NasNet-A.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.applications import NASNetMobile\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Conv2D\n",
    "from tensorflow.keras.layers import AveragePooling2D, GlobalAveragePooling2D\n",
    "from tensorflow.keras.layers import Flatten\n",
    "from tensorflow.keras.layers import Dense, Dropout\n",
    "from tensorflow.keras.models import Model\n",
    "#If you want the Keras modules you write to be compatible with both \n",
    "#Theano (th) and TensorFlow (tf), you have to write them via the abstract Keras backend API.\n",
    "#from keras import backend as K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 786 images belonging to 2 classes.\n",
      "Found 195 images belonging to 2 classes.\n",
      "Classes :  {'False_Images': 0, 'Processed_Images': 1}\n",
      "VALIDATION_STEPS :  19\n"
     ]
    }
   ],
   "source": [
    "image_path=\"data\"\n",
    "IMG_SIZE=224\n",
    "\n",
    "#https://keras.io/preprocessing/image/#imagedatagenerator-class\n",
    "data_generator=ImageDataGenerator(validation_split=0.2)\n",
    "\n",
    "train_data = data_generator.flow_from_directory(image_path,target_size=(IMG_SIZE,IMG_SIZE), color_mode='rgb', batch_size=10, subset='training')\n",
    "valid_data = data_generator.flow_from_directory(image_path,target_size=(IMG_SIZE,IMG_SIZE), color_mode='rgb', batch_size=10, subset='validation')\n",
    "\n",
    "STEP_SIZE = train_data.n//train_data.batch_size\n",
    "VALIDATION_STEPS = valid_data.n // valid_data.batch_size\n",
    "\n",
    "print(\"Classes : \",train_data.class_indices)\n",
    "print(\"VALIDATION_STEPS : \",VALIDATION_STEPS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0916 13:56:10.019366  5744 deprecation.py:506] From C:\\Users\\sidha\\.conda\\envs\\Keras\\lib\\site-packages\\tensorflow\\python\\ops\\init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
     ]
    }
   ],
   "source": [
    "base_model=NASNetMobile(include_top=False, weights='imagenet')\n",
    "x=base_model.output\n",
    "x=GlobalAveragePooling2D()(x)\n",
    "\n",
    "#we add dense layers so that the model can learn more complex functions and classify for better results.\n",
    "x=Dense(1024,activation='relu')(x)\n",
    "#x=Dropout(0.3)(x)\n",
    "x=Dense(512,activation='relu')(x)\n",
    "#x = Dense(256,activation='relu')(x)\n",
    "#final layer with softmax activation\n",
    "preds=Dense(2,activation='softmax')(x)\n",
    "\n",
    "model=Model(inputs=base_model.input,outputs=preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "stem_conv1 (Conv2D)             (None, 111, 111, 32) 864         input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "stem_bn1 (BatchNormalization)   (None, 111, 111, 32) 128         stem_conv1[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation (Activation)         (None, 111, 111, 32) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_stem_1 (Conv2D (None, 111, 111, 11) 352         activation[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_stem_1 (BatchNor (None, 111, 111, 11) 44          reduction_conv_1_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 111, 111, 11) 0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_3 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 115, 115, 11) 0           activation_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 117, 117, 32) 0           activation_3[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 56, 56, 11)   396         separable_conv_1_pad_reduction_le\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 56, 56, 11)   1920        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_2 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_4 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 56, 56, 11)   396         activation_2[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 56, 56, 11)   660         activation_4[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_5 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 117, 117, 32) 0           activation_5[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_7 (Activation)       (None, 111, 111, 32) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_stem_1 (Add)    (None, 56, 56, 11)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 56, 56, 11)   1920        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 115, 115, 32) 0           activation_7[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_9 (Activation)       (None, 56, 56, 11)   0           reduction_add_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 56, 56, 11)   1152        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 56, 56, 11)   220         activation_9[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_6 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_pad_1_stem_1 (ZeroPad (None, 113, 113, 11) 0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 56, 56, 11)   660         activation_6[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_8 (Activation)       (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_10 (Activation)      (None, 56, 56, 11)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_stem_1 (MaxPool (None, 56, 56, 11)   0           reduction_pad_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 56, 56, 11)   396         activation_8[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 56, 56, 11)   220         activation_10[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_stem_2 (Activatio (None, 111, 111, 32) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_stem_1 (Add)    (None, 56, 56, 11)   0           reduction_left2_stem_1[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_stem_1 (Average (None, 56, 56, 11)   0           reduction_pad_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 56, 56, 11)   44          separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_stem_1 (Average (None, 56, 56, 11)   0           reduction_add_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 56, 56, 11)   44          separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_stem_1 (MaxPoo (None, 56, 56, 11)   0           reduction_pad_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d (ZeroPadding2D)  (None, 112, 112, 32) 0           adjust_relu_1_stem_2[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_stem_1 (Add)     (None, 56, 56, 11)   0           reduction_left3_stem_1[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add (Add)                       (None, 56, 56, 11)   0           reduction_add_2_stem_1[0][0]     \n",
      "                                                                 reduction_left4_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_stem_1 (Add)     (None, 56, 56, 11)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d (Cropping2D)         (None, 111, 111, 32) 0           zero_padding2d[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_stem_1 (Concat (None, 56, 56, 44)   0           reduction_add_2_stem_1[0][0]     \n",
      "                                                                 reduction_add3_stem_1[0][0]      \n",
      "                                                                 add[0][0]                        \n",
      "                                                                 reduction_add4_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_stem_2 (Avera (None, 56, 56, 32)   0           adjust_relu_1_stem_2[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_stem_2 (Avera (None, 56, 56, 32)   0           cropping2d[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_11 (Activation)      (None, 56, 56, 44)   0           reduction_concat_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_stem_2 (Conv2D)   (None, 56, 56, 11)   352         adjust_avg_pool_1_stem_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_stem_2 (Conv2D)   (None, 56, 56, 11)   352         adjust_avg_pool_2_stem_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_stem_2 (Conv2D (None, 56, 56, 22)   968         activation_11[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "concatenate (Concatenate)       (None, 56, 56, 22)   0           adjust_conv_1_stem_2[0][0]       \n",
