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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
    "\n",
    "# <!-- TITLE --> [MNIST1] - Simple classification with DNN\n",
    "<!-- DESC --> An example of classification using a dense neural network for the famous MNIST dataset\n",
    "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
    "\n",
    "## Objectives :\n",
    " - Recognizing handwritten numbers\n",
    " - Understanding the principle of a classifier DNN network \n",
    " - Implementation with Keras \n",
    "\n",
    "\n",
    "The [MNIST dataset](http://yann.lecun.com/exdb/mnist/) (Modified National Institute of Standards and Technology) is a must for Deep Learning.  \n",
    "It consists of 60,000 small images of handwritten numbers for learning and 10,000 for testing.\n",
    "\n",
    "\n",
    "## What we're going to do :\n",
    "\n",
    " - Retrieve data\n",
    " - Preparing the data\n",
    " - Create a model\n",
    " - Train the model\n",
    " - Evaluate the result\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1 - Init python stuff"
   ]
  },
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     "shell.execute_reply": "2021-01-14T07:11:42.401907Z"
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     },
     "metadata": {},
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    {
     "data": {
      "text/markdown": [
       "<br>**FIDLE 2020 - Practical Work Module**"
      ],
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      ]
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     "text": [
      "Version              : 2.0\n",
      "Notebook id          : MNIST1\n",
      "Run time             : Thursday 14 January 2021, 08:11:42\n",
      "TensorFlow version   : 2.2.0\n",
      "Keras version        : 2.3.0-tf\n",
      "Datasets dir         : /home/pjluc/datasets/fidle\n",
      "Run dir              : ./run\n",
      "Update keras cache   : False\n",
      "Save figs            : True\n",
      "Path figs            : ./run/figs\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys,os\n",
    "from importlib import reload\n",
    "\n",
    "sys.path.append('..')\n",
    "import fidle.pwk as pwk\n",
    "\n",
    "datasets_dir = pwk.init('MNIST1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2 - Retrieve data\n",
    "MNIST is one of the most famous historic dataset.  \n",
    "Include in [Keras datasets](https://www.tensorflow.org/api_docs/python/tf/keras/datasets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:42.405201Z",
     "iopub.status.busy": "2021-01-14T07:11:42.404766Z",
     "iopub.status.idle": "2021-01-14T07:11:42.616713Z",
     "shell.execute_reply": "2021-01-14T07:11:42.616979Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train :  (60000, 28, 28)\n",
      "y_train :  (60000,)\n",
      "x_test  :  (10000, 28, 28)\n",
      "y_test  :  (10000,)\n"
     ]
    }
   ],
   "source": [
    "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n",
    "\n",
    "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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3 - Preparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:42.620358Z",
     "iopub.status.busy": "2021-01-14T07:11:42.620040Z",
     "iopub.status.idle": "2021-01-14T07:11:42.829269Z",
     "shell.execute_reply": "2021-01-14T07:11:42.828948Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before normalization : Min=0, max=255\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After normalization  : Min=0.0, max=1.0\n"
     ]
    }
   ],
   "source": [
    "print('Before normalization : Min={}, max={}'.format(x_train.min(),x_train.max()))\n",
    "\n",
    "xmax=x_train.max()\n",
    "x_train = x_train / xmax\n",
    "x_test  = x_test  / xmax\n",
    "\n",
    "print('After normalization  : Min={}, max={}'.format(x_train.min(),x_train.max()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Have a look"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:42.832752Z",
     "iopub.status.busy": "2021-01-14T07:11:42.832434Z",
     "iopub.status.idle": "2021-01-14T07:11:45.845534Z",
     "shell.execute_reply": "2021-01-14T07:11:45.845240Z"
    }
   },
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 4320x385.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-02-many-digits</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x291.6 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pwk.plot_images(x_train, y_train, [27],  x_size=5,y_size=5, colorbar=True, save_as='01-one-digit')\n",
    "pwk.plot_images(x_train, y_train, range(5,41), columns=12, save_as='02-many-digits')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 - Create model\n",
    "About informations about : \n",
    " - [Optimizer](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers)\n",
    " - [Activation](https://www.tensorflow.org/api_docs/python/tf/keras/activations)\n",
    " - [Loss](https://www.tensorflow.org/api_docs/python/tf/keras/losses)\n",
    " - [Metrics](https://www.tensorflow.org/api_docs/python/tf/keras/metrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:45.850610Z",
     "iopub.status.busy": "2021-01-14T07:11:45.850274Z",
     "iopub.status.idle": "2021-01-14T07:11:45.889160Z",
     "shell.execute_reply": "2021-01-14T07:11:45.889428Z"
    }
   },
   "outputs": [],
   "source": [
    "hidden1     = 100\n",
