cnn-128_patched_size.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras import layers\n",
    "from keras import models\n",
    "import os\n",
    "\n",
    "base_dir='C:/Users/user/Desktop/128'\n",
    "train_dir=os.path.join(base_dir,'Train')\n",
    "test_dir=os.path.join(base_dir,'Test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\user\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n",
      "WARNING:tensorflow:From C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 126, 126, 8)       224       \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 126, 126, 8)       0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 42, 42, 8)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 40, 40, 16)        1168      \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 40, 40, 16)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 20, 20, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 18, 18, 32)        4640      \n",
      "_________________________________________________________________\n",
      "activation_3 (Activation)    (None, 18, 18, 32)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 9, 9, 32)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 7, 7, 16)          4624      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2 (None, 2, 2, 16)          0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 2, 2, 16)          0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 64)                4160      \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 4)                 260       \n",
      "=================================================================\n",
      "Total params: 15,076\n",
      "Trainable params: 15,076\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model=models.Sequential()\n",
    "\n",
    "#1\n",
    "model.add(layers.Conv2D(8,(3,3),input_shape=(128,128,3)))\n",
    "#2,3        \n",
    "model.add(layers.Activation('relu'))\n",
    "model.add(layers.MaxPooling2D((3,3)))\n",
    "model.add(layers.Conv2D(16,(3,3)))\n",
    "#4,5\n",
    "model.add(layers.Activation('relu'))\n",
    "model.add(layers.MaxPooling2D((2,2)))\n",
    "model.add(layers.Conv2D(32,(3,3)))\n",
    "#6,7,8,9,10\n",
    "model.add(layers.Activation('relu'))\n",
    "model.add(layers.MaxPooling2D((2,2)))\n",
    "model.add(layers.Conv2D(16,(3,3)))\n",
    "model.add(layers.MaxPooling2D((3,3)))\n",
    "\n",
    "model.add(layers.Dropout(0.5))\n",
    "model.add(layers.Flatten())\n",
    "model.add(layers.Dense(64,activation='relu'))\n",
    "model.add(layers.Dense(4,activation='softmax'))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(loss='categorical_crossentropy',\n",
    "              optimizer='adam',\n",
    "              metrics=['acc'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "train_datagen=ImageDataGenerator(rescale = 1./255,\n",
    "                                 rotation_range=90, \n",
    "                                   horizontal_flip = True,\n",
    "                                vertical_flip=True)\n",
    "test_datagen = ImageDataGenerator(rescale = 1./255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 63936 images belonging to 4 classes.\n",
      "Found 13632 images belonging to 4 classes.\n"
     ]
    }
   ],
   "source": [
    "train_generator=train_datagen.flow_from_directory(\n",
    "                                                  train_dir,\n",
    "                                                  target_size=(128,128),\n",
    "                                                  batch_size=32,\n",
    "                                                  class_mode='categorical')\n",
    "test_generator=test_datagen.flow_from_directory(\n",
    "                                                  test_dir,\n",
    "                                                  target_size=(128,128),\n",
    "                                                  batch_size=32,\n",
    "                                                  class_mode='categorical')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data batch shape: (32, 128, 128, 3)\n",
      "labels batch shape: (32, 4)\n"
     ]
    }
   ],
   "source": [
    "for data_batch,labels_batch in train_generator:\n",
    "    print('data batch shape:',data_batch.shape)\n",
    "    print('labels batch shape:',labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\user\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "Epoch 1/50\n",
      " 175/1998 [=>............................] - ETA: 16:37 - loss: 1.3272 - acc: 0.3123"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112839). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 177/1998 [=>............................] - ETA: 16:36 - loss: 1.3273 - acc: 0.3130"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128216). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 179/1998 [=>............................] - ETA: 16:35 - loss: 1.3265 - acc: 0.3135"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107633). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 202/1998 [==>...........................] - ETA: 16:26 - loss: 1.3213 - acc: 0.3218"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123008). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 203/1998 [==>...........................] - ETA: 16:26 - loss: 1.3207 - acc: 0.3225"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107632). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 262/1998 [==>...........................] - ETA: 16:12 - loss: 1.3125 - acc: 0.3390"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115072). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 269/1998 [===>..........................] - ETA: 16:09 - loss: 1.3111 - acc: 0.3396"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106640). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 311/1998 [===>..........................] - ETA: 15:47 - loss: 1.3058 - acc: 0.3466"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106392). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 319/1998 [===>..........................] - ETA: 15:44 - loss: 1.3038 - acc: 0.3481"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106143). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 332/1998 [===>..........................] - ETA: 15:39 - loss: 1.2996 - acc: 0.3518"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130696). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 532/1998 [======>.......................] - ETA: 13:55 - loss: 1.2716 - acc: 0.3792"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100936). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 534/1998 [=======>......................] - ETA: 13:54 - loss: 1.2712 - acc: 0.3797"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131936). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 595/1998 [=======>......................] - ETA: 13:20 - loss: 1.2633 - acc: 0.3873"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115320). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 596/1998 [=======>......................] - ETA: 13:20 - loss: 1.2634 - acc: 0.3873"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138384). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 650/1998 [========>.....................] - ETA: 12:49 - loss: 1.2580 - acc: 0.3911"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105400). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 659/1998 [========>.....................] - ETA: 12:44 - loss: 1.2569 - acc: 0.3923"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104656). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 661/1998 [========>.....................] - ETA: 12:43 - loss: 1.2567 - acc: 0.3925"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136152). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 763/1998 [==========>...................] - ETA: 11:46 - loss: 1.2502 - acc: 0.3983"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107384). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 780/1998 [==========>...................] - ETA: 11:36 - loss: 1.2486 - acc: 0.3998"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104905). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 781/1998 [==========>...................] - ETA: 11:35 - loss: 1.2486 - acc: 0.3998"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120033). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 783/1998 [==========>...................] - ETA: 11:34 - loss: 1.2485 - acc: 0.4000"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135160). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 784/1998 [==========>...................] - ETA: 11:33 - loss: 1.2484 - acc: 0.4001"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.158472). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 787/1998 [==========>...................] - ETA: 11:32 - loss: 1.2481 - acc: 0.4008"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120032). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 870/1998 [============>.................] - ETA: 10:46 - loss: 1.2423 - acc: 0.4056"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108376). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 875/1998 [============>.................] - ETA: 10:43 - loss: 1.2420 - acc: 0.4060"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106639). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 941/1998 [=============>................] - ETA: 10:06 - loss: 1.2372 - acc: 0.4097"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103664). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 946/1998 [=============>................] - ETA: 10:03 - loss: 1.2366 - acc: 0.4105"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124248). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 949/1998 [=============>................] - ETA: 10:01 - loss: 1.2363 - acc: 0.4108"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127968). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 952/1998 [=============>................] - ETA: 10:00 - loss: 1.2361 - acc: 0.4108"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136896). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 953/1998 [=============>................] - ETA: 9:59 - loss: 1.2360 - acc: 0.4110 "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129208). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 954/1998 [=============>................] - ETA: 9:58 - loss: 1.2358 - acc: 0.4111"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121520). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 995/1998 [=============>................] - ETA: 9:35 - loss: 1.2321 - acc: 0.4142"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111352). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 996/1998 [=============>................] - ETA: 9:35 - loss: 1.2321 - acc: 0.4143"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102176). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1058/1998 [==============>...............] - ETA: 8:59 - loss: 1.2280 - acc: 0.4181"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109864). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1059/1998 [==============>...............] - ETA: 8:59 - loss: 1.2280 - acc: 0.4181"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128712). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1061/1998 [==============>...............] - ETA: 8:58 - loss: 1.2277 - acc: 0.4184"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139128). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1063/1998 [==============>...............] - ETA: 8:56 - loss: 1.2276 - acc: 0.4184"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146816). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1064/1998 [==============>...............] - ETA: 8:56 - loss: 1.2275 - acc: 0.4186"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.151032). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1067/1998 [===============>..............] - ETA: 8:54 - loss: 1.2272 - acc: 0.4187"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137640). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1068/1998 [===============>..............] - ETA: 8:54 - loss: 1.2271 - acc: 0.4189"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125489). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1092/1998 [===============>..............] - ETA: 8:40 - loss: 1.2251 - acc: 0.4202"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105152). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1147/1998 [================>.............] - ETA: 8:09 - loss: 1.2205 - acc: 0.4239"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105401). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1149/1998 [================>.............] - ETA: 8:08 - loss: 1.2204 - acc: 0.4239"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120776). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1150/1998 [================>.............] - ETA: 8:07 - loss: 1.2203 - acc: 0.4240"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113088). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1210/1998 [=================>............] - ETA: 7:33 - loss: 1.2160 - acc: 0.4272"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103168). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1251/1998 [=================>............] - ETA: 7:09 - loss: 1.2125 - acc: 0.4300"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115321). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1253/1998 [=================>............] - ETA: 7:08 - loss: 1.2123 - acc: 0.4301"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138632). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1255/1998 [=================>............] - ETA: 7:07 - loss: 1.2122 - acc: 0.4302"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115568). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1376/1998 [===================>..........] - ETA: 5:57 - loss: 1.2030 - acc: 0.4364"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107631). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1426/1998 [====================>.........] - ETA: 5:28 - loss: 1.1995 - acc: 0.4396"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106144). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1473/1998 [=====================>........] - ETA: 5:01 - loss: 1.1971 - acc: 0.4413"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101680). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1514/1998 [=====================>........] - ETA: 4:37 - loss: 1.1948 - acc: 0.4430"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114328). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1520/1998 [=====================>........] - ETA: 4:34 - loss: 1.1945 - acc: 0.4433"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130697). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1570/1998 [======================>.......] - ETA: 4:05 - loss: 1.1920 - acc: 0.4452"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100192). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1572/1998 [======================>.......] - ETA: 4:04 - loss: 1.1921 - acc: 0.4452"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.142104). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1573/1998 [======================>.......] - ETA: 4:03 - loss: 1.1919 - acc: 0.4452"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.158739). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1575/1998 [======================>.......] - ETA: 4:02 - loss: 1.1918 - acc: 0.4454"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.150555). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1579/1998 [======================>.......] - ETA: 4:00 - loss: 1.1913 - acc: 0.4458"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112115). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1597/1998 [======================>.......] - ETA: 3:50 - loss: 1.1906 - acc: 0.4466"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109616). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1610/1998 [=======================>......] - ETA: 3:42 - loss: 1.1898 - acc: 0.4472"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124496). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1695/1998 [========================>.....] - ETA: 2:54 - loss: 1.1850 - acc: 0.4513"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118048). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1697/1998 [========================>.....] - ETA: 2:53 - loss: 1.1847 - acc: 0.4514"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108872). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1699/1998 [========================>.....] - ETA: 2:51 - loss: 1.1847 - acc: 0.4514"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101184). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1715/1998 [========================>.....] - ETA: 2:42 - loss: 1.1839 - acc: 0.4523"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146587). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1772/1998 [=========================>....] - ETA: 2:10 - loss: 1.1802 - acc: 0.4549"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102672). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1910/1998 [===========================>..] - ETA: 50s - loss: 1.1725 - acc: 0.4616"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117056). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1940/1998 [============================>.] - ETA: 33s - loss: 1.1719 - acc: 0.4621"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111848). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1941/1998 [============================>.] - ETA: 32s - loss: 1.1718 - acc: 0.4622"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127224). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1948/1998 [============================>.] - ETA: 28s - loss: 1.1716 - acc: 0.4624"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141112). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 1239s 620ms/step - loss: 1.1700 - acc: 0.4637 - val_loss: 1.7343 - val_acc: 0.3854\n",
      "Epoch 2/50\n",
      "  32/1998 [..............................] - ETA: 11:39 - loss: 1.0834 - acc: 0.5391"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101929). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  68/1998 [>.............................] - ETA: 13:14 - loss: 1.0652 - acc: 0.5437"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100440). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  73/1998 [>.............................] - ETA: 13:19 - loss: 1.0687 - acc: 0.5398"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100688). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 122/1998 [>.............................] - ETA: 13:33 - loss: 1.0716 - acc: 0.5382"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121272). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 219/1998 [==>...........................] - ETA: 13:15 - loss: 1.0829 - acc: 0.5340"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112841). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 275/1998 [===>..........................] - ETA: 12:53 - loss: 1.0734 - acc: 0.5407"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105647). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 318/1998 [===>..........................] - ETA: 12:35 - loss: 1.0739 - acc: 0.5416"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106888). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 320/1998 [===>..........................] - ETA: 12:34 - loss: 1.0735 - acc: 0.5420"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139376). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 355/1998 [====>.........................] - ETA: 12:20 - loss: 1.0735 - acc: 0.5413"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113335). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 388/1998 [====>.........................] - ETA: 12:06 - loss: 1.0693 - acc: 0.5428"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109366). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 389/1998 [====>.........................] - ETA: 12:05 - loss: 1.0692 - acc: 0.5428"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123503). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 394/1998 [====>.........................] - ETA: 12:03 - loss: 1.0697 - acc: 0.5430"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103416). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 397/1998 [====>.........................] - ETA: 12:02 - loss: 1.0700 - acc: 0.5428"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114080). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 445/1998 [=====>........................] - ETA: 11:41 - loss: 1.0700 - acc: 0.5420"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119784). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 483/1998 [======>.......................] - ETA: 11:25 - loss: 1.0698 - acc: 0.5422"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105896). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 503/1998 [======>.......................] - ETA: 11:16 - loss: 1.0708 - acc: 0.5423"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120777). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 512/1998 [======>.......................] - ETA: 11:12 - loss: 1.0713 - acc: 0.5413"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101928). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 515/1998 [======>.......................] - ETA: 11:11 - loss: 1.0708 - acc: 0.5416"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117304). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 521/1998 [======>.......................] - ETA: 11:08 - loss: 1.0714 - acc: 0.5416"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123504). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 522/1998 [======>.......................] - ETA: 11:07 - loss: 1.0718 - acc: 0.5412"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106887). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 530/1998 [======>.......................] - ETA: 11:04 - loss: 1.0715 - acc: 0.5419"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108128). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 587/1998 [=======>......................] - ETA: 10:39 - loss: 1.0738 - acc: 0.5413"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103665). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 714/1998 [=========>....................] - ETA: 9:42 - loss: 1.0711 - acc: 0.5410"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109368). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 719/1998 [=========>....................] - ETA: 9:39 - loss: 1.0710 - acc: 0.5411"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119537). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 722/1998 [=========>....................] - ETA: 9:38 - loss: 1.0707 - acc: 0.5415"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133177). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 726/1998 [=========>....................] - ETA: 9:36 - loss: 1.0705 - acc: 0.5417"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102425). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 853/1998 [===========>..................] - ETA: 8:40 - loss: 1.0668 - acc: 0.5430"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114824). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 862/1998 [===========>..................] - ETA: 8:36 - loss: 1.0666 - acc: 0.5428"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123007). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1061/1998 [==============>...............] - ETA: 7:06 - loss: 1.0621 - acc: 0.5458"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113089). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1066/1998 [===============>..............] - ETA: 7:04 - loss: 1.0617 - acc: 0.5461"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109865). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1078/1998 [===============>..............] - ETA: 6:58 - loss: 1.0621 - acc: 0.5456"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103415). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114823). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1129/1998 [===============>..............] - ETA: 6:35 - loss: 1.0612 - acc: 0.5463"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114576). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1472/1998 [=====================>........] - ETA: 3:59 - loss: 1.0505 - acc: 0.5514"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104408). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1548/1998 [======================>.......] - ETA: 3:25 - loss: 1.0473 - acc: 0.5531"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129457). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1555/1998 [======================>.......] - ETA: 3:22 - loss: 1.0471 - acc: 0.5533"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132680). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1556/1998 [======================>.......] - ETA: 3:21 - loss: 1.0469 - acc: 0.5534"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132928). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1558/1998 [======================>.......] - ETA: 3:20 - loss: 1.0470 - acc: 0.5534"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127225). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1561/1998 [======================>.......] - ETA: 3:19 - loss: 1.0468 - acc: 0.5535"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116313). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1591/1998 [======================>.......] - ETA: 3:05 - loss: 1.0463 - acc: 0.5538"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126480). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 965s 483ms/step - loss: 1.0399 - acc: 0.5551 - val_loss: 1.7531 - val_acc: 0.3275\n",
      "Epoch 3/50\n",