      "                                                                 adjust_conv_2_stem_2[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_stem_2 (BatchNor (None, 56, 56, 22)   88          reduction_conv_1_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_stem_2 (BatchNormaliz (None, 56, 56, 22)   88          concatenate[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_12 (Activation)      (None, 56, 56, 22)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_14 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 59, 59, 22)   0           activation_12[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 61, 61, 22)   0           activation_14[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 28, 28, 22)   1034        separable_conv_1_pad_reduction_le\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 28, 28, 22)   1562        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_13 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_15 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 28, 28, 22)   1034        activation_13[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 28, 28, 22)   1562        activation_15[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_16 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 61, 61, 22)   0           activation_16[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_18 (Activation)      (None, 56, 56, 22)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_stem_2 (Add)    (None, 28, 28, 22)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 28, 28, 22)   1562        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 59, 59, 22)   0           activation_18[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_20 (Activation)      (None, 28, 28, 22)   0           reduction_add_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 28, 28, 22)   1034        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 28, 28, 22)   682         activation_20[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_17 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_pad_1_stem_2 (ZeroPad (None, 57, 57, 22)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 28, 28, 22)   1562        activation_17[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_19 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_21 (Activation)      (None, 28, 28, 22)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_stem_2 (MaxPool (None, 28, 28, 22)   0           reduction_pad_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 28, 28, 22)   1034        activation_19[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 28, 28, 22)   682         activation_21[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_0 (Activation)    (None, 56, 56, 44)   0           reduction_concat_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_stem_2 (Add)    (None, 28, 28, 22)   0           reduction_left2_stem_2[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_stem_2 (Average (None, 28, 28, 22)   0           reduction_pad_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 28, 28, 22)   88          separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_stem_2 (Average (None, 28, 28, 22)   0           reduction_add_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 28, 28, 22)   88          separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_stem_2 (MaxPoo (None, 28, 28, 22)   0           reduction_pad_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_1 (ZeroPadding2D (None, 57, 57, 44)   0           adjust_relu_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_stem_2 (Add)     (None, 28, 28, 22)   0           reduction_left3_stem_2[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_1 (Add)                     (None, 28, 28, 22)   0           reduction_add_2_stem_2[0][0]     \n",
      "                                                                 reduction_left4_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_stem_2 (Add)     (None, 28, 28, 22)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_1 (Cropping2D)       (None, 56, 56, 44)   0           zero_padding2d_1[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_stem_2 (Concat (None, 28, 28, 88)   0           reduction_add_2_stem_2[0][0]     \n",
      "                                                                 reduction_add3_stem_2[0][0]      \n",
      "                                                                 add_1[0][0]                      \n",
      "                                                                 reduction_add4_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_0 (AveragePoo (None, 28, 28, 44)   0           adjust_relu_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_0 (AveragePoo (None, 28, 28, 44)   0           cropping2d_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_0 (Conv2D)        (None, 28, 28, 22)   968         adjust_avg_pool_1_0[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_0 (Conv2D)        (None, 28, 28, 22)   968         adjust_avg_pool_2_0[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_22 (Activation)      (None, 28, 28, 88)   0           reduction_concat_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 28, 28, 44)   0           adjust_conv_1_0[0][0]            \n",
      "                                                                 adjust_conv_2_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_0 (Conv2D)        (None, 28, 28, 44)   3872        activation_22[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_0 (BatchNormalization (None, 28, 28, 44)   176         concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_0 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_23 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_25 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_27 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_29 (Activation)      (None, 28, 28, 44)   0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_31 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_0 (None, 28, 28, 44)   3036        activation_23[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_25[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_0 (None, 28, 28, 44)   3036        activation_27[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_29[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_0 (None, 28, 28, 44)   2332        activation_31[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_0[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_24 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_26 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_28 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_30 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_32 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_0 (None, 28, 28, 44)   3036        activation_24[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_26[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_0 (None, 28, 28, 44)   3036        activation_28[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_30[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_0 (None, 28, 28, 44)   2332        activation_32[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_0[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_0 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_0 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_0 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_0[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_0 (Add)            (None, 28, 28, 44)   0           normal_left3_0[0][0]             \n",
      "                                                                 adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_0 (Add)            (None, 28, 28, 44)   0           normal_left4_0[0][0]             \n",
      "                                                                 normal_right4_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_0 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_0 (Concatenate)   (None, 28, 28, 264)  0           adjust_bn_0[0][0]                \n",
      "                                                                 normal_add_1_0[0][0]             \n",
      "                                                                 normal_add_2_0[0][0]             \n",
      "                                                                 normal_add_3_0[0][0]             \n",
      "                                                                 normal_add_4_0[0][0]             \n",
      "                                                                 normal_add_5_0[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_33 (Activation)      (None, 28, 28, 88)   0           reduction_concat_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_34 (Activation)      (None, 28, 28, 264)  0           normal_concat_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_1 (Conv2 (None, 28, 28, 44)   3872        activation_33[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_1 (Conv2D)        (None, 28, 28, 44)   11616       activation_34[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_1 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_1[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_1 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_35 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_37 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_39 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_41 (Activation)      (None, 28, 28, 44)   0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_43 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 28, 28, 44)   3036        activation_35[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_37[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 28, 28, 44)   3036        activation_39[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_41[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 28, 28, 44)   2332        activation_43[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_1[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_36 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_38 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_40 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_42 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_44 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 28, 28, 44)   3036        activation_36[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_38[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 28, 28, 44)   3036        activation_40[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_42[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 28, 28, 44)   2332        activation_44[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_1[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_1 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_1 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_1 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_1[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_1 (Add)            (None, 28, 28, 44)   0           normal_left3_1[0][0]             \n",
