [==============================] - 3s 515us/sample - loss: 0.8034 - accuracy: 0.7570 - val_loss: 0.9471 - val_accuracy: 0.7450\n",
      "Epoch 5/30\n",
      "5000/5000 [==============================] - 2s 471us/sample - loss: 0.5804 - accuracy: 0.8266 - val_loss: 0.7523 - val_accuracy: 0.8000\n",
      "Epoch 6/30\n",
      "5000/5000 [==============================] - 2s 495us/sample - loss: 0.4359 - accuracy: 0.8646 - val_loss: 0.6976 - val_accuracy: 0.8050\n",
      "Epoch 7/30\n",
      "5000/5000 [==============================] - 2s 460us/sample - loss: 0.3446 - accuracy: 0.8938 - val_loss: 0.6042 - val_accuracy: 0.7950\n",
      "Epoch 8/30\n",
      "5000/5000 [==============================] - 3s 504us/sample - loss: 0.2875 - accuracy: 0.9200 - val_loss: 0.6150 - val_accuracy: 0.8200\n",
      "Epoch 9/30\n",
      "5000/5000 [==============================] - 2s 481us/sample - loss: 0.2202 - accuracy: 0.9300 - val_loss: 0.5156 - val_accuracy: 0.8400\n",
      "Epoch 10/30\n",
      "5000/5000 [==============================] - 3s 531us/sample - loss: 0.2028 - accuracy: 0.9406 - val_loss: 0.5839 - val_accuracy: 0.8550\n",
      "Epoch 11/30\n",
      "5000/5000 [==============================] - 2s 441us/sample - loss: 0.1693 - accuracy: 0.9506 - val_loss: 0.4834 - val_accuracy: 0.8700\n",
      "Epoch 12/30\n",
      "5000/5000 [==============================] - 2s 493us/sample - loss: 0.1508 - accuracy: 0.9552 - val_loss: 0.5246 - val_accuracy: 0.8750\n",
      "Epoch 13/30\n",
      "5000/5000 [==============================] - 2s 460us/sample - loss: 0.1233 - accuracy: 0.9646 - val_loss: 0.4841 - val_accuracy: 0.8750\n",
      "Epoch 14/30\n",
      "5000/5000 [==============================] - 3s 505us/sample - loss: 0.1214 - accuracy: 0.9654 - val_loss: 0.4631 - val_accuracy: 0.8550\n",
      "Epoch 15/30\n",
      "5000/5000 [==============================] - 2s 457us/sample - loss: 0.1056 - accuracy: 0.9708 - val_loss: 0.4590 - val_accuracy: 0.8750\n",
      "Epoch 16/30\n",
      "5000/5000 [==============================] - 2s 469us/sample - loss: 0.0990 - accuracy: 0.9708 - val_loss: 0.5055 - val_accuracy: 0.8600\n",
      "Epoch 17/30\n",
      "5000/5000 [==============================] - 2s 450us/sample - loss: 0.0883 - accuracy: 0.9764 - val_loss: 0.4340 - val_accuracy: 0.8650\n",
      "Epoch 18/30\n",
      "5000/5000 [==============================] - 2s 488us/sample - loss: 0.0663 - accuracy: 0.9808 - val_loss: 0.4305 - val_accuracy: 0.8650\n",
      "Epoch 19/30\n",
      "5000/5000 [==============================] - 2s 459us/sample - loss: 0.0691 - accuracy: 0.9798 - val_loss: 0.4639 - val_accuracy: 0.8850\n",
      "Epoch 20/30\n",
      "5000/5000 [==============================] - 2s 495us/sample - loss: 0.0641 - accuracy: 0.9840 - val_loss: 0.4365 - val_accuracy: 0.8750\n",
      "Epoch 21/30\n",
      "5000/5000 [==============================] - 2s 430us/sample - loss: 0.0631 - accuracy: 0.9800 - val_loss: 0.4468 - val_accuracy: 0.8900\n",
      "Epoch 22/30\n",
      "5000/5000 [==============================] - 3s 505us/sample - loss: 0.0502 - accuracy: 0.9850 - val_loss: 0.4335 - val_accuracy: 0.8900\n",
      "Epoch 23/30\n",
      "5000/5000 [==============================] - 2s 461us/sample - loss: 0.0471 - accuracy: 0.9868 - val_loss: 0.4634 - val_accuracy: 0.8950\n",
      "Epoch 24/30\n",
      "5000/5000 [==============================] - 2s 471us/sample - loss: 0.0497 - accuracy: 0.9846 - val_loss: 0.5547 - val_accuracy: 0.8700\n",
      "Epoch 25/30\n",
      "5000/5000 [==============================] - 2s 412us/sample - loss: 0.0521 - accuracy: 0.9854 - val_loss: 0.4100 - val_accuracy: 0.8850\n",
      "Epoch 26/30\n",
      "5000/5000 [==============================] - 2s 468us/sample - loss: 0.0479 - accuracy: 0.9856 - val_loss: 0.4185 - val_accuracy: 0.9000\n",
      "Epoch 27/30\n",
      "5000/5000 [==============================] - 2s 421us/sample - loss: 0.0479 - accuracy: 0.9852 - val_loss: 0.4890 - val_accuracy: 0.8750\n",
      "Epoch 28/30\n",
      "5000/5000 [==============================] - 2s 484us/sample - loss: 0.0379 - accuracy: 0.9888 - val_loss: 0.3553 - val_accuracy: 0.8900\n",