      "  46/1998 [..............................] - ETA: 12:09 - loss: 0.9512 - acc: 0.6080 ETA: 2:54 - "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103912). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  76/1998 [>.............................] - ETA: 12:55 - loss: 0.9587 - acc: 0.6057"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146072). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      "  77/1998 [>.............................] - ETA: 12:56 - loss: 0.9559 - acc: 0.6067"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.153760). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  80/1998 [>.............................] - ETA: 12:57 - loss: 0.9565 - acc: 0.6082"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.147064). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      "  81/1998 [>.............................] - ETA: 12:59 - loss: 0.9553 - acc: 0.6092"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132432). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  91/1998 [>.............................] - ETA: 13:03 - loss: 0.9632 - acc: 0.6027"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108624). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 132/1998 [>.............................] - ETA: 13:06 - loss: 0.9694 - acc: 0.5959"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129704). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 133/1998 [>.............................] - ETA: 13:06 - loss: 0.9694 - acc: 0.5963"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134912). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 135/1998 [=>............................] - ETA: 13:06 - loss: 0.9716 - acc: 0.5942"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126232). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 136/1998 [=>............................] - ETA: 13:06 - loss: 0.9711 - acc: 0.5944"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119040). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 142/1998 [=>............................] - ETA: 13:06 - loss: 0.9685 - acc: 0.5971"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135655). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 143/1998 [=>............................] - ETA: 13:05 - loss: 0.9694 - acc: 0.5970"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128463). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 144/1998 [=>............................] - ETA: 13:05 - loss: 0.9686 - acc: 0.5977"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112344). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 199/1998 [=>............................] - ETA: 12:53 - loss: 0.9605 - acc: 0.5974"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104160). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 506/1998 [======>.......................] - ETA: 10:55 - loss: 0.9771 - acc: 0.5890"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134168). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 509/1998 [======>.......................] - ETA: 10:54 - loss: 0.9771 - acc: 0.5891"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133424). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 510/1998 [======>.......................] - ETA: 10:54 - loss: 0.9770 - acc: 0.5891"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128464). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 512/1998 [======>.......................] - ETA: 10:53 - loss: 0.9777 - acc: 0.5889"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117552). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 518/1998 [======>.......................] - ETA: 10:51 - loss: 0.9782 - acc: 0.5885"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109615). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 520/1998 [======>.......................] - ETA: 10:50 - loss: 0.9787 - acc: 0.5882"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111103). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 524/1998 [======>.......................] - ETA: 10:48 - loss: 0.9796 - acc: 0.5878"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118791). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 701/1998 [=========>....................] - ETA: 9:32 - loss: 0.9789 - acc: 0.5875"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113336). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 803/1998 [===========>..................] - ETA: 8:49 - loss: 0.9781 - acc: 0.5884"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106889). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 822/1998 [===========>..................] - ETA: 8:40 - loss: 0.9782 - acc: 0.5882"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117800). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 831/1998 [===========>..................] - ETA: 8:36 - loss: 0.9782 - acc: 0.5882"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118296). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 833/1998 [===========>..................] - ETA: 8:35 - loss: 0.9780 - acc: 0.5884"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130201). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 834/1998 [===========>..................] - ETA: 8:35 - loss: 0.9778 - acc: 0.5886"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137144). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 836/1998 [===========>..................] - ETA: 8:34 - loss: 0.9777 - acc: 0.5887"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129952). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 837/1998 [===========>..................] - ETA: 8:34 - loss: 0.9776 - acc: 0.5887"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110856). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 902/1998 [============>.................] - ETA: 8:05 - loss: 0.9759 - acc: 0.5891"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102920). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 975/1998 [=============>................] - ETA: 7:33 - loss: 0.9742 - acc: 0.5895"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127223). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 976/1998 [=============>................] - ETA: 7:32 - loss: 0.9744 - acc: 0.5892"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131440). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 979/1998 [=============>................] - ETA: 7:31 - loss: 0.9739 - acc: 0.5894"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117303). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1042/1998 [==============>...............] - ETA: 7:03 - loss: 0.9746 - acc: 0.5896"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.144088). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1044/1998 [==============>...............] - ETA: 7:02 - loss: 0.9743 - acc: 0.5898"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127720). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1045/1998 [==============>...............] - ETA: 7:02 - loss: 0.9742 - acc: 0.5899"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107136). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1187/1998 [================>.............] - ETA: 5:59 - loss: 0.9742 - acc: 0.5891"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102424). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1190/1998 [================>.............] - ETA: 5:58 - loss: 0.9742 - acc: 0.5891"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110608). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1194/1998 [================>.............] - ETA: 5:56 - loss: 0.9744 - acc: 0.5888"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107880). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1197/1998 [================>.............] - ETA: 5:55 - loss: 0.9742 - acc: 0.5889"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100441). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1309/1998 [==================>...........] - ETA: 5:05 - loss: 0.9740 - acc: 0.5888"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110360). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1345/1998 [===================>..........] - ETA: 4:49 - loss: 0.9739 - acc: 0.5895"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109367). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1377/1998 [===================>..........] - ETA: 4:35 - loss: 0.9752 - acc: 0.5889"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125985). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1381/1998 [===================>..........] - ETA: 4:33 - loss: 0.9751 - acc: 0.5887"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130200). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1523/1998 [=====================>........] - ETA: 3:30 - loss: 0.9736 - acc: 0.5894"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112096). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1673/1998 [========================>.....] - ETA: 2:24 - loss: 0.9729 - acc: 0.5897"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113584). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1879/1998 [===========================>..] - ETA: 52s - loss: 0.9711 - acc: 0.5909"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104904). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1893/1998 [===========================>..] - ETA: 46s - loss: 0.9714 - acc: 0.5907"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116064). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1894/1998 [===========================>..] - ETA: 46s - loss: 0.9714 - acc: 0.5907"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131439). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 940s 470ms/step - loss: 0.9703 - acc: 0.5907 - val_loss: 2.2624 - val_acc: 0.3643\n",
      "Epoch 4/50\n",
      " 376/1998 [====>.........................] - ETA: 11:48 - loss: 0.9486 - acc: 0.5978"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121768). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 378/1998 [====>.........................] - ETA: 11:47 - loss: 0.9486 - acc: 0.5983"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109120). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 402/1998 [=====>........................] - ETA: 11:37 - loss: 0.9471 - acc: 0.5990"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105648). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 406/1998 [=====>........................] - ETA: 11:35 - loss: 0.9471 - acc: 0.5992"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103167). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 416/1998 [=====>........................] - ETA: 11:31 - loss: 0.9460 - acc: 0.5995"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133920). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 418/1998 [=====>........................] - ETA: 11:31 - loss: 0.9464 - acc: 0.5995"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113831). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 530/1998 [======>.......................] - ETA: 10:44 - loss: 0.9463 - acc: 0.5984"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123009). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 534/1998 [=======>......................] - ETA: 10:43 - loss: 0.9467 - acc: 0.5983"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125488). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 535/1998 [=======>......................] - ETA: 10:42 - loss: 0.9469 - acc: 0.5984"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117799). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 726/1998 [=========>....................] - ETA: 9:24 - loss: 0.9413 - acc: 0.6014"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.151280). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 729/1998 [=========>....................] - ETA: 9:22 - loss: 0.9412 - acc: 0.6015"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.151281). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 730/1998 [=========>....................] - ETA: 9:22 - loss: 0.9412 - acc: 0.6015"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.155000). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 731/1998 [=========>....................] - ETA: 9:21 - loss: 0.9412 - acc: 0.6016"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.162742). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1101/1998 [===============>..............] - ETA: 6:37 - loss: 0.9379 - acc: 0.6038"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113832). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104161). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1408/1998 [====================>.........] - ETA: 4:21 - loss: 0.9376 - acc: 0.6035"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111600). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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      "1462/1998 [====================>.........] - ETA: 3:58 - loss: 0.9361 - acc: 0.6040"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.148304). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118544). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110112). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1506/1998 [=====================>........] - ETA: 3:38 - loss: 0.9362 - acc: 0.6034"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101432). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113337). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106393). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130448). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.142600). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114081). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1809/1998 [==========================>...] - ETA: 1:24 - loss: 0.9338 - acc: 0.6033"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135408). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111104). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126975). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1836/1998 [==========================>...] - ETA: 1:12 - loss: 0.9334 - acc: 0.6034"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123029). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1933/1998 [============================>.] - ETA: 28s - loss: 0.9332 - acc: 0.6037"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115319). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.9321 - acc: 0.6038 - val_loss: 1.8954 - val_acc: 0.3592\n",
      "Epoch 5/50\n",