    "hidden2     = 100\n",
    "\n",
    "model = keras.Sequential([\n",
    "    keras.layers.Input((28,28)),\n",
    "    keras.layers.Flatten(),\n",
    "    keras.layers.Dense( hidden1, activation='relu'),\n",
    "    keras.layers.Dense( hidden2, activation='relu'),\n",
    "    keras.layers.Dense( 10,      activation='softmax')\n",
    "])\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5 - Train the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:45.892862Z",
     "iopub.status.busy": "2021-01-14T07:11:45.892530Z",
     "iopub.status.idle": "2021-01-14T07:11:54.138929Z",
     "shell.execute_reply": "2021-01-14T07:11:54.139306Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/16\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 2.3057 - accuracy: 0.1074"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14/118 [==>...........................] - ETA: 0s - loss: 1.8231 - accuracy: 0.5212"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "112/118 [===========================>..] - ETA: 0s - loss: 0.5996 - accuracy: 0.8391"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 1s 5ms/step - loss: 0.5845 - accuracy: 0.8427 - val_loss: 0.2623 - val_accuracy: 0.9226\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 2/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.2776 - accuracy: 0.9062"
     ]
    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57/118 [=============>................] - ETA: 0s - loss: 0.2356 - accuracy: 0.9324"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71/118 [=================>............] - ETA: 0s - loss: 0.2319 - accuracy: 0.9335"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85/118 [====================>.........] - ETA: 0s - loss: 0.2262 - accuracy: 0.9351"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99/118 [========================>.....] - ETA: 0s - loss: 0.2220 - accuracy: 0.9366"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "113/118 [===========================>..] - ETA: 0s - loss: 0.2181 - accuracy: 0.9378"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 1s 4ms/step - loss: 0.2163 - accuracy: 0.9382 - val_loss: 0.1891 - val_accuracy: 0.9446\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 3/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.2315 - accuracy: 0.9434"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.1841 - accuracy: 0.9471"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29/118 [======>.......................] - ETA: 0s - loss: 0.1805 - accuracy: 0.9489"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 43/118 [=========>....................] - ETA: 0s - loss: 0.1746 - accuracy: 0.9504"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 56/118 [=============>................] - ETA: 0s - loss: 0.1704 - accuracy: 0.9510"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 70/118 [================>.............] - ETA: 0s - loss: 0.1677 - accuracy: 0.9518"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 84/118 [====================>.........] - ETA: 0s - loss: 0.1661 - accuracy: 0.9521"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98/118 [=======================>......] - ETA: 0s - loss: 0.1634 - accuracy: 0.9528"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "113/118 [===========================>..] - ETA: 0s - loss: 0.1612 - accuracy: 0.9533"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.1603 - accuracy: 0.9535 - val_loss: 0.1489 - val_accuracy: 0.9560\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 4/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.1128 - accuracy: 0.9746"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.1480 - accuracy: 0.9590"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29/118 [======>.......................] - ETA: 0s - loss: 0.1364 - accuracy: 0.9630"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 43/118 [=========>....................] - ETA: 0s - loss: 0.1375 - accuracy: 0.9623"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57/118 [=============>................] - ETA: 0s - loss: 0.1350 - accuracy: 0.9623"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71/118 [=================>............] - ETA: 0s - loss: 0.1353 - accuracy: 0.9618"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85/118 [====================>.........] - ETA: 0s - loss: 0.1339 - accuracy: 0.9621"
     ]
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    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99/118 [========================>.....] - ETA: 0s - loss: 0.1313 - accuracy: 0.9627"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "114/118 [===========================>..] - ETA: 0s - loss: 0.1291 - accuracy: 0.9632"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.1289 - accuracy: 0.9632 - val_loss: 0.1295 - val_accuracy: 0.9602\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 5/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0794 - accuracy: 0.9805"
     ]
    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 49/118 [===========>..................] - ETA: 0s - loss: 0.1091 - accuracy: 0.9689"
