Image Feature Extraction - NASNetLarge.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import glob\n",
    "import os\n",
    "import json\n",
    "from keras.applications.nasnet import NASNetLarge, preprocess_input\n",
    "from keras.models import Model\n",
    "%aimport utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://github.com/titu1994/Keras-NASNet/releases/download/v1.2/NASNet-large.h5\n",
      "359751680/359748576 [==============================] - 23s 0us/step\n"
     ]
    }
   ],
   "source": [
    "pretrained_model = NASNetLarge(weights='imagenet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 331, 331, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "stem_conv1 (Conv2D)             (None, 165, 165, 96) 2592        input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "stem_bn1 (BatchNormalization)   (None, 165, 165, 96) 384         stem_conv1[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_stem_1 (Conv2D (None, 165, 165, 42) 4032        activation_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_stem_1 (BatchNor (None, 165, 165, 42) 168         reduction_conv_1_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_2 (Activation)       (None, 165, 165, 42) 0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_4 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 83, 83, 42)   2814        activation_2[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 83, 83, 42)   8736        activation_4[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_3 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_5 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 83, 83, 42)   2814        activation_3[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 83, 83, 42)   3822        activation_5[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_6 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_stem_1 (Add)    (None, 83, 83, 42)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 83, 83, 42)   8736        activation_6[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_8 (Activation)       (None, 165, 165, 96) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_10 (Activation)      (None, 83, 83, 42)   0           reduction_add_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 83, 83, 42)   6432        activation_8[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 83, 83, 42)   2142        activation_10[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_7 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 83, 83, 42)   3822        activation_7[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_9 (Activation)       (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_11 (Activation)      (None, 83, 83, 42)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_stem_1 (MaxPool (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 83, 83, 42)   2814        activation_9[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 83, 83, 42)   2142        activation_11[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_stem_2 (Activatio (None, 165, 165, 96) 0           stem_bn1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_stem_1 (Add)    (None, 83, 83, 42)   0           reduction_left2_stem_1[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_stem_1 (Average (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 83, 83, 42)   168         separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_stem_1 (Average (None, 83, 83, 42)   0           reduction_add_1_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 83, 83, 42)   168         separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_stem_1 (MaxPoo (None, 83, 83, 42)   0           reduction_bn_1_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_1 (ZeroPadding2D (None, 166, 166, 96) 0           adjust_relu_1_stem_2[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_stem_1 (Add)     (None, 83, 83, 42)   0           reduction_left3_stem_1[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_1 (Add)                     (None, 83, 83, 42)   0           reduction_add_2_stem_1[0][0]     \n",
      "                                                                 reduction_left4_stem_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_stem_1 (Add)     (None, 83, 83, 42)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_1 (Cropping2D)       (None, 165, 165, 96) 0           zero_padding2d_1[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_stem_1 (Concat (None, 83, 83, 168)  0           reduction_add_2_stem_1[0][0]     \n",
      "                                                                 reduction_add3_stem_1[0][0]      \n",
      "                                                                 add_1[0][0]                      \n",
      "                                                                 reduction_add4_stem_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_stem_2 (Avera (None, 83, 83, 96)   0           adjust_relu_1_stem_2[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_stem_2 (Avera (None, 83, 83, 96)   0           cropping2d_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_12 (Activation)      (None, 83, 83, 168)  0           reduction_concat_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_stem_2 (Conv2D)   (None, 83, 83, 42)   4032        adjust_avg_pool_1_stem_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_stem_2 (Conv2D)   (None, 83, 83, 42)   4032        adjust_avg_pool_2_stem_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_stem_2 (Conv2D (None, 83, 83, 84)   14112       activation_12[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 83, 83, 84)   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, 83, 83, 84)   336         reduction_conv_1_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_stem_2 (BatchNormaliz (None, 83, 83, 84)   336         concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_13 (Activation)      (None, 83, 83, 84)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_15 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 42, 42, 84)   9156        activation_13[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 42, 42, 84)   11172       activation_15[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_14 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_16 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 42, 42, 84)   9156        activation_14[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 42, 42, 84)   11172       activation_16[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_17 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_stem_2 (Add)    (None, 42, 42, 84)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 42, 42, 84)   11172       activation_17[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_19 (Activation)      (None, 83, 83, 84)   0           adjust_bn_stem_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_21 (Activation)      (None, 42, 42, 84)   0           reduction_add_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 42, 42, 84)   9156        activation_19[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 42, 42, 84)   7812        activation_21[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_18 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 42, 42, 84)   11172       activation_18[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_20 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_22 (Activation)      (None, 42, 42, 84)   0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_stem_2 (MaxPool (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 42, 42, 84)   9156        activation_20[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 42, 42, 84)   7812        activation_22[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_0 (Activation)    (None, 83, 83, 168)  0           reduction_concat_stem_1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_stem_2 (Add)    (None, 42, 42, 84)   0           reduction_left2_stem_2[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_stem_2 (Average (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 42, 42, 84)   336         separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_stem_2 (Average (None, 42, 42, 84)   0           reduction_add_1_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 42, 42, 84)   336         separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_stem_2 (MaxPoo (None, 42, 42, 84)   0           reduction_bn_1_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_2 (ZeroPadding2D (None, 84, 84, 168)  0           adjust_relu_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_stem_2 (Add)     (None, 42, 42, 84)   0           reduction_left3_stem_2[0][0]     \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_2 (Add)                     (None, 42, 42, 84)   0           reduction_add_2_stem_2[0][0]     \n",