      "   4/1998 [..............................] - ETA: 4:21 - loss: 1.0188 - acc: 0.5938"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109121). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      " 101/1998 [>.............................] - ETA: 12:54 - loss: 0.9430 - acc: 0.5965"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116560). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      " 103/1998 [>.............................] - ETA: 12:54 - loss: 0.9420 - acc: 0.5968"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149048). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 236/1998 [==>...........................] - ETA: 12:36 - loss: 0.9214 - acc: 0.6124"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117551). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 392/1998 [====>.........................] - ETA: 11:38 - loss: 0.9097 - acc: 0.6162"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136400). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 494/1998 [======>.......................] - ETA: 10:56 - loss: 0.9096 - acc: 0.6158"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106391). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 500/1998 [======>.......................] - ETA: 10:54 - loss: 0.9100 - acc: 0.6159"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114079). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 673/1998 [=========>....................] - ETA: 9:41 - loss: 0.9066 - acc: 0.6170"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120280). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 675/1998 [=========>....................] - ETA: 9:40 - loss: 0.9067 - acc: 0.6172"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135656). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 709/1998 [=========>....................] - ETA: 9:25 - loss: 0.9085 - acc: 0.6164"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124744). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 712/1998 [=========>....................] - ETA: 9:24 - loss: 0.9092 - acc: 0.6159"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115073). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 829/1998 [===========>..................] - ETA: 8:34 - loss: 0.9083 - acc: 0.6170"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102175). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114575). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1512/1998 [=====================>........] - ETA: 3:35 - loss: 0.9047 - acc: 0.6192"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122264). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136151). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1537/1998 [======================>.......] - ETA: 3:23 - loss: 0.9051 - acc: 0.6191"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122015). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137392). Check your callbacks.\n",
      "  % delta_t_median)\n"
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    },
    {
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     "output_type": "stream",
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      "1541/1998 [======================>.......] - ETA: 3:22 - loss: 0.9050 - acc: 0.6192"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121024). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102177). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 937s 469ms/step - loss: 0.9038 - acc: 0.6200 - val_loss: 2.0127 - val_acc: 0.3597\n",
      "Epoch 6/50\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125240). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128960). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132183). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 683/1998 [=========>....................] - ETA: 9:39 - loss: 0.8910 - acc: 0.6259"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107383). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 722/1998 [=========>....................] - ETA: 9:22 - loss: 0.8909 - acc: 0.6263"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141113). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 729/1998 [=========>....................] - ETA: 9:19 - loss: 0.8918 - acc: 0.6262"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113833). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1245/1998 [=================>............] - ETA: 5:33 - loss: 0.8821 - acc: 0.6288"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102423). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1553/1998 [======================>.......] - ETA: 3:17 - loss: 0.8814 - acc: 0.6282"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131192). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1834/1998 [==========================>...] - ETA: 1:12 - loss: 0.8811 - acc: 0.6289"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116808). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1941/1998 [============================>.] - ETA: 25s - loss: 0.8814 - acc: 0.6288"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140864). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1942/1998 [============================>.] - ETA: 24s - loss: 0.8813 - acc: 0.6287"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125736). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1983/1998 [============================>.] - ETA: 6s - loss: 0.8811 - acc: 0.6286"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139872). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1987/1998 [============================>.] - ETA: 4s - loss: 0.8813 - acc: 0.6286"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135904). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1988/1998 [============================>.] - ETA: 4s - loss: 0.8814 - acc: 0.6286"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.142352). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 938s 469ms/step - loss: 0.8814 - acc: 0.6286 - val_loss: 1.7949 - val_acc: 0.3888\n",
      "Epoch 7/50\n",
      "   2/1998 [..............................] - ETA: 7:26 - loss: 0.8749 - acc: 0.5781"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.268336). Check your callbacks.\n",
      "  % delta_t_median)\n",
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.176824). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  46/1998 [..............................] - ETA: 12:02 - loss: 0.8621 - acc: 0.6311"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128959). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      "  47/1998 [..............................] - ETA: 12:05 - loss: 0.8634 - acc: 0.6303"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152023). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  51/1998 [..............................] - ETA: 12:15 - loss: 0.8700 - acc: 0.6281"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145079). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  53/1998 [..............................] - ETA: 12:19 - loss: 0.8623 - acc: 0.6321"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112840). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 581/1998 [=======>......................] - ETA: 10:21 - loss: 0.8757 - acc: 0.6301"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118047). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 591/1998 [=======>......................] - ETA: 10:17 - loss: 0.8744 - acc: 0.6307"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111105). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 649/1998 [========>.....................] - ETA: 9:52 - loss: 0.8771 - acc: 0.6299"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109617). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 847/1998 [===========>..................] - ETA: 8:27 - loss: 0.8759 - acc: 0.6318"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116063). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 997/1998 [=============>................] - ETA: 7:21 - loss: 0.8728 - acc: 0.6343"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107628). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1043/1998 [==============>...............] - ETA: 7:01 - loss: 0.8718 - acc: 0.6346"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122512). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1096/1998 [===============>..............] - ETA: 6:38 - loss: 0.8713 - acc: 0.6349"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119536). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1331/1998 [==================>...........] - ETA: 4:54 - loss: 0.8728 - acc: 0.6336"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105895). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1347/1998 [===================>..........] - ETA: 4:47 - loss: 0.8726 - acc: 0.6338"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128713). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1795/1998 [=========================>....] - ETA: 1:29 - loss: 0.8680 - acc: 0.6361"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.142848). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1814/1998 [==========================>...] - ETA: 1:21 - loss: 0.8677 - acc: 0.6363"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100935). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1854/1998 [==========================>...] - ETA: 1:03 - loss: 0.8674 - acc: 0.6366"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119288). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1875/1998 [===========================>..] - ETA: 54s - loss: 0.8671 - acc: 0.6368"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112592). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1894/1998 [===========================>..] - ETA: 46s - loss: 0.8668 - acc: 0.6368"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116312). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 937s 469ms/step - loss: 0.8665 - acc: 0.6372 - val_loss: 2.0115 - val_acc: 0.3542\n",
      "Epoch 8/50\n",
      "  24/1998 [..............................] - ETA: 9:58 - loss: 0.9099 - acc: 0.6016- ETA: 2:55 - loss: 0.8309 - acc: 0 - ETA: 4:21 - loss: 0.8"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125983). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 179/1998 [=>............................] - ETA: 12:55 - loss: 0.8639 - acc: 0.6353"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108873). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 213/1998 [==>...........................] - ETA: 12:47 - loss: 0.8587 - acc: 0.6381"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100191). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 518/1998 [======>.......................] - ETA: 10:50 - loss: 0.8479 - acc: 0.6461"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112095). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 616/1998 [========>.....................] - ETA: 10:08 - loss: 0.8508 - acc: 0.6446"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114329). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 936/1998 [=============>................] - ETA: 7:49 - loss: 0.8529 - acc: 0.6434"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115816). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110113). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102671). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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      "1604/1998 [=======================>......] - ETA: 2:54 - loss: 0.8496 - acc: 0.6465"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138901). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1605/1998 [=======================>......] - ETA: 2:53 - loss: 0.8496 - acc: 0.6465"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128481). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1606/1998 [=======================>......] - ETA: 2:53 - loss: 0.8495 - acc: 0.6466"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123521). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1668/1998 [========================>.....] - ETA: 2:26 - loss: 0.8484 - acc: 0.6468"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122016). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 937s 469ms/step - loss: 0.8476 - acc: 0.6472 - val_loss: 2.2805 - val_acc: 0.3734\n",
      "Epoch 9/50\n",
      " 489/1998 [======>.......................] - ETA: 11:01 - loss: 0.8599 - acc: 0.6401"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127472). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 573/1998 [=======>......................] - ETA: 10:25 - loss: 0.8518 - acc: 0.6436"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124992). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 953/1998 [=============>................] - ETA: 7:42 - loss: 0.8448 - acc: 0.6476"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143344). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1108/1998 [===============>..............] - ETA: 6:34 - loss: 0.8472 - acc: 0.6458"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110111). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1141/1998 [================>.............] - ETA: 6:20 - loss: 0.8471 - acc: 0.6462"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126976). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1143/1998 [================>.............] - ETA: 6:19 - loss: 0.8471 - acc: 0.6462"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110359). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1149/1998 [================>.............] - ETA: 6:16 - loss: 0.8470 - acc: 0.6463"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101927). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1215/1998 [=================>............] - ETA: 5:47 - loss: 0.8463 - acc: 0.6468"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.144336). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1216/1998 [=================>............] - ETA: 5:46 - loss: 0.8462 - acc: 0.6469"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152024). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1218/1998 [=================>............] - ETA: 5:45 - loss: 0.8460 - acc: 0.6469"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.148056). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1661/1998 [=======================>......] - ETA: 2:29 - loss: 0.8404 - acc: 0.6491"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102673). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1937/1998 [============================>.] - ETA: 27s - loss: 0.8405 - acc: 0.6488"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134664). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 939s 470ms/step - loss: 0.8394 - acc: 0.6492 - val_loss: 2.0155 - val_acc: 0.3482\n",
      "Epoch 10/50\n",