      "                                                                 adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_1 (Add)            (None, 28, 28, 44)   0           normal_left4_1[0][0]             \n",
      "                                                                 normal_right4_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_1 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_1 (Concatenate)   (None, 28, 28, 264)  0           adjust_bn_1[0][0]                \n",
      "                                                                 normal_add_1_1[0][0]             \n",
      "                                                                 normal_add_2_1[0][0]             \n",
      "                                                                 normal_add_3_1[0][0]             \n",
      "                                                                 normal_add_4_1[0][0]             \n",
      "                                                                 normal_add_5_1[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_45 (Activation)      (None, 28, 28, 264)  0           normal_concat_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_46 (Activation)      (None, 28, 28, 264)  0           normal_concat_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_2 (Conv2 (None, 28, 28, 44)   11616       activation_45[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_2 (Conv2D)        (None, 28, 28, 44)   11616       activation_46[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_2 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_2 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_47 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_49 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_51 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_53 (Activation)      (None, 28, 28, 44)   0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_55 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_2 (None, 28, 28, 44)   3036        activation_47[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_49[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_2 (None, 28, 28, 44)   3036        activation_51[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_53[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_2 (None, 28, 28, 44)   2332        activation_55[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_2[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_48 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_50 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_52 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_54 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_56 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_2 (None, 28, 28, 44)   3036        activation_48[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_50[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_2 (None, 28, 28, 44)   3036        activation_52[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_54[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_2 (None, 28, 28, 44)   2332        activation_56[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_2[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_2 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_2 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_2 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_2[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_2 (Add)            (None, 28, 28, 44)   0           normal_left3_2[0][0]             \n",
      "                                                                 adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_2 (Add)            (None, 28, 28, 44)   0           normal_left4_2[0][0]             \n",
      "                                                                 normal_right4_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_2 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_2 (Concatenate)   (None, 28, 28, 264)  0           adjust_bn_2[0][0]                \n",
      "                                                                 normal_add_1_2[0][0]             \n",
      "                                                                 normal_add_2_2[0][0]             \n",
      "                                                                 normal_add_3_2[0][0]             \n",
      "                                                                 normal_add_4_2[0][0]             \n",
      "                                                                 normal_add_5_2[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_57 (Activation)      (None, 28, 28, 264)  0           normal_concat_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_58 (Activation)      (None, 28, 28, 264)  0           normal_concat_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_3 (Conv2 (None, 28, 28, 44)   11616       activation_57[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_3 (Conv2D)        (None, 28, 28, 44)   11616       activation_58[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_3 (BatchNormalization (None, 28, 28, 44)   176         adjust_conv_projection_3[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_3 (BatchNormalizati (None, 28, 28, 44)   176         normal_conv_1_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_59 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_61 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_63 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_65 (Activation)      (None, 28, 28, 44)   0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_67 (Activation)      (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_3 (None, 28, 28, 44)   3036        activation_59[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 28, 28, 44)   2332        activation_61[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_3 (None, 28, 28, 44)   3036        activation_63[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 28, 28, 44)   2332        activation_65[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_3 (None, 28, 28, 44)   2332        activation_67[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left1_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right1_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left2_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_1_normal_right2_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 28, 28, 44)   176         separable_conv_1_normal_left5_3[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_60 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_62 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_64 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_66 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_68 (Activation)      (None, 28, 28, 44)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_3 (None, 28, 28, 44)   3036        activation_60[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 28, 28, 44)   2332        activation_62[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_3 (None, 28, 28, 44)   3036        activation_64[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 28, 28, 44)   2332        activation_66[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_3 (None, 28, 28, 44)   2332        activation_68[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left1_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right1_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left2_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 28, 28, 44)   176         separable_conv_2_normal_right2_3[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_3 (AveragePooling2 (None, 28, 28, 44)   0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_3 (AveragePooling2 (None, 28, 28, 44)   0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_3 (AveragePooling (None, 28, 28, 44)   0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 28, 28, 44)   176         separable_conv_2_normal_left5_3[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_3 (Add)            (None, 28, 28, 44)   0           normal_left3_3[0][0]             \n",
      "                                                                 adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_3 (Add)            (None, 28, 28, 44)   0           normal_left4_3[0][0]             \n",
      "                                                                 normal_right4_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_3 (Add)            (None, 28, 28, 44)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_3 (Concatenate)   (None, 28, 28, 264)  0           adjust_bn_3[0][0]                \n",