      "                                                                 reduction_left4_stem_2[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_stem_2 (Add)     (None, 42, 42, 84)   0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_2 (Cropping2D)       (None, 83, 83, 168)  0           zero_padding2d_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_stem_2 (Concat (None, 42, 42, 336)  0           reduction_add_2_stem_2[0][0]     \n",
      "                                                                 reduction_add3_stem_2[0][0]      \n",
      "                                                                 add_2[0][0]                      \n",
      "                                                                 reduction_add4_stem_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_0 (AveragePoo (None, 42, 42, 168)  0           adjust_relu_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_0 (AveragePoo (None, 42, 42, 168)  0           cropping2d_2[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_0 (Conv2D)        (None, 42, 42, 84)   14112       adjust_avg_pool_1_0[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_0 (Conv2D)        (None, 42, 42, 84)   14112       adjust_avg_pool_2_0[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_23 (Activation)      (None, 42, 42, 336)  0           reduction_concat_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 42, 42, 168)  0           adjust_conv_1_0[0][0]            \n",
      "                                                                 adjust_conv_2_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_0 (Conv2D)        (None, 42, 42, 168)  56448       activation_23[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_0 (BatchNormalization (None, 42, 42, 168)  672         concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_0 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_24 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_26 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_28 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_30 (Activation)      (None, 42, 42, 168)  0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_32 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_0 (None, 42, 42, 168)  32424       activation_24[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_26[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_0 (None, 42, 42, 168)  32424       activation_28[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_30[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_0 (None, 42, 42, 168)  29736       activation_32[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_0[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_25 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_27 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_29 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_31 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_33 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_0 (None, 42, 42, 168)  32424       activation_25[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_27[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_0 (None, 42, 42, 168)  32424       activation_29[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_31[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_0 (None, 42, 42, 168)  29736       activation_33[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_0[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_0[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_0[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_0 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_0 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_0 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_0[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_0 (Add)            (None, 42, 42, 168)  0           normal_left3_0[0][0]             \n",
      "                                                                 adjust_bn_0[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_0 (Add)            (None, 42, 42, 168)  0           normal_left4_0[0][0]             \n",
      "                                                                 normal_right4_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_0 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_0[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_0 (Concatenate)   (None, 42, 42, 1008) 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_34 (Activation)      (None, 42, 42, 336)  0           reduction_concat_stem_2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_35 (Activation)      (None, 42, 42, 1008) 0           normal_concat_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_1 (Conv2 (None, 42, 42, 168)  56448       activation_34[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_1 (Conv2D)        (None, 42, 42, 168)  169344      activation_35[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_1 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_1[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_1 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_36 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_38 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_40 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_42 (Activation)      (None, 42, 42, 168)  0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_44 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 42, 42, 168)  32424       activation_36[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_38[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 42, 42, 168)  32424       activation_40[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_42[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 42, 42, 168)  29736       activation_44[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_1[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_37 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_39 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_41 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_43 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_45 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 42, 42, 168)  32424       activation_37[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_39[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 42, 42, 168)  32424       activation_41[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_43[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 42, 42, 168)  29736       activation_45[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_1[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_1[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_1[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_1 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_1 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_1 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_1[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_1 (Add)            (None, 42, 42, 168)  0           normal_left3_1[0][0]             \n",
      "                                                                 adjust_bn_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_1 (Add)            (None, 42, 42, 168)  0           normal_left4_1[0][0]             \n",