      "  18/1998 [..............................] - ETA: 8:10 - loss: 0.7725 - acc: 0.6806- ETA: 3:46 - loss: 0.7756 -"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130944). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  20/1998 [..............................] - ETA: 8:52 - loss: 0.7804 - acc: 0.6734"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140368). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 280/1998 [===>..........................] - ETA: 12:24 - loss: 0.8389 - acc: 0.6506"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123752). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 281/1998 [===>..........................] - ETA: 12:23 - loss: 0.8383 - acc: 0.6508"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105649). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 709/1998 [=========>....................] - ETA: 9:26 - loss: 0.8249 - acc: 0.6539"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143592). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 712/1998 [=========>....................] - ETA: 9:25 - loss: 0.8241 - acc: 0.6544"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120528). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 716/1998 [=========>....................] - ETA: 9:24 - loss: 0.8236 - acc: 0.6547"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137393). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1031/1998 [==============>...............] - ETA: 7:07 - loss: 0.8276 - acc: 0.6520"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124000). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1390/1998 [===================>..........] - ETA: 4:29 - loss: 0.8239 - acc: 0.6538"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107135). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 937s 469ms/step - loss: 0.8251 - acc: 0.6543 - val_loss: 2.2195 - val_acc: 0.3540\n",
      "Epoch 11/50\n",
      " 307/1998 [===>..........................] - ETA: 12:14 - loss: 0.8258 - acc: 0.6552"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118792). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 361/1998 [====>.........................] - ETA: 11:54 - loss: 0.8292 - acc: 0.6537"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127967). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 362/1998 [====>.........................] - ETA: 11:53 - loss: 0.8291 - acc: 0.6540"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134167). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 951/1998 [=============>................] - ETA: 7:42 - loss: 0.8199 - acc: 0.6592"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106145). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1081/1998 [===============>..............] - ETA: 6:45 - loss: 0.8173 - acc: 0.6597"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145328). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1084/1998 [===============>..............] - ETA: 6:43 - loss: 0.8171 - acc: 0.6597"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103915). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1406/1998 [====================>.........] - ETA: 4:22 - loss: 0.8165 - acc: 0.6595"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130447). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1408/1998 [====================>.........] - ETA: 4:21 - loss: 0.8165 - acc: 0.6595"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118295). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 938s 470ms/step - loss: 0.8195 - acc: 0.6587 - val_loss: 2.2934 - val_acc: 0.3504\n",
      "Epoch 12/50\n",
      " 185/1998 [=>............................] - ETA: 12:52 - loss: 0.8043 - acc: 0.6652"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101433). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 729/1998 [=========>....................] - ETA: 9:20 - loss: 0.8013 - acc: 0.6675"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123256). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1867/1998 [===========================>..] - ETA: 58s - loss: 0.8005 - acc: 0.6692"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104407). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1911/1998 [===========================>..] - ETA: 38s - loss: 0.8005 - acc: 0.6693"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110361). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7999 - acc: 0.6693 - val_loss: 2.3736 - val_acc: 0.3578\n",
      "Epoch 13/50\n",
      " 125/1998 [>.............................] - ETA: 13:06 - loss: 0.8227 - acc: 0.6635"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105897). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 522/1998 [======>.......................] - ETA: 10:50 - loss: 0.8026 - acc: 0.6715"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133176). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 558/1998 [=======>......................] - ETA: 10:34 - loss: 0.8010 - acc: 0.6731"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145824). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 801/1998 [===========>..................] - ETA: 8:48 - loss: 0.7998 - acc: 0.6716"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120527). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1241/1998 [=================>............] - ETA: 5:35 - loss: 0.7950 - acc: 0.6739"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138385). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1293/1998 [==================>...........] - ETA: 5:12 - loss: 0.7966 - acc: 0.6730"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143839). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1294/1998 [==================>...........] - ETA: 5:12 - loss: 0.7965 - acc: 0.6731"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121271). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1562/1998 [======================>.......] - ETA: 3:13 - loss: 0.7955 - acc: 0.6730"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103417). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1718/1998 [========================>.....] - ETA: 2:04 - loss: 0.7971 - acc: 0.6716"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122760). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7949 - acc: 0.6717 - val_loss: 2.1567 - val_acc: 0.3464\n",
      "Epoch 14/50\n",
      "  74/1998 [>.............................] - ETA: 12:50 - loss: 0.8064 - acc: 0.6693"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107879). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 236/1998 [==>...........................] - ETA: 12:40 - loss: 0.7978 - acc: 0.6756"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115071). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 238/1998 [==>...........................] - ETA: 12:39 - loss: 0.7972 - acc: 0.6759"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138136). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 240/1998 [==>...........................] - ETA: 12:38 - loss: 0.7971 - acc: 0.6751"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133175). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 245/1998 [==>...........................] - ETA: 12:37 - loss: 0.7975 - acc: 0.6751"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140863). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 771/1998 [==========>...................] - ETA: 9:01 - loss: 0.7913 - acc: 0.6736"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118297). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1092/1998 [===============>..............] - ETA: 6:40 - loss: 0.7908 - acc: 0.6714"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113834). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1714/1998 [========================>.....] - ETA: 2:06 - loss: 0.7893 - acc: 0.6727"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128711). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 940s 470ms/step - loss: 0.7892 - acc: 0.6724 - val_loss: 2.3432 - val_acc: 0.3575\n",
      "Epoch 15/50\n",
      "  30/1998 [..............................] - ETA: 10:46 - loss: 0.8145 - acc: 0.6698 ETA: "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111351). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 105/1998 [>.............................] - ETA: 13:01 - loss: 0.7675 - acc: 0.6845"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114825). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 413/1998 [=====>........................] - ETA: 11:35 - loss: 0.7712 - acc: 0.6834"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112593). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 415/1998 [=====>........................] - ETA: 11:34 - loss: 0.7710 - acc: 0.6835"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120281). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 416/1998 [=====>........................] - ETA: 11:34 - loss: 0.7709 - acc: 0.6837"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141361). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 417/1998 [=====>........................] - ETA: 11:33 - loss: 0.7707 - acc: 0.6837"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143841). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 789/1998 [==========>...................] - ETA: 8:54 - loss: 0.7771 - acc: 0.6810"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104409). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 894/1998 [============>.................] - ETA: 8:08 - loss: 0.7766 - acc: 0.6817"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134416). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 897/1998 [============>.................] - ETA: 8:06 - loss: 0.7768 - acc: 0.6816"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122513). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1605/1998 [=======================>......] - ETA: 2:54 - loss: 0.7741 - acc: 0.6826"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108127). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1659/1998 [=======================>......] - ETA: 2:30 - loss: 0.7737 - acc: 0.6823"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113583). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7756 - acc: 0.6809 - val_loss: 2.3299 - val_acc: 0.3471\n",
      "Epoch 16/50\n",
      " 252/1998 [==>...........................] - ETA: 12:32 - loss: 0.7695 - acc: 0.6762"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130695). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 253/1998 [==>...........................] - ETA: 12:31 - loss: 0.7698 - acc: 0.6763"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141359). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 254/1998 [==>...........................] - ETA: 12:31 - loss: 0.7703 - acc: 0.6759"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.144832). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 255/1998 [==>...........................] - ETA: 12:31 - loss: 0.7701 - acc: 0.6761"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141855). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 426/1998 [=====>........................] - ETA: 11:27 - loss: 0.7714 - acc: 0.6777"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101681). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 529/1998 [======>.......................] - ETA: 10:44 - loss: 0.7793 - acc: 0.6768"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120031). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 533/1998 [=======>......................] - ETA: 10:43 - loss: 0.7798 - acc: 0.6763"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.182129). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 535/1998 [=======>......................] - ETA: 10:42 - loss: 0.7799 - acc: 0.6763"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.150536). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 564/1998 [=======>......................] - ETA: 10:29 - loss: 0.7782 - acc: 0.6774"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110855). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 876/1998 [============>.................] - ETA: 8:15 - loss: 0.7729 - acc: 0.6814"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100439). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1419/1998 [====================>.........] - ETA: 4:16 - loss: 0.7733 - acc: 0.6811"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110844). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1420/1998 [====================>.........] - ETA: 4:16 - loss: 0.7731 - acc: 0.6812"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138372). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 942s 471ms/step - loss: 0.7742 - acc: 0.6810 - val_loss: 2.6486 - val_acc: 0.3853\n",
      "Epoch 17/50\n",
      "   5/1998 [..............................] - ETA: 4:21 - loss: 0.6686 - acc: 0.7312"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140120). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 815/1998 [===========>..................] - ETA: 8:43 - loss: 0.7649 - acc: 0.6865"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140616). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 890/1998 [============>.................] - ETA: 8:10 - loss: 0.7653 - acc: 0.6857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125984). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1087/1998 [===============>..............] - ETA: 6:44 - loss: 0.7661 - acc: 0.6847"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112591). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1297/1998 [==================>...........] - ETA: 5:11 - loss: 0.7627 - acc: 0.6864"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.154505). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1699/1998 [========================>.....] - ETA: 2:13 - loss: 0.7660 - acc: 0.6851"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137639). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7659 - acc: 0.6848 - val_loss: 2.1845 - val_acc: 0.3624\n",
      "Epoch 18/50\n",
