Skip to content
Snippets Groups Projects
03-Tracking-and-visualizing.ipynb 428 KiB
Newer Older
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
    "\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "# <!-- 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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    " - Monitoring and understanding our model training \n",
    " - Add recovery points\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    " - Analyze the results \n",
    " - Restore and run recovery points\n",
    "## Step 1 - Import and init"
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "\n",
       "div.warn {    \n",
       "    background-color: #fcf2f2;\n",
       "    border-color: #dFb5b4;\n",
       "    border-left: 5px solid #dfb5b4;\n",
       "    padding: 0.5em;\n",
       "    font-weight: bold;\n",
       "    font-size: 1.1em;;\n",
       "    }\n",
       "\n",
       "\n",
       "\n",
       "div.nota {    \n",
       "    background-color: #DAFFDE;\n",
       "    border-left: 5px solid #92CC99;\n",
       "    padding: 0.5em;\n",
       "    }\n",
       "\n",
       "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
       "    float:left;\n",
       "    margin-right:20px;\n",
       "    margin-top:-20px;\n",
       "    margin-bottom:20px;\n",
       "}\n",
       "div.todo{\n",
       "    font-weight: bold;\n",
       "    font-size: 1.1em;\n",
       "    margin-top:40px;\n",
       "}\n",
       "div.todo ul{\n",
       "    margin: 0.2em;\n",
       "}\n",
       "div.todo li{\n",
       "    margin-left:60px;\n",
       "    margin-top:0;\n",
       "    margin-bottom:0;\n",
       "}\n",
       "\n",
       "\n",
       "</style>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIDLE 2020 - Practical Work Module\n",
      "Version              : 0.57 DEV\n",
      "Run time             : Wednesday 9 September 2020, 16:14:47\n",
      "TensorFlow version   : 2.2.0\n",
      "Keras version        : 2.3.0-tf\n",
      "Current place        : Fidle at IDRIS\n",
      "Dataset dir          : /gpfswork/rech/mlh/commun/datasets\n",
      "Update keras cache   : Done\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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from skimage import io, transform, color\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "\n",
    "import matplotlib.pyplot as plt\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "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",
    "place, datasets_dir = ooo.init()"
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2 - Load dataset\n",
    "Dataset is one of the saved dataset: RGB25, RGB35, L25, L35, etc.  \n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "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 5.57 ms, sys: 83.5 ms, total: 89.1 ms\n",
      "Wall time: 278 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/{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')"
   ]
  },
  {
   "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": 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": {
      "image/png": "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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": 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"
   ]
  },
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
  {
   "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",
Soraya Arias's avatar
Soraya Arias committed
    "\n",
    "\n",
    "  IMPORTANT : Relaunch tensorboard on every run  \n",
    "\n",
    "**Model backup**  \n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    " 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."
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To run tensorboard, use :  --logdir ./run/logs\n"
     ]
    }
   ],
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "ooo.mkdir('./run/models')\n",
    "ooo.mkdir('./run/logs')\n",
    "\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "# ---- Callback tensorboard\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "log_dir = \"./run/logs/tb_\" + ooo.tag_now()\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
    "\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "# ---- 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')"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "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": [
      "Epoch 1/30\n",
      "613/613 [==============================] - 3s 6ms/step - loss: 1.1932 - accuracy: 0.6701 - val_loss: 0.4573 - val_accuracy: 0.8944\n",
      "Epoch 2/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.2293 - accuracy: 0.9339 - val_loss: 0.3381 - val_accuracy: 0.9166\n",
      "Epoch 3/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.1259 - accuracy: 0.9637 - val_loss: 0.2683 - val_accuracy: 0.9313\n",
      "Epoch 4/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0859 - accuracy: 0.9742 - val_loss: 0.2495 - val_accuracy: 0.9412\n",
      "Epoch 5/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0702 - accuracy: 0.9782 - val_loss: 0.2693 - val_accuracy: 0.9348\n",
      "Epoch 6/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0555 - accuracy: 0.9835 - val_loss: 0.2509 - val_accuracy: 0.9389\n",
      "Epoch 7/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0499 - accuracy: 0.9847 - val_loss: 0.2238 - val_accuracy: 0.9495\n",
      "Epoch 8/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0417 - accuracy: 0.9867 - val_loss: 0.2262 - val_accuracy: 0.9478\n",
      "Epoch 9/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0366 - accuracy: 0.9890 - val_loss: 0.2629 - val_accuracy: 0.9437\n",
      "Epoch 10/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0364 - accuracy: 0.9881 - val_loss: 0.2526 - val_accuracy: 0.9456\n",
      "Epoch 11/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0268 - accuracy: 0.9910 - val_loss: 0.2523 - val_accuracy: 0.9493\n",
      "Epoch 12/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0315 - accuracy: 0.9902 - val_loss: 0.2491 - val_accuracy: 0.9529\n",
      "Epoch 13/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0269 - accuracy: 0.9921 - val_loss: 0.2539 - val_accuracy: 0.9454\n",
      "Epoch 14/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0284 - accuracy: 0.9917 - val_loss: 0.2636 - val_accuracy: 0.9451\n",