      "                                                                 normal_right4_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_1 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_1 (Concatenate)   (None, 42, 42, 1008) 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_46 (Activation)      (None, 42, 42, 1008) 0           normal_concat_0[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_47 (Activation)      (None, 42, 42, 1008) 0           normal_concat_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_2 (Conv2 (None, 42, 42, 168)  169344      activation_46[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_2 (Conv2D)        (None, 42, 42, 168)  169344      activation_47[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_2 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_2[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_2 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_48 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_50 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_52 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_54 (Activation)      (None, 42, 42, 168)  0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_56 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_2 (None, 42, 42, 168)  32424       activation_48[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_50[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_2 (None, 42, 42, 168)  32424       activation_52[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_54[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_2 (None, 42, 42, 168)  29736       activation_56[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_2[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_49 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_51 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_53 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_55 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_57 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_2 (None, 42, 42, 168)  32424       activation_49[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_51[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_2 (None, 42, 42, 168)  32424       activation_53[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_55[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_2 (None, 42, 42, 168)  29736       activation_57[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_2[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_2[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_2[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_2 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_2 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_2 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_2[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_2 (Add)            (None, 42, 42, 168)  0           normal_left3_2[0][0]             \n",
      "                                                                 adjust_bn_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_2 (Add)            (None, 42, 42, 168)  0           normal_left4_2[0][0]             \n",
      "                                                                 normal_right4_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_2 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_2 (Concatenate)   (None, 42, 42, 1008) 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_58 (Activation)      (None, 42, 42, 1008) 0           normal_concat_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_59 (Activation)      (None, 42, 42, 1008) 0           normal_concat_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_3 (Conv2 (None, 42, 42, 168)  169344      activation_58[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_3 (Conv2D)        (None, 42, 42, 168)  169344      activation_59[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_3 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_3[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_3 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_60 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_62 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_64 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_66 (Activation)      (None, 42, 42, 168)  0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_68 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_3 (None, 42, 42, 168)  32424       activation_60[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_62[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_3 (None, 42, 42, 168)  32424       activation_64[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_66[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_3 (None, 42, 42, 168)  29736       activation_68[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_3[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_61 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_63 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_65 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_67 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_69 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_3 (None, 42, 42, 168)  32424       activation_61[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_63[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_3 (None, 42, 42, 168)  32424       activation_65[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_67[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_3 (None, 42, 42, 168)  29736       activation_69[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_3[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_3[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_3[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_3 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_3 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_3 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_3[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_3 (Add)            (None, 42, 42, 168)  0           normal_left3_3[0][0]             \n",
      "                                                                 adjust_bn_3[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_3 (Add)            (None, 42, 42, 168)  0           normal_left4_3[0][0]             \n",
      "                                                                 normal_right4_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_3 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_3 (Concatenate)   (None, 42, 42, 1008) 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, 42, 42, 1008) 0           normal_concat_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_71 (Activation)      (None, 42, 42, 1008) 0           normal_concat_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_4 (Conv2 (None, 42, 42, 168)  169344      activation_70[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_4 (Conv2D)        (None, 42, 42, 168)  169344      activation_71[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_4 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_4[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_4 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_72 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_74 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_76 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_78 (Activation)      (None, 42, 42, 168)  0           adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_80 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_4 (None, 42, 42, 168)  32424       activation_72[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_74[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_4 (None, 42, 42, 168)  32424       activation_76[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_78[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_4 (None, 42, 42, 168)  29736       activation_80[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_4[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_4[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_4[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_4[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_4[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_73 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_75 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_77 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_79 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_81 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_4 (None, 42, 42, 168)  32424       activation_73[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_75[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_4 (None, 42, 42, 168)  32424       activation_77[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_79[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_4 (None, 42, 42, 168)  29736       activation_81[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_4[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_4[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_4[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_4[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_4 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_4 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_4 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_4[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_4 (Add)            (None, 42, 42, 168)  0           normal_left3_4[0][0]             \n",