      "Epoch 29/30\n",
      "5000/5000 [==============================] - 2s 465us/sample - loss: 0.0389 - accuracy: 0.9894 - val_loss: 0.4577 - val_accuracy: 0.8800\n",
      "Epoch 30/30\n",
      "5000/5000 [==============================] - 2s 472us/sample - loss: 0.0374 - accuracy: 0.9886 - val_loss: 0.4341 - val_accuracy: 0.8850\n",
      "CPU times: user 22min 12s, sys: 2min 20s, total: 24min 33s\n",
      "Wall time: 1min 12s\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",
    "history = model.fit(  x_train[:5000], y_train[:5000],\n",
    "                      batch_size=batch_size,\n",
    "                      epochs=epochs,\n",
    "                      verbose=1,\n",
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    "                      validation_data=(x_test[:200], y_test[:200]),\n",
    "                      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 : 0.9000\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      : 0.4549\n",
      "Test accuracy  : 0.9183\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": [
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    "## 6/ History\n",
    "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": [
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    "## 7/ 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 864x576 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",
    "\n",
    "ooo.plot_confusion_matrix(conf_mat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8/ Restore and evaluate\n",
    "### 8.1/ List saved models :"
   ]
  },
  {
   "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-0002.h5\n",
      "./run/models/model-0004.h5\n",
      "./run/models/model-0006.h5\n",
      "./run/models/model-0008.h5\n",
      "./run/models/model-0010.h5\n",
      "./run/models/model-0012.h5\n",
      "./run/models/model-0014.h5\n",
      "./run/models/model-0016.h5\n",
      "./run/models/model-0018.h5\n",
      "./run/models/model-0020.h5\n",
      "./run/models/model-0022.h5\n",
      "./run/models/model-0024.h5\n",
      "./run/models/model-0026.h5\n",
      "./run/models/model-0028.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": [
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    "### 8.2/ Restore a model :"
   "execution_count": 3,
   "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",
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    "# best_model.summary()\n",
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    "print(\"Loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "### 8.3/ Evaluate it :"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.5084\n",
      "Test accuracy  : 0.9177\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": [
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    "### 8.4/ Make a prediction :"
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   ]
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  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Output layer from model is (x100) :\n",
      "\n",
      "[[ 0.    0.01  0.07  1.31  0.01  0.    0.    0.    0.    1.47  0.02  0.    0.01  0.17 37.19\n",
      "   0.75  0.    0.23  0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.\n",
      "   0.    0.    0.05  0.05  0.7   0.55  0.05  0.   57.34  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",
      "Prediction on the left, real stuff on the right :\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x169.2 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oups, that's wrong ;-(\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(\"\\nPrediction on the left, real stuff on the right :\\n\")\n",
    "ooo.plot_images([x,x_meta[y]], [p,y], range(2),  columns=3,  x_size=3, y_size=2)\n",
    "\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": [
    "---\n",
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    "That's all folks !"
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   ]
  },
  {
   "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": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}