      " 278/1998 [===>..........................] - ETA: 12:25 - loss: 0.7640 - acc: 0.6866"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130199). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 523/1998 [======>.......................] - ETA: 10:46 - loss: 0.7646 - acc: 0.6874"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103662). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 591/1998 [=======>......................] - ETA: 10:18 - loss: 0.7653 - acc: 0.6866"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121521). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 630/1998 [========>.....................] - ETA: 10:01 - loss: 0.7658 - acc: 0.6851"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136648). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1223/1998 [=================>............] - ETA: 5:43 - loss: 0.7622 - acc: 0.6867"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152768). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1230/1998 [=================>............] - ETA: 5:40 - loss: 0.7622 - acc: 0.6868"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138410). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1749/1998 [=========================>....] - ETA: 1:50 - loss: 0.7606 - acc: 0.6866"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152520). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1827/1998 [==========================>...] - ETA: 1:15 - loss: 0.7598 - acc: 0.6874"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.150040). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1830/1998 [==========================>...] - ETA: 1:14 - loss: 0.7599 - acc: 0.6873"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143095). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1883/1998 [===========================>..] - ETA: 51s - loss: 0.7595 - acc: 0.6875"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103913). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 940s 471ms/step - loss: 0.7590 - acc: 0.6872 - val_loss: 2.2635 - val_acc: 0.3590\n",
      "Epoch 19/50\n",
      "  51/1998 [..............................] - ETA: 12:15 - loss: 0.7728 - acc: 0.6814"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145080). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 133/1998 [>.............................] - ETA: 13:02 - loss: 0.7380 - acc: 0.6974"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122263). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 134/1998 [=>............................] - ETA: 13:02 - loss: 0.7357 - acc: 0.6985"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129951). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      " 139/1998 [=>............................] - ETA: 13:02 - loss: 0.7336 - acc: 0.6990"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123751). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 252/1998 [==>...........................] - ETA: 12:34 - loss: 0.7436 - acc: 0.6957"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129456). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 541/1998 [=======>......................] - ETA: 10:39 - loss: 0.7556 - acc: 0.6889"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120279). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 784/1998 [==========>...................] - ETA: 8:56 - loss: 0.7552 - acc: 0.6886"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109369). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 958/1998 [=============>................] - ETA: 7:40 - loss: 0.7554 - acc: 0.6877"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143840). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1186/1998 [================>.............] - ETA: 5:59 - loss: 0.7541 - acc: 0.6881"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101429). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1350/1998 [===================>..........] - ETA: 4:47 - loss: 0.7559 - acc: 0.6876"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123526). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1621/1998 [=======================>......] - ETA: 2:47 - loss: 0.7530 - acc: 0.6904"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115569). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1866/1998 [===========================>..] - ETA: 58s - loss: 0.7537 - acc: 0.6905"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113585). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7547 - acc: 0.6901 - val_loss: 2.1540 - val_acc: 0.3693\n",
      "Epoch 20/50\n",
      "   3/1998 [..............................] - ETA: 4:11 - loss: 0.8074 - acc: 0.7188"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100689). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 225/1998 [==>...........................] - ETA: 12:41 - loss: 0.7508 - acc: 0.6931"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.154504). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 227/1998 [==>...........................] - ETA: 12:40 - loss: 0.7501 - acc: 0.6933"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.155992). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 231/1998 [==>...........................] - ETA: 12:39 - loss: 0.7513 - acc: 0.6926"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143096). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 861/1998 [===========>..................] - ETA: 8:26 - loss: 0.7480 - acc: 0.6933"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111353). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1216/1998 [=================>............] - ETA: 5:48 - loss: 0.7492 - acc: 0.6922"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108377). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1365/1998 [===================>..........] - ETA: 4:42 - loss: 0.7497 - acc: 0.6918"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107385). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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      "1521/1998 [=====================>........] - ETA: 3:32 - loss: 0.7500 - acc: 0.6916"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140885). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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      "1802/1998 [==========================>...] - ETA: 1:27 - loss: 0.7490 - acc: 0.6915"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104903). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1845/1998 [==========================>...] - ETA: 1:08 - loss: 0.7485 - acc: 0.6919"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103911). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1861/1998 [==========================>...] - ETA: 1:01 - loss: 0.7480 - acc: 0.6919"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.157232). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 944s 473ms/step - loss: 0.7481 - acc: 0.6922 - val_loss: 2.3243 - val_acc: 0.3533\n",
      "Epoch 21/50\n",
      " 759/1998 [==========>...................] - ETA: 9:08 - loss: 0.7420 - acc: 0.6936"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121767). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1096/1998 [===============>..............] - ETA: 6:40 - loss: 0.7433 - acc: 0.6944"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104599). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1789/1998 [=========================>....] - ETA: 1:33 - loss: 0.7427 - acc: 0.6939"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103931). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1930/1998 [===========================>..] - ETA: 30s - loss: 0.7419 - acc: 0.6943"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.154256). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 942s 471ms/step - loss: 0.7428 - acc: 0.6937 - val_loss: 2.4962 - val_acc: 0.3531\n",
      "Epoch 22/50\n",
      " 195/1998 [=>............................] - ETA: 12:52 - loss: 0.7754 - acc: 0.6737"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121519). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 945/1998 [=============>................] - ETA: 7:45 - loss: 0.7445 - acc: 0.6920"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.148800). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1665/1998 [========================>.....] - ETA: 2:27 - loss: 0.7432 - acc: 0.6952"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104159). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1668/1998 [========================>.....] - ETA: 2:26 - loss: 0.7430 - acc: 0.6952"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126727). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1670/1998 [========================>.....] - ETA: 2:25 - loss: 0.7429 - acc: 0.6952"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126728). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 941s 471ms/step - loss: 0.7424 - acc: 0.6954 - val_loss: 2.6238 - val_acc: 0.3691\n",
      "Epoch 23/50\n",
      "   3/1998 [..............................] - ETA: 5:47 - loss: 0.7369 - acc: 0.7396"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152790). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  56/1998 [..............................] - ETA: 12:28 - loss: 0.7089 - acc: 0.6914"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.127719). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 301/1998 [===>..........................] - ETA: 12:22 - loss: 0.7335 - acc: 0.6936"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149792). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 321/1998 [===>..........................] - ETA: 12:15 - loss: 0.7315 - acc: 0.6950"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.151776). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 322/1998 [===>..........................] - ETA: 12:14 - loss: 0.7314 - acc: 0.6951"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.160208). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      " 475/1998 [======>.......................] - ETA: 11:12 - loss: 0.7297 - acc: 0.6974"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117305). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1193/1998 [================>.............] - ETA: 5:58 - loss: 0.7373 - acc: 0.6958"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137888). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1222/1998 [=================>............] - ETA: 5:45 - loss: 0.7378 - acc: 0.6956"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.113087). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1678/1998 [========================>.....] - ETA: 2:22 - loss: 0.7356 - acc: 0.6960"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108375). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1681/1998 [========================>.....] - ETA: 2:21 - loss: 0.7358 - acc: 0.6959"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100687). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1737/1998 [=========================>....] - ETA: 1:56 - loss: 0.7360 - acc: 0.6952"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116561). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 945s 473ms/step - loss: 0.7362 - acc: 0.6955 - val_loss: 2.4494 - val_acc: 0.3542\n",
      "Epoch 24/50\n",
      "   3/1998 [..............................] - ETA: 5:16 - loss: 0.6658 - acc: 0.7083"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.218736). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 646/1998 [========>.....................] - ETA: 9:59 - loss: 0.7319 - acc: 0.6993"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.147312). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 657/1998 [========>.....................] - ETA: 9:54 - loss: 0.7331 - acc: 0.6988"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.114577). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 774/1998 [==========>...................] - ETA: 9:03 - loss: 0.7309 - acc: 0.6999"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121023). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 974/1998 [=============>................] - ETA: 7:35 - loss: 0.7345 - acc: 0.6993"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141608). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1307/1998 [==================>...........] - ETA: 5:07 - loss: 0.7342 - acc: 0.6986"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111599). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1507/1998 [=====================>........] - ETA: 3:38 - loss: 0.7346 - acc: 0.6982"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122759). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1508/1998 [=====================>........] - ETA: 3:38 - loss: 0.7346 - acc: 0.6981"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103663). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "1834/1998 [==========================>...] - ETA: 1:13 - loss: 0.7349 - acc: 0.6983"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134665). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1842/1998 [==========================>...] - ETA: 1:09 - loss: 0.7349 - acc: 0.6984"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131688). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1992/1998 [============================>.] - ETA: 2s - loss: 0.7330 - acc: 0.6988"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101183). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 944s 472ms/step - loss: 0.7329 - acc: 0.6989 - val_loss: 2.9298 - val_acc: 0.3881\n",
      "Epoch 25/50\n",
      " 628/1998 [========>.....................] - ETA: 10:04 - loss: 0.7313 - acc: 0.6982"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117801). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108623). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1156/1998 [================>.............] - ETA: 6:14 - loss: 0.7265 - acc: 0.7016"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130449). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119535). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1985/1998 [============================>.] - ETA: 5s - loss: 0.7307 - acc: 0.6996"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104655). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 943s 472ms/step - loss: 0.7306 - acc: 0.6997 - val_loss: 2.3451 - val_acc: 0.3518\n",