      "                                                                 adjust_bn_4[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_4 (Add)            (None, 42, 42, 168)  0           normal_left4_4[0][0]             \n",
      "                                                                 normal_right4_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_4 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_4 (Concatenate)   (None, 42, 42, 1008) 0           adjust_bn_4[0][0]                \n",
      "                                                                 normal_add_1_4[0][0]             \n",
      "                                                                 normal_add_2_4[0][0]             \n",
      "                                                                 normal_add_3_4[0][0]             \n",
      "                                                                 normal_add_4_4[0][0]             \n",
      "                                                                 normal_add_5_4[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_82 (Activation)      (None, 42, 42, 1008) 0           normal_concat_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_83 (Activation)      (None, 42, 42, 1008) 0           normal_concat_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_5 (Conv2 (None, 42, 42, 168)  169344      activation_82[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_5 (Conv2D)        (None, 42, 42, 168)  169344      activation_83[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_5 (BatchNormalization (None, 42, 42, 168)  672         adjust_conv_projection_5[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_5 (BatchNormalizati (None, 42, 42, 168)  672         normal_conv_1_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_84 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_86 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_88 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_90 (Activation)      (None, 42, 42, 168)  0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_92 (Activation)      (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_5 (None, 42, 42, 168)  32424       activation_84[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 42, 42, 168)  29736       activation_86[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_5 (None, 42, 42, 168)  32424       activation_88[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 42, 42, 168)  29736       activation_90[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_5 (None, 42, 42, 168)  29736       activation_92[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left1_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right1_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left2_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_1_normal_right2_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 42, 42, 168)  672         separable_conv_1_normal_left5_5[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_85 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_87 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_89 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_91 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_93 (Activation)      (None, 42, 42, 168)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_5 (None, 42, 42, 168)  32424       activation_85[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 42, 42, 168)  29736       activation_87[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_5 (None, 42, 42, 168)  32424       activation_89[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 42, 42, 168)  29736       activation_91[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_5 (None, 42, 42, 168)  29736       activation_93[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left1_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right1_5[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left2_5[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 42, 42, 168)  672         separable_conv_2_normal_right2_5[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_5 (AveragePooling2 (None, 42, 42, 168)  0           normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_5 (AveragePooling2 (None, 42, 42, 168)  0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_5 (AveragePooling (None, 42, 42, 168)  0           adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 42, 42, 168)  672         separable_conv_2_normal_left5_5[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_5 (Add)            (None, 42, 42, 168)  0           normal_left3_5[0][0]             \n",
      "                                                                 adjust_bn_5[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_5 (Add)            (None, 42, 42, 168)  0           normal_left4_5[0][0]             \n",
      "                                                                 normal_right4_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_5 (Add)            (None, 42, 42, 168)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_5 (Concatenate)   (None, 42, 42, 1008) 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_95 (Activation)      (None, 42, 42, 1008) 0           normal_concat_5[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_94 (Activation)      (None, 42, 42, 1008) 0           normal_concat_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_reduce_6 (Conv (None, 42, 42, 336)  338688      activation_95[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_reduce_6 (None, 42, 42, 336)  338688      activation_94[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_reduce_6 (BatchN (None, 42, 42, 336)  1344        reduction_conv_1_reduce_6[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_reduce_6 (BatchNormal (None, 42, 42, 336)  1344        adjust_conv_projection_reduce_6[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_96 (Activation)      (None, 42, 42, 336)  0           reduction_bn_1_reduce_6[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_98 (Activation)      (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 21, 21, 336)  121296      activation_96[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 21, 21, 336)  129360      activation_98[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_97 (Activation)      (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_99 (Activation)      (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 21, 21, 336)  121296      activation_97[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 21, 21, 336)  129360      activation_99[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_100 (Activation)     (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_reduce_6 (Add)  (None, 21, 21, 336)  0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 21, 21, 336)  129360      activation_100[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_102 (Activation)     (None, 42, 42, 336)  0           adjust_bn_reduce_6[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "activation_104 (Activation)     (None, 21, 21, 336)  0           reduction_add_1_reduce_6[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 21, 21, 336)  121296      activation_102[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 21, 21, 336)  115920      activation_104[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_101 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 21, 21, 336)  129360      activation_101[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_103 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_105 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_reduce_6 (MaxPo (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 21, 21, 336)  121296      activation_103[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 21, 21, 336)  115920      activation_105[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_7 (Activation)    (None, 42, 42, 1008) 0           normal_concat_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_reduce_6 (Add)  (None, 21, 21, 336)  0           reduction_left2_reduce_6[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_reduce_6 (Avera (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 21, 21, 336)  1344        separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_reduce_6 (Avera (None, 21, 21, 336)  0           reduction_add_1_reduce_6[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 21, 21, 336)  1344        separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_reduce_6 (MaxP (None, 21, 21, 336)  0           reduction_bn_1_reduce_6[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_3 (ZeroPadding2D (None, 43, 43, 1008) 0           adjust_relu_1_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_reduce_6 (Add)   (None, 21, 21, 336)  0           reduction_left3_reduce_6[0][0]   \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_3 (Add)                     (None, 21, 21, 336)  0           reduction_add_2_reduce_6[0][0]   \n",