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    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 64/118 [===============>..............] - ETA: 0s - loss: 0.1087 - accuracy: 0.9688"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 79/118 [===================>..........] - ETA: 0s - loss: 0.1088 - accuracy: 0.9688"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95/118 [=======================>......] - ETA: 0s - loss: 0.1076 - accuracy: 0.9688"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "110/118 [==========================>...] - ETA: 0s - loss: 0.1084 - accuracy: 0.9687"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.1088 - accuracy: 0.9685 - val_loss: 0.1109 - val_accuracy: 0.9661\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 6/16\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0888 - accuracy: 0.9785"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14/118 [==>...........................] - ETA: 0s - loss: 0.1022 - accuracy: 0.9694"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 28/118 [======>.......................] - ETA: 0s - loss: 0.0975 - accuracy: 0.9711"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 42/118 [=========>....................] - ETA: 0s - loss: 0.0946 - accuracy: 0.9720"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57/118 [=============>................] - ETA: 0s - loss: 0.0947 - accuracy: 0.9725"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 72/118 [=================>............] - ETA: 0s - loss: 0.0961 - accuracy: 0.9721"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 87/118 [=====================>........] - ETA: 0s - loss: 0.0952 - accuracy: 0.9723"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102/118 [========================>.....] - ETA: 0s - loss: 0.0945 - accuracy: 0.9724"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "117/118 [============================>.] - ETA: 0s - loss: 0.0937 - accuracy: 0.9726"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0936 - accuracy: 0.9727 - val_loss: 0.1040 - val_accuracy: 0.9688\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 7/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.1124 - accuracy: 0.9629"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0834 - accuracy: 0.9742"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99/118 [========================>.....] - ETA: 0s - loss: 0.0829 - accuracy: 0.9760"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "113/118 [===========================>..] - ETA: 0s - loss: 0.0822 - accuracy: 0.9760"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 1s 4ms/step - loss: 0.0816 - accuracy: 0.9762 - val_loss: 0.0959 - val_accuracy: 0.9707\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 8/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0853 - accuracy: 0.9766"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0697 - accuracy: 0.9799"
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    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
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    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "105/118 [=========================>....] - ETA: 0s - loss: 0.0703 - accuracy: 0.9794"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0708 - accuracy: 0.9793 - val_loss: 0.0917 - val_accuracy: 0.9711\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 9/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0478 - accuracy: 0.9863"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0567 - accuracy: 0.9835"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 59/118 [==============>...............] - ETA: 0s - loss: 0.0595 - accuracy: 0.9834"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75/118 [==================>...........] - ETA: 0s - loss: 0.0599 - accuracy: 0.9828"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91/118 [======================>.......] - ETA: 0s - loss: 0.0615 - accuracy: 0.9826"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "106/118 [=========================>....] - ETA: 0s - loss: 0.0614 - accuracy: 0.9823"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0618 - accuracy: 0.9821 - val_loss: 0.0875 - val_accuracy: 0.9740\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 0.9922"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0553 - accuracy: 0.9857"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 45/118 [==========>...................] - ETA: 0s - loss: 0.0551 - accuracy: 0.9848"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 60/118 [==============>...............] - ETA: 0s - loss: 0.0544 - accuracy: 0.9846"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75/118 [==================>...........] - ETA: 0s - loss: 0.0554 - accuracy: 0.9843"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 90/118 [=====================>........] - ETA: 0s - loss: 0.0557 - accuracy: 0.9843"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "105/118 [=========================>....] - ETA: 0s - loss: 0.0556 - accuracy: 0.9843"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.9843 - val_loss: 0.0869 - val_accuracy: 0.9733\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 11/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0294 - accuracy: 0.9980"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0444 - accuracy: 0.9891"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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    },
    {
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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     ]
    },
    {