      "                                                                 normal_add_1_3[0][0]             \n",
      "                                                                 normal_add_2_3[0][0]             \n",
      "                                                                 normal_add_3_3[0][0]             \n",
      "                                                                 normal_add_4_3[0][0]             \n",
      "                                                                 normal_add_5_3[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_70 (Activation)      (None, 28, 28, 264)  0           normal_concat_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_69 (Activation)      (None, 28, 28, 264)  0           normal_concat_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_reduce_4 (Conv (None, 28, 28, 88)   23232       activation_70[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_reduce_4 (None, 28, 28, 88)   23232       activation_69[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_reduce_4 (BatchN (None, 28, 28, 88)   352         reduction_conv_1_reduce_4[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_reduce_4 (BatchNormal (None, 28, 28, 88)   352         adjust_conv_projection_reduce_4[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_71 (Activation)      (None, 28, 28, 88)   0           reduction_bn_1_reduce_4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_73 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 31, 31, 88)   0           activation_71[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 33, 33, 88)   0           activation_73[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 14, 14, 88)   9944        separable_conv_1_pad_reduction_le\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 14, 14, 88)   12056       separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_72 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_74 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 14, 14, 88)   9944        activation_72[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 14, 14, 88)   12056       activation_74[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_75 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 33, 33, 88)   0           activation_75[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_77 (Activation)      (None, 28, 28, 88)   0           adjust_bn_reduce_4[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_reduce_4 (Add)  (None, 14, 14, 88)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 14, 14, 88)   12056       separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 31, 31, 88)   0           activation_77[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_79 (Activation)      (None, 14, 14, 88)   0           reduction_add_1_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 14, 14, 88)   9944        separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 14, 14, 88)   8536        activation_79[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_76 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_pad_1_reduce_4 (ZeroP (None, 29, 29, 88)   0           reduction_bn_1_reduce_4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 14, 14, 88)   12056       activation_76[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_78 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_80 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_reduce_4 (MaxPo (None, 14, 14, 88)   0           reduction_pad_1_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 14, 14, 88)   9944        activation_78[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 14, 14, 88)   8536        activation_80[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_5 (Activation)    (None, 28, 28, 264)  0           normal_concat_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_reduce_4 (Add)  (None, 14, 14, 88)   0           reduction_left2_reduce_4[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_reduce_4 (Avera (None, 14, 14, 88)   0           reduction_pad_1_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 14, 14, 88)   352         separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_reduce_4 (Avera (None, 14, 14, 88)   0           reduction_add_1_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 14, 14, 88)   352         separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_reduce_4 (MaxP (None, 14, 14, 88)   0           reduction_pad_1_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_2 (ZeroPadding2D (None, 29, 29, 264)  0           adjust_relu_1_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_reduce_4 (Add)   (None, 14, 14, 88)   0           reduction_left3_reduce_4[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_2 (Add)                     (None, 14, 14, 88)   0           reduction_add_2_reduce_4[0][0]   \n",
      "                                                                 reduction_left4_reduce_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_reduce_4 (Add)   (None, 14, 14, 88)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_reduce_4[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_2 (Cropping2D)       (None, 28, 28, 264)  0           zero_padding2d_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_reduce_4 (Conc (None, 14, 14, 352)  0           reduction_add_2_reduce_4[0][0]   \n",
      "                                                                 reduction_add3_reduce_4[0][0]    \n",
      "                                                                 add_2[0][0]                      \n",
      "                                                                 reduction_add4_reduce_4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_5 (AveragePoo (None, 14, 14, 264)  0           adjust_relu_1_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_5 (AveragePoo (None, 14, 14, 264)  0           cropping2d_2[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_5 (Conv2D)        (None, 14, 14, 44)   11616       adjust_avg_pool_1_5[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_5 (Conv2D)        (None, 14, 14, 44)   11616       adjust_avg_pool_2_5[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_81 (Activation)      (None, 14, 14, 352)  0           reduction_concat_reduce_4[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 14, 14, 88)   0           adjust_conv_1_5[0][0]            \n",
      "                                                                 adjust_conv_2_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_5 (Conv2D)        (None, 14, 14, 88)   30976       activation_81[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_5 (BatchNormalization (None, 14, 14, 88)   352         concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_5 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_82 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_84 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_86 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_88 (Activation)      (None, 14, 14, 88)   0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_90 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_5 (None, 14, 14, 88)   9944        activation_82[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_84[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_5 (None, 14, 14, 88)   9944        activation_86[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_88[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_5 (None, 14, 14, 88)   8536        activation_90[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_5[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_83 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_85 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_87 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_89 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_91 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_5 (None, 14, 14, 88)   9944        activation_83[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_85[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_5 (None, 14, 14, 88)   9944        activation_87[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_89[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_5 (None, 14, 14, 88)   8536        activation_91[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_5[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_5 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_5 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_5 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_5[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_5 (Add)            (None, 14, 14, 88)   0           normal_left3_5[0][0]             \n",
      "                                                                 adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_5 (Add)            (None, 14, 14, 88)   0           normal_left4_5[0][0]             \n",
      "                                                                 normal_right4_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_5 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_5 (Concatenate)   (None, 14, 14, 528)  0           adjust_bn_5[0][0]                \n",