      "                                                                 reduction_left4_reduce_6[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_reduce_6 (Add)   (None, 21, 21, 336)  0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_reduce_6[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_3 (Cropping2D)       (None, 42, 42, 1008) 0           zero_padding2d_3[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_reduce_6 (Conc (None, 21, 21, 1344) 0           reduction_add_2_reduce_6[0][0]   \n",
      "                                                                 reduction_add3_reduce_6[0][0]    \n",
      "                                                                 add_3[0][0]                      \n",
      "                                                                 reduction_add4_reduce_6[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_7 (AveragePoo (None, 21, 21, 1008) 0           adjust_relu_1_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_7 (AveragePoo (None, 21, 21, 1008) 0           cropping2d_3[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_7 (Conv2D)        (None, 21, 21, 168)  169344      adjust_avg_pool_1_7[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_7 (Conv2D)        (None, 21, 21, 168)  169344      adjust_avg_pool_2_7[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_106 (Activation)     (None, 21, 21, 1344) 0           reduction_concat_reduce_6[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_3 (Concatenate)     (None, 21, 21, 336)  0           adjust_conv_1_7[0][0]            \n",
      "                                                                 adjust_conv_2_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_7 (Conv2D)        (None, 21, 21, 336)  451584      activation_106[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_7 (BatchNormalization (None, 21, 21, 336)  1344        concatenate_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_7 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_107 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_109 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_111 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_113 (Activation)     (None, 21, 21, 336)  0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_115 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_7 (None, 21, 21, 336)  121296      activation_107[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_109[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_7 (None, 21, 21, 336)  121296      activation_111[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_113[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_7 (None, 21, 21, 336)  115920      activation_115[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_7[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_108 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_110 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_112 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_114 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_116 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_7 (None, 21, 21, 336)  121296      activation_108[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_110[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_7 (None, 21, 21, 336)  121296      activation_112[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_114[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_7 (None, 21, 21, 336)  115920      activation_116[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_7[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_7[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_7[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_7 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_7 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_7 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_7[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_7 (Add)            (None, 21, 21, 336)  0           normal_left3_7[0][0]             \n",
      "                                                                 adjust_bn_7[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_7 (Add)            (None, 21, 21, 336)  0           normal_left4_7[0][0]             \n",
      "                                                                 normal_right4_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_7 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_7 (Concatenate)   (None, 21, 21, 2016) 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_117 (Activation)     (None, 21, 21, 1344) 0           reduction_concat_reduce_6[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "activation_118 (Activation)     (None, 21, 21, 2016) 0           normal_concat_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_8 (Conv2 (None, 21, 21, 336)  451584      activation_117[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_8 (Conv2D)        (None, 21, 21, 336)  677376      activation_118[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_8 (BatchNormalization (None, 21, 21, 336)  1344        adjust_conv_projection_8[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_8 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_119 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_121 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_123 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_125 (Activation)     (None, 21, 21, 336)  0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_127 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_8 (None, 21, 21, 336)  121296      activation_119[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_121[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_8 (None, 21, 21, 336)  121296      activation_123[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_125[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_8 (None, 21, 21, 336)  115920      activation_127[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_8[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_120 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_122 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_124 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_126 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_128 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_8 (None, 21, 21, 336)  121296      activation_120[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_122[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_8 (None, 21, 21, 336)  121296      activation_124[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_126[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_8 (None, 21, 21, 336)  115920      activation_128[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_8[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_8[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_8[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_8 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_8 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_8 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_8[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_8 (Add)            (None, 21, 21, 336)  0           normal_left3_8[0][0]             \n",
      "                                                                 adjust_bn_8[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_8 (Add)            (None, 21, 21, 336)  0           normal_left4_8[0][0]             \n",