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "114/118 [===========================>..] - ETA: 0s - loss: 0.0487 - accuracy: 0.9859"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0490 - accuracy: 0.9859 - val_loss: 0.0848 - val_accuracy: 0.9725\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 12/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0283 - accuracy: 0.9883"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0411 - accuracy: 0.9882"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 30/118 [======>.......................] - ETA: 0s - loss: 0.0439 - accuracy: 0.9876"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 46/118 [==========>...................] - ETA: 0s - loss: 0.0434 - accuracy: 0.9879"
     ]
    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 62/118 [==============>...............] - ETA: 0s - loss: 0.0430 - accuracy: 0.9882"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 77/118 [==================>...........] - ETA: 0s - loss: 0.0437 - accuracy: 0.9879"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 93/118 [======================>.......] - ETA: 0s - loss: 0.0442 - accuracy: 0.9877"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "109/118 [==========================>...] - ETA: 0s - loss: 0.0440 - accuracy: 0.9877"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0447 - accuracy: 0.9876 - val_loss: 0.0823 - val_accuracy: 0.9732\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 13/16\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0367 - accuracy: 0.9863"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\r",
      " 16/118 [===>..........................] - ETA: 0s - loss: 0.0412 - accuracy: 0.9868"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 31/118 [======>.......................] - ETA: 0s - loss: 0.0397 - accuracy: 0.9879"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 46/118 [==========>...................] - ETA: 0s - loss: 0.0379 - accuracy: 0.9886"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 61/118 [==============>...............] - ETA: 0s - loss: 0.0390 - accuracy: 0.9882"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 76/118 [==================>...........] - ETA: 0s - loss: 0.0398 - accuracy: 0.9881"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91/118 [======================>.......] - ETA: 0s - loss: 0.0405 - accuracy: 0.9879"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "106/118 [=========================>....] - ETA: 0s - loss: 0.0400 - accuracy: 0.9879"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0404 - accuracy: 0.9880 - val_loss: 0.0821 - val_accuracy: 0.9745\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 14/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0312 - accuracy: 0.9922"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0346 - accuracy: 0.9914"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29/118 [======>.......................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9908"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 44/118 [==========>...................] - ETA: 0s - loss: 0.0348 - accuracy: 0.9906"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 59/118 [==============>...............] - ETA: 0s - loss: 0.0338 - accuracy: 0.9909"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 74/118 [=================>............] - ETA: 0s - loss: 0.0347 - accuracy: 0.9906"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 89/118 [=====================>........] - ETA: 0s - loss: 0.0355 - accuracy: 0.9903"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "104/118 [=========================>....] - ETA: 0s - loss: 0.0357 - accuracy: 0.9902"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0367 - accuracy: 0.9898 - val_loss: 0.0826 - val_accuracy: 0.9745\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 15/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0440 - accuracy: 0.9941"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15/118 [==>...........................] - ETA: 0s - loss: 0.0309 - accuracy: 0.9917"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29/118 [======>.......................] - ETA: 0s - loss: 0.0335 - accuracy: 0.9906"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 43/118 [=========>....................] - ETA: 0s - loss: 0.0332 - accuracy: 0.9901"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57/118 [=============>................] - ETA: 0s - loss: 0.0327 - accuracy: 0.9904"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71/118 [=================>............] - ETA: 0s - loss: 0.0330 - accuracy: 0.9905"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85/118 [====================>.........] - ETA: 0s - loss: 0.0330 - accuracy: 0.9906"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99/118 [========================>.....] - ETA: 0s - loss: 0.0329 - accuracy: 0.9906"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "113/118 [===========================>..] - ETA: 0s - loss: 0.0327 - accuracy: 0.9906"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0326 - accuracy: 0.9907 - val_loss: 0.0758 - val_accuracy: 0.9769\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 16/16\n",
      "\r",