      "                                                                 normal_add_1_5[0][0]             \n",
      "                                                                 normal_add_2_5[0][0]             \n",
      "                                                                 normal_add_3_5[0][0]             \n",
      "                                                                 normal_add_4_5[0][0]             \n",
      "                                                                 normal_add_5_5[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_92 (Activation)      (None, 14, 14, 352)  0           reduction_concat_reduce_4[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "activation_93 (Activation)      (None, 14, 14, 528)  0           normal_concat_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_6 (Conv2 (None, 14, 14, 88)   30976       activation_92[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_6 (Conv2D)        (None, 14, 14, 88)   46464       activation_93[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_6 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_6[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_6 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_94 (Activation)      (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_96 (Activation)      (None, 14, 14, 88)   0           adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_98 (Activation)      (None, 14, 14, 88)   0           adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_100 (Activation)     (None, 14, 14, 88)   0           adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_102 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_6 (None, 14, 14, 88)   9944        activation_94[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_96[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_6 (None, 14, 14, 88)   9944        activation_98[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_100[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_6 (None, 14, 14, 88)   8536        activation_102[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_6[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_6[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_6[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_6[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_6[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_95 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_97 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_99 (Activation)      (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_101 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_103 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_6 (None, 14, 14, 88)   9944        activation_95[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_97[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_6 (None, 14, 14, 88)   9944        activation_99[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_101[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_6 (None, 14, 14, 88)   8536        activation_103[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_6[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_6[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_6[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_6[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_6 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_6 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_6 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_6[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_6 (Add)            (None, 14, 14, 88)   0           normal_left3_6[0][0]             \n",
      "                                                                 adjust_bn_6[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_6 (Add)            (None, 14, 14, 88)   0           normal_left4_6[0][0]             \n",
      "                                                                 normal_right4_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_6 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_6 (Concatenate)   (None, 14, 14, 528)  0           adjust_bn_6[0][0]                \n",
      "                                                                 normal_add_1_6[0][0]             \n",
      "                                                                 normal_add_2_6[0][0]             \n",
      "                                                                 normal_add_3_6[0][0]             \n",
      "                                                                 normal_add_4_6[0][0]             \n",
      "                                                                 normal_add_5_6[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_104 (Activation)     (None, 14, 14, 528)  0           normal_concat_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_105 (Activation)     (None, 14, 14, 528)  0           normal_concat_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_7 (Conv2 (None, 14, 14, 88)   46464       activation_104[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_7 (Conv2D)        (None, 14, 14, 88)   46464       activation_105[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_7 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_7[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_7 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_106 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_108 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_110 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_112 (Activation)     (None, 14, 14, 88)   0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_114 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_7 (None, 14, 14, 88)   9944        activation_106[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_108[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_7 (None, 14, 14, 88)   9944        activation_110[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_112[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_7 (None, 14, 14, 88)   8536        activation_114[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_7[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_107 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_109 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_111 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_113 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_115 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_7 (None, 14, 14, 88)   9944        activation_107[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_109[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_7 (None, 14, 14, 88)   9944        activation_111[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_113[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_7 (None, 14, 14, 88)   8536        activation_115[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_7[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_7 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_7 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_7 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_7[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_7 (Add)            (None, 14, 14, 88)   0           normal_left3_7[0][0]             \n",
      "                                                                 adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_7 (Add)            (None, 14, 14, 88)   0           normal_left4_7[0][0]             \n",
      "                                                                 normal_right4_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_7 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_7 (Concatenate)   (None, 14, 14, 528)  0           adjust_bn_7[0][0]                \n",
      "                                                                 normal_add_1_7[0][0]             \n",
      "                                                                 normal_add_2_7[0][0]             \n",
      "                                                                 normal_add_3_7[0][0]             \n",
      "                                                                 normal_add_4_7[0][0]             \n",
