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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",
    " - Monitoring and understanding our model training\n",
    " - Analyze the results \n",
    " - Improving our model\n",
    " - Add recovery points\n",
    "\n",
    "\n",
    "## 1/ Import and init"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IDLE 2020 - Practical Work Module\n",
      "  Version            : 0.1.1\n",
      "  Run time           : Thursday 9 January 2020, 17:47:30\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",
    "import matplotlib.pyplot as plt\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/ Reload dataset\n",
    "Dataset is one of the saved dataset: RGB25, RGB35, L25, L35, etc.  \n",
    "First of all, we're going to use the dataset : **L25**  \n",
    "(with a GPU, it only takes 35'' compared to more than 5' with a CPU !)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset loaded (228.2 Mo)\n",
      "CPU times: user 0 ns, sys: 281 ms, total: 281 ms\n",
      "Wall time: 304 ms\n"
    "dataset ='set-24x24-L'\n",
    "\n",
    "# ---- Read dataset\n",
    "#\n",
    "filename='./data/'+dataset+'.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",
    "# ---- Dataset shape\n",
    "#\n",
    "(n,lx,ly,lz) = x_train.shape\n",
    "data_shape   = (lx, ly, lz)\n",
    "# ---- done\n",
    "print('Dataset loaded ({:.1f} Mo)\\n'.format(os.path.getsize(filename)/(1024*1024)))"
   ]
  },
  {
   "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": 6,
   "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",
      "image/png": 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\n",
       "<Figure size 864x482.4 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x291.6 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "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(6),  columns=3,  x_size=4, y_size=3)\n",
    "ooo.plot_images(x_train, y_train, range(36), columns=12, x_size=1, y_size=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4/ Create model\n",
    "Some hyperparameters :"
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
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    "batch_size  =  64\n",
    "epochs      =  16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My models :"
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_model_v1():\n",
    "    model = keras.models.Sequential()\n",
    "    model.add( keras.layers.Conv2D(96, (3,3), activation='relu', input_shape=(lx,ly,lz)))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Conv2D(192, (3, 3), activation='relu'))\n",
    "    model.add( keras.layers.MaxPooling2D((2, 2)))\n",
    "    model.add( keras.layers.Flatten()) \n",
    "    model.add( keras.layers.Dense(500, activation='relu'))\n",
    "    model.add( keras.layers.Dense(500, activation='relu'))\n",
    "    model.add( keras.layers.Dense(43, activation='softmax'))\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 22, 22, 96)        960       \n",
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      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 11, 11, 96)        0         \n",
      "_________________________________________________________________\n",
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      "conv2d_1 (Conv2D)            (None, 9, 9, 192)         166080    \n",
      "_________________________________________________________________\n",
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      "max_pooling2d_1 (MaxPooling2 (None, 4, 4, 192)         0         \n",
      "_________________________________________________________________\n",
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      "flatten (Flatten)            (None, 3072)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 500)               1536500   \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 500)               250500    \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 43)                21543     \n",
      "=================================================================\n",
      "Total params: 1,975,583\n",
      "Trainable params: 1,975,583\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# ---- The model I want to test..\n",
    "#\n",
    "model = get_model_v1()\n",
    "model.summary()\n",
    "model.compile(optimizer='adam',\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5/ Add callbacks\n",
    "Nous allons ajouter 2 callbacks :  \n",
    " - **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": 10,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 0\n"
     ]
    }
   ],
   "source": [
    "# To clean old logs and saved model, run this cell\n",
    "#\n",
    "!/bin/rm -r ./run/logs ./run/models 2>/dev/null\n",
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    "!/bin/ls -l ./run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
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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/ Run model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Train on 2000 samples, validate on 200 samples\n",
      "Epoch 1/16\n",
      "2000/2000 [==============================] - 3s 1ms/sample - loss: 3.5632 - accuracy: 0.0640 - val_loss: 3.5228 - val_accuracy: 0.0550\n",
      "Epoch 2/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 3.2333 - accuracy: 0.1465 - val_loss: 2.9074 - val_accuracy: 0.2700\n",
      "Epoch 3/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 2.4074 - accuracy: 0.3635 - val_loss: 2.0811 - val_accuracy: 0.4000\n",