      "Epoch 26/50\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132184). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1350/1998 [===================>..........] - ETA: 4:48 - loss: 0.7185 - acc: 0.7060"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122265). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 945s 473ms/step - loss: 0.7203 - acc: 0.7054 - val_loss: 2.8113 - val_acc: 0.3724\n",
      "Epoch 27/50\n",
      " 532/1998 [======>.......................] - ETA: 10:46 - loss: 0.7239 - acc: 0.7025"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102185). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 543/1998 [=======>......................] - ETA: 10:41 - loss: 0.7250 - acc: 0.7022"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125487). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1091/1998 [===============>..............] - ETA: 6:42 - loss: 0.7251 - acc: 0.7022"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.125735). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1212/1998 [=================>............] - ETA: 5:50 - loss: 0.7251 - acc: 0.7024"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105399). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1341/1998 [===================>..........] - ETA: 4:53 - loss: 0.7261 - acc: 0.7025"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129207). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1343/1998 [===================>..........] - ETA: 4:52 - loss: 0.7261 - acc: 0.7026"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149793). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 945s 473ms/step - loss: 0.7238 - acc: 0.7033 - val_loss: 2.4156 - val_acc: 0.3677\n",
      "Epoch 28/50\n",
      "  88/1998 [>.............................] - ETA: 13:01 - loss: 0.7244 - acc: 0.7106"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107718). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "  93/1998 [>.............................] - ETA: 13:03 - loss: 0.7243 - acc: 0.7100"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115406). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "  95/1998 [>.............................] - ETA: 13:03 - loss: 0.7262 - acc: 0.7082"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146071). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 983/1998 [=============>................] - ETA: 7:30 - loss: 0.7194 - acc: 0.7061"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119783). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1010/1998 [==============>...............] - ETA: 7:18 - loss: 0.7189 - acc: 0.7057"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102921). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.167170). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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      "1596/1998 [======================>.......] - ETA: 2:59 - loss: 0.7153 - acc: 0.7081"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124757). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115332). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.102436). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1773/1998 [=========================>....] - ETA: 1:40 - loss: 0.7161 - acc: 0.7074"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105151). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1884/1998 [===========================>..] - ETA: 50s - loss: 0.7149 - acc: 0.7074"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104657). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 943s 472ms/step - loss: 0.7144 - acc: 0.7075 - val_loss: 3.1374 - val_acc: 0.3641\n",
      "Epoch 29/50\n",
      " 247/1998 [==>...........................] - ETA: 12:40 - loss: 0.7144 - acc: 0.7067"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126233). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 761/1998 [==========>...................] - ETA: 9:08 - loss: 0.7180 - acc: 0.7056"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149095). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1562/1998 [======================>.......] - ETA: 3:14 - loss: 0.7124 - acc: 0.7084"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119287). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 944s 473ms/step - loss: 0.7171 - acc: 0.7071 - val_loss: 2.4679 - val_acc: 0.3638\n",
      "Epoch 30/50\n",
      " 702/1998 [=========>....................] - ETA: 9:34 - loss: 0.7142 - acc: 0.7086"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111601). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "1136/1998 [================>.............] - ETA: 6:24 - loss: 0.7096 - acc: 0.7108"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101679). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "1631/1998 [=======================>......] - ETA: 2:43 - loss: 0.7114 - acc: 0.7083"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149544). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.131935). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115343). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120551). Check your callbacks.\n",
      "  % delta_t_median)\n"
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    },
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.174367). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.180815). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 946s 474ms/step - loss: 0.7112 - acc: 0.7084 - val_loss: 3.0216 - val_acc: 0.3710\n",
      "Epoch 31/50\n",
      " 151/1998 [=>............................] - ETA: 13:01 - loss: 0.7120 - acc: 0.7096"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118545). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      " 438/1998 [=====>........................] - ETA: 11:25 - loss: 0.7015 - acc: 0.7143"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119039). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.152272). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.117819). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 948s 475ms/step - loss: 0.7087 - acc: 0.7096 - val_loss: 2.8552 - val_acc: 0.3683\n",
      "Epoch 32/50\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133672). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118049). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115817). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.155248). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 947s 474ms/step - loss: 0.7062 - acc: 0.7104 - val_loss: 2.4717 - val_acc: 0.3594\n",
      "Epoch 33/50\n",
      " 177/1998 [=>............................] - ETA: 13:00 - loss: 0.7228 - acc: 0.6988"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136647). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 308/1998 [===>..........................] - ETA: 12:17 - loss: 0.7171 - acc: 0.7046"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133423). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 668/1998 [=========>....................] - ETA: 9:48 - loss: 0.7065 - acc: 0.7075"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139873). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 698/1998 [=========>....................] - ETA: 9:35 - loss: 0.7077 - acc: 0.7069"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107630). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1046/1998 [==============>...............] - ETA: 7:03 - loss: 0.7089 - acc: 0.7066"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128217). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 946s 474ms/step - loss: 0.7041 - acc: 0.7086 - val_loss: 2.7079 - val_acc: 0.3727\n",
      "Epoch 34/50\n",
      "   3/1998 [..............................] - ETA: 5:15 - loss: 0.8139 - acc: 0.6667"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.252466). Check your callbacks.\n",
      "  % delta_t_median)\n",
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136650). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 129/1998 [>.............................] - ETA: 13:08 - loss: 0.7034 - acc: 0.7042"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110857). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 130/1998 [>.............................] - ETA: 13:08 - loss: 0.7036 - acc: 0.7034"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141609). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1065/1998 [==============>...............] - ETA: 6:56 - loss: 0.7024 - acc: 0.7084"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138383). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1067/1998 [===============>..............] - ETA: 6:55 - loss: 0.7024 - acc: 0.7084"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.143343). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1068/1998 [===============>..............] - ETA: 6:55 - loss: 0.7023 - acc: 0.7085"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132679). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1514/1998 [=====================>........] - ETA: 3:36 - loss: 0.7009 - acc: 0.7103"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146320). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 951s 476ms/step - loss: 0.7044 - acc: 0.7106 - val_loss: 2.9981 - val_acc: 0.3619\n",
      "Epoch 35/50\n",
      "1159/1998 [================>.............] - ETA: 6:14 - loss: 0.6920 - acc: 0.7189"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.129455). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1245/1998 [=================>............] - ETA: 5:36 - loss: 0.6896 - acc: 0.7197"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101431). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1925/1998 [===========================>..] - ETA: 32s - loss: 0.6948 - acc: 0.7173"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.150039). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 948s 474ms/step - loss: 0.6946 - acc: 0.7172 - val_loss: 3.0240 - val_acc: 0.3644\n",
      "Epoch 36/50\n",
      " 490/1998 [======>.......................] - ETA: 11:09 - loss: 0.6977 - acc: 0.7130"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101185). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1879/1998 [===========================>..] - ETA: 53s - loss: 0.6957 - acc: 0.7167"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.110609). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 949s 475ms/step - loss: 0.6957 - acc: 0.7164 - val_loss: 2.5955 - val_acc: 0.3615\n",
      "Epoch 37/50\n",
      " 119/1998 [>.............................] - ETA: 13:59 - loss: 0.6776 - acc: 0.7248"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.154752). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 822/1998 [===========>..................] - ETA: 8:52 - loss: 0.6900 - acc: 0.7198"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132929). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 953s 477ms/step - loss: 0.6894 - acc: 0.7174 - val_loss: 2.8113 - val_acc: 0.3713\n",
      "Epoch 38/50\n",
      "  66/1998 [..............................] - ETA: 12:51 - loss: 0.7283 - acc: 0.7041"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.104902). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 226/1998 [==>...........................] - ETA: 12:51 - loss: 0.7089 - acc: 0.7118"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134415). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 374/1998 [====>.........................] - ETA: 11:57 - loss: 0.7013 - acc: 0.7137"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135407). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 449/1998 [=====>........................] - ETA: 11:26 - loss: 0.7003 - acc: 0.7147"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.141877). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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",
      " 450/1998 [=====>........................] - ETA: 11:25 - loss: 0.7003 - acc: 0.7147"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.154029). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 453/1998 [=====>........................] - ETA: 11:24 - loss: 0.7004 - acc: 0.7150"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.133179). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 585/1998 [=======>......................] - ETA: 10:28 - loss: 0.7050 - acc: 0.7122"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.150288). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 733/1998 [==========>...................] - ETA: 9:24 - loss: 0.7013 - acc: 0.7128"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.111847). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1055/1998 [==============>...............] - ETA: 7:02 - loss: 0.6943 - acc: 0.7161"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112087). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1056/1998 [==============>...............] - ETA: 7:01 - loss: 0.6943 - acc: 0.7161"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109855). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1532/1998 [======================>.......] - ETA: 3:29 - loss: 0.6952 - acc: 0.7155"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.147560). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1534/1998 [======================>.......] - ETA: 3:28 - loss: 0.6951 - acc: 0.7156"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116807). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1535/1998 [======================>.......] - ETA: 3:27 - loss: 0.6952 - acc: 0.7155"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112348). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1856/1998 [==========================>...] - ETA: 1:03 - loss: 0.6931 - acc: 0.7161"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100193). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 950s 475ms/step - loss: 0.6930 - acc: 0.7167 - val_loss: 3.0985 - val_acc: 0.3825\n",