      "                                                                 normal_right4_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_8 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_8 (Concatenate)   (None, 21, 21, 2016) 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, 21, 21, 2016) 0           normal_concat_7[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_130 (Activation)     (None, 21, 21, 2016) 0           normal_concat_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_9 (Conv2 (None, 21, 21, 336)  677376      activation_129[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_9 (Conv2D)        (None, 21, 21, 336)  677376      activation_130[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_9 (BatchNormalization (None, 21, 21, 336)  1344        adjust_conv_projection_9[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_9 (BatchNormalizati (None, 21, 21, 336)  1344        normal_conv_1_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_131 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "activation_133 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_135 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_137 (Activation)     (None, 21, 21, 336)  0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "activation_139 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_9 (None, 21, 21, 336)  121296      activation_131[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_133[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_9 (None, 21, 21, 336)  121296      activation_135[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_137[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_9 (None, 21, 21, 336)  115920      activation_139[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_9[0\n",
      "__________________________________________________________________________________________________\n",
      "activation_132 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_134 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_136 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_138 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_140 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_9 (None, 21, 21, 336)  121296      activation_132[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_134[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_9 (None, 21, 21, 336)  121296      activation_136[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_138[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_9 (None, 21, 21, 336)  115920      activation_140[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_9[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_9[0\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_9[\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_9 (AveragePooling2 (None, 21, 21, 336)  0           normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_9 (AveragePooling2 (None, 21, 21, 336)  0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_9 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_9[0\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_9 (Add)            (None, 21, 21, 336)  0           normal_left3_9[0][0]             \n",
      "                                                                 adjust_bn_9[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_9 (Add)            (None, 21, 21, 336)  0           normal_left4_9[0][0]             \n",
      "                                                                 normal_right4_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_9 (Add)            (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_9[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_9 (Concatenate)   (None, 21, 21, 2016) 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_141 (Activation)     (None, 21, 21, 2016) 0           normal_concat_8[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_142 (Activation)     (None, 21, 21, 2016) 0           normal_concat_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_10 (Conv (None, 21, 21, 336)  677376      activation_141[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_10 (Conv2D)       (None, 21, 21, 336)  677376      activation_142[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_10 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_10[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_10 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_143 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_145 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_147 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_149 (Activation)     (None, 21, 21, 336)  0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_151 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_143[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_145[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_147[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_149[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_151[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_10[\n",
      "__________________________________________________________________________________________________\n",
      "activation_144 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_146 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_148 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_150 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_152 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_144[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_146[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_148[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_150[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_152[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_10\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_10[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_10\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_10 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_10 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_10 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_10[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_10 (Add)           (None, 21, 21, 336)  0           normal_left3_10[0][0]            \n",
      "                                                                 adjust_bn_10[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_10 (Add)           (None, 21, 21, 336)  0           normal_left4_10[0][0]            \n",
      "                                                                 normal_right4_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_10 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_10 (Concatenate)  (None, 21, 21, 2016) 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_153 (Activation)     (None, 21, 21, 2016) 0           normal_concat_9[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_154 (Activation)     (None, 21, 21, 2016) 0           normal_concat_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_11 (Conv (None, 21, 21, 336)  677376      activation_153[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_11 (Conv2D)       (None, 21, 21, 336)  677376      activation_154[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_11 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_11[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_11 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_155 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_157 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_159 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_161 (Activation)     (None, 21, 21, 336)  0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_163 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_155[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_157[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_159[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_161[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_163[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_11[\n",
      "__________________________________________________________________________________________________\n",
      "activation_156 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_158 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_160 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_162 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_164 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_156[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_158[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_160[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_162[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_164[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_11\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_11[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_11\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_11 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_11 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_11 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_11[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_11 (Add)           (None, 21, 21, 336)  0           normal_left3_11[0][0]            \n",