      "  1/118 [..............................] - ETA: 0s - loss: 0.0309 - accuracy: 0.9941"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14/118 [==>...........................] - ETA: 0s - loss: 0.0271 - accuracy: 0.9936"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29/118 [======>.......................] - ETA: 0s - loss: 0.0246 - accuracy: 0.9936"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 44/118 [==========>...................] - ETA: 0s - loss: 0.0265 - accuracy: 0.9929"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 59/118 [==============>...............] - ETA: 0s - loss: 0.0262 - accuracy: 0.9932"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75/118 [==================>...........] - ETA: 0s - loss: 0.0270 - accuracy: 0.9930"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91/118 [======================>.......] - ETA: 0s - loss: 0.0268 - accuracy: 0.9930"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "107/118 [==========================>...] - ETA: 0s - loss: 0.0274 - accuracy: 0.9928"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "118/118 [==============================] - 0s 4ms/step - loss: 0.0278 - accuracy: 0.9926 - val_loss: 0.0800 - val_accuracy: 0.9756\n"
     ]
    }
   ],
   "source": [
    "batch_size  = 512\n",
    "epochs      =  16\n",
    "\n",
    "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))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 6 - Evaluate\n",
    "### 6.1 - Final loss and accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:54.142442Z",
     "iopub.status.busy": "2021-01-14T07:11:54.142096Z",
     "iopub.status.idle": "2021-01-14T07:11:54.411581Z",
     "shell.execute_reply": "2021-01-14T07:11:54.411880Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss     : 0.0799570381641388\n",
      "Test accuracy : 0.975600004196167\n"
     ]
    }
   ],
   "source": [
    "score = model.evaluate(x_test, y_test, verbose=0)\n",
    "\n",
    "print('Test loss     :', score[0])\n",
    "print('Test accuracy :', score[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 - Plot history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:54.415628Z",
     "iopub.status.busy": "2021-01-14T07:11:54.415112Z",
     "iopub.status.idle": "2021-01-14T07:11:54.897515Z",
     "shell.execute_reply": "2021-01-14T07:11:54.897170Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-03-history_0</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-03-history_1</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pwk.plot_history(history, figsize=(6,4), save_as='03-history')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3 - Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:11:54.900826Z",
     "iopub.status.busy": "2021-01-14T07:11:54.900459Z",
     "iopub.status.idle": "2021-01-14T07:12:08.974659Z",
     "shell.execute_reply": "2021-01-14T07:12:08.975002Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-04-predictions</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1652.4 with 200 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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",
    "pwk.plot_images(x_test, y_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=y_pred, save_as='04-predictions')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.4 - Plot some errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:12:08.981892Z",
     "iopub.status.busy": "2021-01-14T07:12:08.981496Z",
     "iopub.status.idle": "2021-01-14T07:12:11.308076Z",
     "shell.execute_reply": "2021-01-14T07:12:11.307732Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-05-some-errors</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x507.6 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "errors=[ i for i in range(len(x_test)) if y_pred[i]!=y_test[i] ]\n",
    "errors=errors[:min(24,len(errors))]\n",
    "pwk.plot_images(x_test, y_test, errors[:15], columns=6, x_size=2, y_size=2, y_pred=y_pred, save_as='05-some-errors')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:12:11.311054Z",
     "iopub.status.busy": "2021-01-14T07:12:11.310677Z",
     "iopub.status.idle": "2021-01-14T07:12:12.940150Z",
     "shell.execute_reply": "2021-01-14T07:12:12.939857Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"comment\">Saved: ./run/figs/MNIST1-06-confusion-matrix</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pwk.plot_confusion_matrix(y_test,y_pred,range(10),normalize=True, save_as='06-confusion-matrix')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-01-14T07:12:12.943270Z",
     "iopub.status.busy": "2021-01-14T07:12:12.942791Z",
     "iopub.status.idle": "2021-01-14T07:12:12.946491Z",
     "shell.execute_reply": "2021-01-14T07:12:12.946761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End time is : Thursday 14 January 2021, 08:12:12\n",
      "Duration is : 00:00:31 548ms\n",
      "This notebook ends here\n"
     ]
    }
   ],
   "source": [
    "pwk.end()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"todo\">\n",
    "    A few things you can do for fun:\n",
    "    <ul>\n",
    "        <li>Changing the network architecture (layers, number of neurons, etc.)</li>\n",
    "        <li>Display a summary of the network</li>\n",
    "        <li>Retrieve and display the softmax output of the network, to evaluate its \"doubts\".</li>\n",
    "    </ul>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
   ]
  }
 ],
 "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}