      "                                                                 normal_add_5_7[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_116 (Activation)     (None, 14, 14, 528)  0           normal_concat_6[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_117 (Activation)     (None, 14, 14, 528)  0           normal_concat_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_8 (Conv2 (None, 14, 14, 88)   46464       activation_116[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_8 (Conv2D)        (None, 14, 14, 88)   46464       activation_117[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_8 (BatchNormalization (None, 14, 14, 88)   352         adjust_conv_projection_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_8 (BatchNormalizati (None, 14, 14, 88)   352         normal_conv_1_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_118 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_120 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_122 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_124 (Activation)     (None, 14, 14, 88)   0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_126 (Activation)     (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_8 (None, 14, 14, 88)   9944        activation_118[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 14, 14, 88)   8536        activation_120[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_8 (None, 14, 14, 88)   9944        activation_122[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 14, 14, 88)   8536        activation_124[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_8 (None, 14, 14, 88)   8536        activation_126[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left1_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right1_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left2_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_1_normal_right2_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 14, 14, 88)   352         separable_conv_1_normal_left5_8[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_119 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_121 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_123 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_125 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_127 (Activation)     (None, 14, 14, 88)   0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_8 (None, 14, 14, 88)   9944        activation_119[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 14, 14, 88)   8536        activation_121[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_8 (None, 14, 14, 88)   9944        activation_123[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 14, 14, 88)   8536        activation_125[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_8 (None, 14, 14, 88)   8536        activation_127[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left1_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right1_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left2_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 14, 14, 88)   352         separable_conv_2_normal_right2_8[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_8 (AveragePooling2 (None, 14, 14, 88)   0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_8 (AveragePooling2 (None, 14, 14, 88)   0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_8 (AveragePooling (None, 14, 14, 88)   0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 14, 14, 88)   352         separable_conv_2_normal_left5_8[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_8 (Add)            (None, 14, 14, 88)   0           normal_left3_8[0][0]             \n",
      "                                                                 adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_8 (Add)            (None, 14, 14, 88)   0           normal_left4_8[0][0]             \n",
      "                                                                 normal_right4_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_8 (Add)            (None, 14, 14, 88)   0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_8 (Concatenate)   (None, 14, 14, 528)  0           adjust_bn_8[0][0]                \n",
      "                                                                 normal_add_1_8[0][0]             \n",
      "                                                                 normal_add_2_8[0][0]             \n",
      "                                                                 normal_add_3_8[0][0]             \n",
      "                                                                 normal_add_4_8[0][0]             \n",
      "                                                                 normal_add_5_8[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_129 (Activation)     (None, 14, 14, 528)  0           normal_concat_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_128 (Activation)     (None, 14, 14, 528)  0           normal_concat_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_reduce_8 (Conv (None, 14, 14, 176)  92928       activation_129[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_reduce_8 (None, 14, 14, 176)  92928       activation_128[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_reduce_8 (BatchN (None, 14, 14, 176)  704         reduction_conv_1_reduce_8[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_reduce_8 (BatchNormal (None, 14, 14, 176)  704         adjust_conv_projection_reduce_8[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_130 (Activation)     (None, 14, 14, 176)  0           reduction_bn_1_reduce_8[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_132 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 17, 17, 176)  0           activation_130[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 19, 19, 176)  0           activation_132[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 7, 7, 176)    35376       separable_conv_1_pad_reduction_le\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 7, 7, 176)    39600       separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_131 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_133 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 7, 7, 176)    35376       activation_131[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 7, 7, 176)    39600       activation_133[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_134 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 19, 19, 176)  0           activation_134[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_136 (Activation)     (None, 14, 14, 176)  0           adjust_bn_reduce_8[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_reduce_8 (Add)  (None, 7, 7, 176)    0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 7, 7, 176)    39600       separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_pad_reduction_ (None, 17, 17, 176)  0           activation_136[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_138 (Activation)     (None, 7, 7, 176)    0           reduction_add_1_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 7, 7, 176)    35376       separable_conv_1_pad_reduction_ri\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 7, 7, 176)    32560       activation_138[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_135 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_pad_1_reduce_8 (ZeroP (None, 15, 15, 176)  0           reduction_bn_1_reduce_8[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 7, 7, 176)    39600       activation_135[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_137 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_139 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_reduce_8 (MaxPo (None, 7, 7, 176)    0           reduction_pad_1_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 7, 7, 176)    35376       activation_137[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 7, 7, 176)    32560       activation_139[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_9 (Activation)    (None, 14, 14, 528)  0           normal_concat_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_reduce_8 (Add)  (None, 7, 7, 176)    0           reduction_left2_reduce_8[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_reduce_8 (Avera (None, 7, 7, 176)    0           reduction_pad_1_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 7, 7, 176)    704         separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_reduce_8 (Avera (None, 7, 7, 176)    0           reduction_add_1_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 7, 7, 176)    704         separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_reduce_8 (MaxP (None, 7, 7, 176)    0           reduction_pad_1_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_3 (ZeroPadding2D (None, 15, 15, 528)  0           adjust_relu_1_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_reduce_8 (Add)   (None, 7, 7, 176)    0           reduction_left3_reduce_8[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_3 (Add)                     (None, 7, 7, 176)    0           reduction_add_2_reduce_8[0][0]   \n",
      "                                                                 reduction_left4_reduce_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_reduce_8 (Add)   (None, 7, 7, 176)    0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_reduce_8[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_3 (Cropping2D)       (None, 14, 14, 528)  0           zero_padding2d_3[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_reduce_8 (Conc (None, 7, 7, 704)    0           reduction_add_2_reduce_8[0][0]   \n",
      "                                                                 reduction_add3_reduce_8[0][0]    \n",
      "                                                                 add_3[0][0]                      \n",
      "                                                                 reduction_add4_reduce_8[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_9 (AveragePoo (None, 7, 7, 528)    0           adjust_relu_1_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_9 (AveragePoo (None, 7, 7, 528)    0           cropping2d_3[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_9 (Conv2D)        (None, 7, 7, 88)     46464       adjust_avg_pool_1_9[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_9 (Conv2D)        (None, 7, 7, 88)     46464       adjust_avg_pool_2_9[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_140 (Activation)     (None, 7, 7, 704)    0           reduction_concat_reduce_8[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_3 (Concatenate)     (None, 7, 7, 176)    0           adjust_conv_1_9[0][0]            \n",