      "Epoch 4/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 1.6130 - accuracy: 0.5380 - val_loss: 1.6418 - val_accuracy: 0.5050\n",
      "Epoch 5/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 1.1540 - accuracy: 0.6655 - val_loss: 1.2843 - val_accuracy: 0.6200\n",
      "Epoch 6/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.8279 - accuracy: 0.7425 - val_loss: 1.2338 - val_accuracy: 0.6200\n",
      "Epoch 7/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.6628 - accuracy: 0.7920 - val_loss: 1.0237 - val_accuracy: 0.6950\n",
      "Epoch 8/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.4743 - accuracy: 0.8625 - val_loss: 1.0610 - val_accuracy: 0.6950\n",
      "Epoch 9/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.3427 - accuracy: 0.9000 - val_loss: 0.9681 - val_accuracy: 0.7750\n",
      "Epoch 10/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.3320 - accuracy: 0.9045 - val_loss: 1.1064 - val_accuracy: 0.7650\n",
      "Epoch 11/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.2529 - accuracy: 0.9265 - val_loss: 1.2333 - val_accuracy: 0.7500\n",
      "Epoch 12/16\n",
      "2000/2000 [==============================] - 2s 1ms/sample - loss: 0.1932 - accuracy: 0.9445 - val_loss: 1.1393 - val_accuracy: 0.7450\n",
      "Epoch 13/16\n",
      "2000/2000 [==============================] - 3s 1ms/sample - loss: 0.1639 - accuracy: 0.9565 - val_loss: 1.0054 - val_accuracy: 0.8100\n",
      "Epoch 14/16\n",
      "2000/2000 [==============================] - 3s 1ms/sample - loss: 0.1337 - accuracy: 0.9655 - val_loss: 1.1250 - val_accuracy: 0.7450\n",
      "Epoch 15/16\n",
      "2000/2000 [==============================] - 3s 1ms/sample - loss: 0.0952 - accuracy: 0.9750 - val_loss: 0.9938 - val_accuracy: 0.7900\n",
      "Epoch 16/16\n",
      "2000/2000 [==============================] - 3s 1ms/sample - loss: 0.0752 - accuracy: 0.9820 - val_loss: 1.1139 - val_accuracy: 0.7900\n",
      "CPU times: user 2min 14s, sys: 46.4 s, total: 3min 1s\n",
      "Wall time: 37.8 s\n"
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    "history = model.fit(  x_train[:2000], y_train[:2000],\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": [
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    "## 6/ History\n",
    "The return of model.fit() returns us the learning history"
   "execution_count": 13,
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "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/ Restore and evaluate\n",
    "List of saved models :"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
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   "metadata": {},
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./run/models/\n",
      "./run/models/best-model.h5\n",
      "./run/models/last-model.h5\n",
      "./run/models/model-0005.h5\n",
      "./run/models/model-0010.h5\n",
      "./run/models/model-0015.h5\n"
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     ]
    }
   ],
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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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    "Restore current model :"
   "execution_count": 15,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Loaded.\n"
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     ]
    }
   ],
   "source": [
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    "best_model = tf.keras.models.load_model('./run/models/best-model.h5')\n",
    "# best_model.summary()\n",
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    "print(\"Loaded.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Evaluate it :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss      : 1.1396\n",
      "Test accuracy  : 0.8188\n"
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     ]
    }
   ],
   "source": [
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    "score = best_model.evaluate(x_test, y_test, verbose=0)\n",
    "\n",
    "print('Test loss      : {:5.4f}'.format(score[0]))\n",
    "print('Test accuracy  : {:5.4f}'.format(score[1]))"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "Make a prediction :"
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   ]
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  },
  {
   "cell_type": "code",
   "execution_count": 17,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0.   0. 100.   0.   0.   0.   0.   0.\n",
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      "    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.]]\n"
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     ]
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    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
   "source": [
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    "i   = random.randint(1,len(x_test))\n",
    "x,y = x_test[i-1:i], y_test[i]\n",
    "predictions = best_model.predict(x)\n",
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    "with np.printoptions(precision=2, suppress=True, linewidth=95):\n",
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    "    print(predictions*100)\n",
    "    \n",
    "plt.figure(figsize=(8,8))\n",
    "plt.barh(range(43), predictions[0], align='center', alpha=0.5)\n",
    "plt.xlabel('Probability')\n",
    "plt.ylabel('Class')\n",
    "plt.title('Trafic Sign prediction')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### A faire :\n",
    " - Restauration\n",
    " - Reprise apprentissage\n",
    " - Evaluation\n",
    " - Matrice de confusion\n"
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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
}