      "Epoch 15/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0279 - accuracy: 0.9913 - val_loss: 0.2611 - val_accuracy: 0.9536\n",
      "Epoch 16/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0236 - accuracy: 0.9925 - val_loss: 0.2330 - val_accuracy: 0.9522\n",
      "Epoch 17/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0255 - accuracy: 0.9919 - val_loss: 0.2145 - val_accuracy: 0.9597\n",
      "Epoch 18/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0258 - accuracy: 0.9927 - val_loss: 0.2652 - val_accuracy: 0.9530\n",
      "Epoch 19/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0196 - accuracy: 0.9936 - val_loss: 0.2386 - val_accuracy: 0.9580\n",
      "Epoch 20/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0225 - accuracy: 0.9936 - val_loss: 0.2425 - val_accuracy: 0.9590\n",
      "Epoch 21/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0206 - accuracy: 0.9943 - val_loss: 0.2576 - val_accuracy: 0.9573\n",
      "Epoch 22/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0184 - accuracy: 0.9947 - val_loss: 0.2609 - val_accuracy: 0.9585\n",
      "Epoch 23/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0191 - accuracy: 0.9943 - val_loss: 0.2705 - val_accuracy: 0.9592\n",
      "Epoch 24/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0235 - accuracy: 0.9930 - val_loss: 0.2512 - val_accuracy: 0.9600\n",
      "Epoch 25/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0177 - accuracy: 0.9946 - val_loss: 0.2982 - val_accuracy: 0.9575\n",
      "Epoch 26/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0191 - accuracy: 0.9940 - val_loss: 0.2875 - val_accuracy: 0.9557\n",
      "Epoch 27/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0189 - accuracy: 0.9943 - val_loss: 0.2517 - val_accuracy: 0.9577\n",
      "Epoch 28/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0217 - accuracy: 0.9937 - val_loss: 0.2985 - val_accuracy: 0.9584\n",
      "Epoch 29/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0179 - accuracy: 0.9950 - val_loss: 0.3629 - val_accuracy: 0.9527\n",
      "Epoch 30/30\n",
      "613/613 [==============================] - 3s 5ms/step - loss: 0.0190 - accuracy: 0.9944 - val_loss: 0.3480 - val_accuracy: 0.9584\n",
      "CPU times: user 1min 43s, sys: 7.78 s, total: 1min 51s\n",
      "Wall time: 1min 36s\n"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "# ---- 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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "#\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "                      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 : 0.9600\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      : 0.3480\n",
      "Test accuracy  : 0.9584\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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "The return of model.fit() returns us the learning history"
   "execution_count": 11,
   "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"
    }
   ],
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "ooo.plot_history(history)"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 8 - Evaluation and confusion"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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"
    }
   ],
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
    "#y_pred   = model.predict_classes(x_test)           Deprecated after 01/01/2021 !!\n",
    "\n",
    "y_sigmoid = model.predict(x_test)\n",
    "y_pred    = np.argmax(y_sigmoid, axis=-1)\n",
    "\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)"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 9 - Restore and evaluate\n",
    "### 9.1 - List saved models :"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "!find ./run/models/"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2 - Restore a model :"
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded.\n"
     ]
    }
   ],
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "loaded_model = tf.keras.models.load_model('./run/models/best-model.h5')\n",
    "# loaded_model.summary()\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "print(\"Loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3 - Evaluate it :"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 0.3629\n",
      "Test accuracy  : 0.9527\n"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "score = loaded_model.evaluate(x_test, y_test, verbose=0)\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "\n",
    "print('Test loss      : {:5.4f}'.format(score[0]))\n",
    "print('Test accuracy  : {:5.4f}'.format(score[1]))"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.4 - Make a prediction :"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Output layer from model is (x100) :\n",
      "\n",
      "[[ 0.    0.    6.66  2.88  0.   90.39  0.    0.02  0.    0.    0.    0.    0.05  0.    0.\n",
      "   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.  ]]\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"
     ]
    }
   ],
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   "source": [
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "# ---- Get a random image\n",
    "#\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "i   = random.randint(1,len(x_test))\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "with np.printoptions(precision=2, suppress=True, linewidth=95):\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "    print(predictions*100)\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "\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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "plt.title('Trafic Sign prediction')\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "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",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "\n",
    "if p==y:\n",
    "    print(\"YEEES ! that's right!\")\n",
    "else:\n",
    "    print(\"oups, that's wrong ;-(\")"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  },
  {
   "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>"
   ]
  },
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
   ]
  }
 ],
 "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}