      "                                                                 adjust_conv_2_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_9 (Conv2D)        (None, 7, 7, 176)    123904      activation_140[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_9 (BatchNormalization (None, 7, 7, 176)    704         concatenate_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_9 (BatchNormalizati (None, 7, 7, 176)    704         normal_conv_1_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_141 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_143 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_145 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_147 (Activation)     (None, 7, 7, 176)    0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_149 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_9 (None, 7, 7, 176)    35376       activation_141[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_143[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_9 (None, 7, 7, 176)    35376       activation_145[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_147[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_9 (None, 7, 7, 176)    32560       activation_149[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_9[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_142 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_144 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_146 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_148 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_150 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_9 (None, 7, 7, 176)    35376       activation_142[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_144[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_9 (None, 7, 7, 176)    35376       activation_146[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_148[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_9 (None, 7, 7, 176)    32560       activation_150[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_9[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_9 (AveragePooling2 (None, 7, 7, 176)    0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_9 (AveragePooling2 (None, 7, 7, 176)    0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_9 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_9[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_9 (Add)            (None, 7, 7, 176)    0           normal_left3_9[0][0]             \n",
      "                                                                 adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_9 (Add)            (None, 7, 7, 176)    0           normal_left4_9[0][0]             \n",
      "                                                                 normal_right4_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_9 (Add)            (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_9 (Concatenate)   (None, 7, 7, 1056)   0           adjust_bn_9[0][0]                \n",
      "                                                                 normal_add_1_9[0][0]             \n",
      "                                                                 normal_add_2_9[0][0]             \n",
      "                                                                 normal_add_3_9[0][0]             \n",
      "                                                                 normal_add_4_9[0][0]             \n",
      "                                                                 normal_add_5_9[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_151 (Activation)     (None, 7, 7, 704)    0           reduction_concat_reduce_8[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "activation_152 (Activation)     (None, 7, 7, 1056)   0           normal_concat_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_10 (Conv (None, 7, 7, 176)    123904      activation_151[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_10 (Conv2D)       (None, 7, 7, 176)    185856      activation_152[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_10 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_10[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_10 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_153 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_155 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_157 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_159 (Activation)     (None, 7, 7, 176)    0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_161 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_153[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_155[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_157[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_159[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_161[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_10[\n",
      "__________________________________________________________________________________________________\n",
      "activation_154 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_156 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_158 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_160 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_162 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_154[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_156[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_158[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_160[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_162[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_10\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_10 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_10 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_10 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_10[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_10 (Add)           (None, 7, 7, 176)    0           normal_left3_10[0][0]            \n",
      "                                                                 adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_10 (Add)           (None, 7, 7, 176)    0           normal_left4_10[0][0]            \n",
      "                                                                 normal_right4_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_10 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_10 (Concatenate)  (None, 7, 7, 1056)   0           adjust_bn_10[0][0]               \n",
      "                                                                 normal_add_1_10[0][0]            \n",
      "                                                                 normal_add_2_10[0][0]            \n",
      "                                                                 normal_add_3_10[0][0]            \n",
      "                                                                 normal_add_4_10[0][0]            \n",
      "                                                                 normal_add_5_10[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_163 (Activation)     (None, 7, 7, 1056)   0           normal_concat_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_164 (Activation)     (None, 7, 7, 1056)   0           normal_concat_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_11 (Conv (None, 7, 7, 176)    185856      activation_163[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_11 (Conv2D)       (None, 7, 7, 176)    185856      activation_164[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_11 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_11[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_11 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_165 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_167 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_169 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_171 (Activation)     (None, 7, 7, 176)    0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_173 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_165[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_167[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_169[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_171[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_173[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_11[\n",
      "__________________________________________________________________________________________________\n",
      "activation_166 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_168 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_170 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_172 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_174 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_166[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_168[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_170[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_172[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_174[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_11\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_11 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_11 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_11 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_11[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_11 (Add)           (None, 7, 7, 176)    0           normal_left3_11[0][0]            \n",