      "Epoch 39/50\n",
      "1420/1998 [====================>.........] - ETA: 4:18 - loss: 0.6839 - acc: 0.7224"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139395). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137396). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1423/1998 [====================>.........] - ETA: 4:17 - loss: 0.6839 - acc: 0.7223"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145828). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1479/1998 [=====================>........] - ETA: 3:52 - loss: 0.6833 - acc: 0.7224"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108622). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 952s 476ms/step - loss: 0.6833 - acc: 0.7222 - val_loss: 2.8869 - val_acc: 0.3989\n",
      "Epoch 40/50\n",
      "1998/1998 [==============================] - 956s 478ms/step - loss: 0.6816 - acc: 0.7231 - val_loss: 2.8983 - val_acc: 0.3933\n",
      "Epoch 41/50\n",
      "1348/1998 [===================>..........] - ETA: 4:51 - loss: 0.6749 - acc: 0.7243"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107651). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 950s 476ms/step - loss: 0.6790 - acc: 0.7218 - val_loss: 2.6574 - val_acc: 0.3637\n",
      "Epoch 42/50\n",
      " 850/1998 [===========>..................] - ETA: 8:32 - loss: 0.6817 - acc: 0.7233"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115313). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 857/1998 [===========>..................] - ETA: 8:29 - loss: 0.6812 - acc: 0.7237"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.162954). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      " 858/1998 [===========>..................] - ETA: 8:29 - loss: 0.6809 - acc: 0.7239"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.146319). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 990/1998 [=============>................] - ETA: 7:49 - loss: 0.6793 - acc: 0.7254"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122780). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1038/1998 [==============>...............] - ETA: 7:42 - loss: 0.6808 - acc: 0.7250"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.166680). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1043/1998 [==============>...............] - ETA: 7:41 - loss: 0.6814 - acc: 0.7246"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134440). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1108/1998 [===============>..............] - ETA: 7:26 - loss: 0.6829 - acc: 0.7244"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.132722). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1110/1998 [===============>..............] - ETA: 7:26 - loss: 0.6829 - acc: 0.7245"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.144426). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1111/1998 [===============>..............] - ETA: 7:26 - loss: 0.6828 - acc: 0.7245"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.148601). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1117/1998 [===============>..............] - ETA: 7:24 - loss: 0.6827 - acc: 0.7245"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.119337). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1160/1998 [================>.............] - ETA: 7:12 - loss: 0.6827 - acc: 0.7249"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139127). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1161/1998 [================>.............] - ETA: 7:11 - loss: 0.6829 - acc: 0.7248"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140834). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1162/1998 [================>.............] - ETA: 7:11 - loss: 0.6831 - acc: 0.7248"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.136121). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1163/1998 [================>.............] - ETA: 7:11 - loss: 0.6829 - acc: 0.7248"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.156730). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1164/1998 [================>.............] - ETA: 7:10 - loss: 0.6829 - acc: 0.7248"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.118514). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1262/1998 [=================>............] - ETA: 6:36 - loss: 0.6837 - acc: 0.7237"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.130674). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1267/1998 [==================>...........] - ETA: 6:34 - loss: 0.6839 - acc: 0.7234"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.137889). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1275/1998 [==================>...........] - ETA: 6:31 - loss: 0.6836 - acc: 0.7236"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124525). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1283/1998 [==================>...........] - ETA: 6:28 - loss: 0.6835 - acc: 0.7238"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.109996). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1284/1998 [==================>...........] - ETA: 6:28 - loss: 0.6834 - acc: 0.7238"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126612). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1285/1998 [==================>...........] - ETA: 6:27 - loss: 0.6834 - acc: 0.7238"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101068). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1437/1998 [====================>.........] - ETA: 5:20 - loss: 0.6842 - acc: 0.7236"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105153). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1521/1998 [=====================>........] - ETA: 4:38 - loss: 0.6836 - acc: 0.7230"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124271). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1623/1998 [=======================>......] - ETA: 3:44 - loss: 0.6838 - acc: 0.7229"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122014). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1624/1998 [=======================>......] - ETA: 3:43 - loss: 0.6838 - acc: 0.7229"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.123006). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1672/1998 [========================>.....] - ETA: 3:16 - loss: 0.6835 - acc: 0.7229"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.115815). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1678/1998 [========================>.....] - ETA: 3:13 - loss: 0.6839 - acc: 0.7226"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.121791). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.144854). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1784/1998 [=========================>....] - ETA: 2:11 - loss: 0.6824 - acc: 0.7232"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.106341). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1785/1998 [=========================>....] - ETA: 2:11 - loss: 0.6826 - acc: 0.7231"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.138331). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1786/1998 [=========================>....] - ETA: 2:10 - loss: 0.6826 - acc: 0.7231"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.122958). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1841/1998 [==========================>...] - ETA: 1:37 - loss: 0.6830 - acc: 0.7228"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100005). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1853/1998 [==========================>...] - ETA: 1:30 - loss: 0.6825 - acc: 0.7229"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116311). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1914/1998 [===========================>..] - ETA: 52s - loss: 0.6809 - acc: 0.7233"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.134169). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 34874s 17s/step - loss: 0.6813 - acc: 0.7232 - val_loss: 2.7156 - val_acc: 0.3625\n",
      "Epoch 43/50\n",
      "   3/1998 [..............................] - ETA: 4:50 - loss: 0.5920 - acc: 0.7500"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.120529). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  22/1998 [..............................] - ETA: 12:02 - loss: 0.6479 - acc: 0.7372"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.101914). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  24/1998 [..............................] - ETA: 12:34 - loss: 0.6576 - acc: 0.7279"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.107618). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 194/1998 [=>............................] - ETA: 16:54 - loss: 0.6519 - acc: 0.7342"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.135905). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 1283s 642ms/step - loss: 0.6730 - acc: 0.7256 - val_loss: 3.3950 - val_acc: 0.3935\n",
      "Epoch 44/50\n",
      "1998/1998 [==============================] - 981s 491ms/step - loss: 0.6743 - acc: 0.7266 - val_loss: 2.9895 - val_acc: 0.3775\n",
      "Epoch 45/50\n",
      "1602/1998 [=======================>......] - ETA: 2:58 - loss: 0.6713 - acc: 0.7267"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112097). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 954s 477ms/step - loss: 0.6720 - acc: 0.7263 - val_loss: 2.9036 - val_acc: 0.3898\n",
      "Epoch 46/50\n",
      "   2/1998 [..............................] - ETA: 4:57 - loss: 0.7894 - acc: 0.6250"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.158224). Check your callbacks.\n",
      "  % delta_t_median)\n",
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.165912). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 1014s 508ms/step - loss: 0.6753 - acc: 0.7256 - val_loss: 3.0801 - val_acc: 0.3819\n",
      "Epoch 47/50\n",
      " 830/1998 [===========>..................] - ETA: 9:29 - loss: 0.6775 - acc: 0.7241"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.116809). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1188/1998 [================>.............] - ETA: 6:26 - loss: 0.6728 - acc: 0.7262"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.100937). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1460/1998 [====================>.........] - ETA: 4:14 - loss: 0.6714 - acc: 0.7275"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.149296). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1618/1998 [=======================>......] - ETA: 2:58 - loss: 0.6716 - acc: 0.7272"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.126729). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 986s 494ms/step - loss: 0.6737 - acc: 0.7257 - val_loss: 2.8326 - val_acc: 0.3765\n",
      "Epoch 48/50\n",
      " 710/1998 [=========>....................] - ETA: 9:35 - loss: 0.6672 - acc: 0.7276"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.124495). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 713/1998 [=========>....................] - ETA: 9:34 - loss: 0.6673 - acc: 0.7276"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.145823). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1184/1998 [================>.............] - ETA: 6:05 - loss: 0.6689 - acc: 0.7278"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.139624). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1869/1998 [===========================>..] - ETA: 57s - loss: 0.6648 - acc: 0.7289"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.105643). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1870/1998 [===========================>..] - ETA: 57s - loss: 0.6647 - acc: 0.7289"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.112091). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "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\r",
      "1871/1998 [===========================>..] - ETA: 57s - loss: 0.6647 - acc: 0.7289"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.128212). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 951s 476ms/step - loss: 0.6674 - acc: 0.7276 - val_loss: 2.6346 - val_acc: 0.3612\n",
      "Epoch 49/50\n",
      " 542/1998 [=======>......................] - ETA: 10:48 - loss: 0.6570 - acc: 0.7332"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.147313). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 953s 477ms/step - loss: 0.6638 - acc: 0.7302 - val_loss: 3.4025 - val_acc: 0.3724\n",
      "Epoch 50/50\n",
      "   3/1998 [..............................] - ETA: 3:04 - loss: 0.4533 - acc: 0.875 - ETA: 5:25 - loss: 0.6514 - acc: 0.7604"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.140139). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 928/1998 [============>.................] - ETA: 7:59 - loss: 0.6669 - acc: 0.7280"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.103169). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1978/1998 [============================>.] - ETA: 8s - loss: 0.6637 - acc: 0.7304"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (0.108871). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1998/1998 [==============================] - 952s 476ms/step - loss: 0.6638 - acc: 0.7303 - val_loss: 2.9680 - val_acc: 0.3727\n"
     ]
    }
   ],
   "source": [
    "history=model.fit_generator(\n",
    "        train_generator,\n",
    "        steps_per_epoch=63936/32,\n",
    "        epochs=50,\n",
    "        validation_data=test_generator,\n",
    "        validation_steps=13632/32)\n",
    "model.save('proje_model_CNN_128.h5')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data batch shape: (32, 128, 128, 3)\n",
      "labels batch shape: (32, 4)\n"
     ]
    }
   ],
   "source": [
    "for data_test,labels_test in test_generator:\n",
    "    print('data batch shape:',data_test.shape)\n",
    "    print('labels batch shape:',labels_test.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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