      "                                                                 adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_11 (Add)           (None, 7, 7, 176)    0           normal_left4_11[0][0]            \n",
      "                                                                 normal_right4_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_11 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_11 (Concatenate)  (None, 7, 7, 1056)   0           adjust_bn_11[0][0]               \n",
      "                                                                 normal_add_1_11[0][0]            \n",
      "                                                                 normal_add_2_11[0][0]            \n",
      "                                                                 normal_add_3_11[0][0]            \n",
      "                                                                 normal_add_4_11[0][0]            \n",
      "                                                                 normal_add_5_11[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_175 (Activation)     (None, 7, 7, 1056)   0           normal_concat_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_176 (Activation)     (None, 7, 7, 1056)   0           normal_concat_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_12 (Conv (None, 7, 7, 176)    185856      activation_175[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_12 (Conv2D)       (None, 7, 7, 176)    185856      activation_176[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_12 (BatchNormalizatio (None, 7, 7, 176)    704         adjust_conv_projection_12[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_12 (BatchNormalizat (None, 7, 7, 176)    704         normal_conv_1_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_177 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_179 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_181 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_183 (Activation)     (None, 7, 7, 176)    0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_185 (Activation)     (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 7, 7, 176)    35376       activation_177[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 7, 7, 176)    32560       activation_179[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 7, 7, 176)    35376       activation_181[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 7, 7, 176)    32560       activation_183[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 7, 7, 176)    32560       activation_185[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left1_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right1_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left2_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_1_normal_right2_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 7, 7, 176)    704         separable_conv_1_normal_left5_12[\n",
      "__________________________________________________________________________________________________\n",
      "activation_178 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_180 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_182 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_184 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_186 (Activation)     (None, 7, 7, 176)    0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 7, 7, 176)    35376       activation_178[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 7, 7, 176)    32560       activation_180[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 7, 7, 176)    35376       activation_182[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 7, 7, 176)    32560       activation_184[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 7, 7, 176)    32560       activation_186[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left1_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right1_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left2_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 7, 7, 176)    704         separable_conv_2_normal_right2_12\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_12 (AveragePooling (None, 7, 7, 176)    0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_12 (AveragePooling (None, 7, 7, 176)    0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_12 (AveragePoolin (None, 7, 7, 176)    0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 7, 7, 176)    704         separable_conv_2_normal_left5_12[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_12 (Add)           (None, 7, 7, 176)    0           normal_left3_12[0][0]            \n",
      "                                                                 adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_12 (Add)           (None, 7, 7, 176)    0           normal_left4_12[0][0]            \n",
      "                                                                 normal_right4_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_12 (Add)           (None, 7, 7, 176)    0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_12 (Concatenate)  (None, 7, 7, 1056)   0           adjust_bn_12[0][0]               \n",
      "                                                                 normal_add_1_12[0][0]            \n",
      "                                                                 normal_add_2_12[0][0]            \n",
      "                                                                 normal_add_3_12[0][0]            \n",
      "                                                                 normal_add_4_12[0][0]            \n",
      "                                                                 normal_add_5_12[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_187 (Activation)     (None, 7, 7, 1056)   0           normal_concat_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d (Globa (None, 1056)         0           activation_187[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "dense (Dense)                   (None, 1024)         1082368     global_average_pooling2d[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 512)          524800      dense[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "dense_2 (Dense)                 (None, 2)            1026        dense_1[0][0]                    \n",
      "==================================================================================================\n",
      "Total params: 5,877,910\n",
      "Trainable params: 5,841,172\n",
      "Non-trainable params: 36,738\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/7\n",
      "78/78 [==============================] - 71s 906ms/step - loss: 0.1638 - acc: 0.9665 - val_loss: 10.2305 - val_acc: 0.7053\n",
      "Epoch 2/7\n",
      "78/78 [==============================] - 15s 198ms/step - loss: 0.0595 - acc: 0.9858 - val_loss: 354.5524 - val_acc: 0.0895\n",
      "Epoch 3/7\n",
      "78/78 [==============================] - 16s 207ms/step - loss: 0.0178 - acc: 0.9961 - val_loss: 601.3619 - val_acc: 0.1789\n",
      "Epoch 4/7\n",
      "78/78 [==============================] - 15s 199ms/step - loss: 0.0464 - acc: 0.9923 - val_loss: 257.1574 - val_acc: 0.3000\n",
      "Epoch 5/7\n",
      "78/78 [==============================] - 15s 197ms/step - loss: 0.0253 - acc: 0.9948 - val_loss: 1879.0429 - val_acc: 0.0632\n",
      "Epoch 6/7\n",
      "78/78 [==============================] - 15s 198ms/step - loss: 0.0367 - acc: 0.9910 - val_loss: 1115.6202 - val_acc: 0.9526\n",
      "Epoch 7/7\n",
      "78/78 [==============================] - 15s 197ms/step - loss: 0.0709 - acc: 0.9897 - val_loss: 2647.7283 - val_acc: 0.9579\n",
      "dict_keys(['loss', 'acc', 'val_loss', 'val_acc'])\n"
     ]
    }
   ],
   "source": [
    "for layer in model.layers[:20]:\n",
    "    layer.trainable=False\n",
    "for layer in model.layers[20:]:\n",
    "    layer.trainable=True\n",
    "    \n",
    "model.compile(optimizer=\"Adam\",loss=\"categorical_crossentropy\",metrics=[\"accuracy\"])\n",
    "history = model.fit_generator(generator=train_data,\n",
    "                   steps_per_epoch=STEP_SIZE,\n",
    "                   validation_data=valid_data,\n",
    "                   validation_steps=VALIDATION_STEPS,\n",
    "                   epochs=7)\n",
    "\n",
    "print(history.history.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting graphs for better viewing the model\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# summarize history for accuracy\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "# summarize history for loss\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('Model Loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'valid'], loc='upper right')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
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