      "                                                                 adjust_bn_11[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_11 (Add)           (None, 21, 21, 336)  0           normal_left4_11[0][0]            \n",
      "                                                                 normal_right4_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_11 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_11 (Concatenate)  (None, 21, 21, 2016) 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_165 (Activation)     (None, 21, 21, 2016) 0           normal_concat_10[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_166 (Activation)     (None, 21, 21, 2016) 0           normal_concat_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_12 (Conv (None, 21, 21, 336)  677376      activation_165[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_12 (Conv2D)       (None, 21, 21, 336)  677376      activation_166[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_12 (BatchNormalizatio (None, 21, 21, 336)  1344        adjust_conv_projection_12[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_12 (BatchNormalizat (None, 21, 21, 336)  1344        normal_conv_1_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_167 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_169 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_171 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_173 (Activation)     (None, 21, 21, 336)  0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_175 (Activation)     (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 21, 21, 336)  121296      activation_167[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 21, 21, 336)  115920      activation_169[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 21, 21, 336)  121296      activation_171[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 21, 21, 336)  115920      activation_173[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 21, 21, 336)  115920      activation_175[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left1_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right1_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left2_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_1_normal_right2_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_1_normal_left5_12[\n",
      "__________________________________________________________________________________________________\n",
      "activation_168 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_170 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_172 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_174 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_176 (Activation)     (None, 21, 21, 336)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 21, 21, 336)  121296      activation_168[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 21, 21, 336)  115920      activation_170[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 21, 21, 336)  121296      activation_172[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 21, 21, 336)  115920      activation_174[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 21, 21, 336)  115920      activation_176[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left1_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right1_12\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left2_12[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 21, 21, 336)  1344        separable_conv_2_normal_right2_12\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_12 (AveragePooling (None, 21, 21, 336)  0           normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_12 (AveragePooling (None, 21, 21, 336)  0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_12 (AveragePoolin (None, 21, 21, 336)  0           adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 21, 21, 336)  1344        separable_conv_2_normal_left5_12[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_12 (Add)           (None, 21, 21, 336)  0           normal_left3_12[0][0]            \n",
      "                                                                 adjust_bn_12[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_12 (Add)           (None, 21, 21, 336)  0           normal_left4_12[0][0]            \n",
      "                                                                 normal_right4_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_12 (Add)           (None, 21, 21, 336)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_12[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_12 (Concatenate)  (None, 21, 21, 2016) 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_178 (Activation)     (None, 21, 21, 2016) 0           normal_concat_12[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_177 (Activation)     (None, 21, 21, 2016) 0           normal_concat_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_conv_1_reduce_12 (Con (None, 21, 21, 672)  1354752     activation_178[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_reduce_1 (None, 21, 21, 672)  1354752     activation_177[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "reduction_bn_1_reduce_12 (Batch (None, 21, 21, 672)  2688        reduction_conv_1_reduce_12[0][0] \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_reduce_12 (BatchNorma (None, 21, 21, 672)  2688        adjust_conv_projection_reduce_12[\n",
      "__________________________________________________________________________________________________\n",
      "activation_179 (Activation)     (None, 21, 21, 672)  0           reduction_bn_1_reduce_12[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "activation_181 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 11, 11, 672)  468384      activation_179[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 11, 11, 672)  484512      activation_181[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_1_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_180 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "activation_182 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 11, 11, 672)  468384      activation_180[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 11, 11, 672)  484512      activation_182[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_2_reduction_left1_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_183 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_1_reduce_12 (Add) (None, 11, 11, 672)  0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 11, 11, 672)  484512      activation_183[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_185 (Activation)     (None, 21, 21, 672)  0           adjust_bn_reduce_12[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "activation_187 (Activation)     (None, 11, 11, 672)  0           reduction_add_1_reduce_12[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_righ (None, 11, 11, 672)  468384      activation_185[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_reduction_left (None, 11, 11, 672)  457632      activation_187[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_184 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_1_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_1_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 11, 11, 672)  484512      activation_184[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_186 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "activation_188 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_reduction_lef\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left2_reduce_12 (MaxP (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right2\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_righ (None, 11, 11, 672)  468384      activation_186[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_reduction_left (None, 11, 11, 672)  457632      activation_188[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_relu_1_13 (Activation)   (None, 21, 21, 2016) 0           normal_concat_11[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add_2_reduce_12 (Add) (None, 11, 11, 672)  0           reduction_left2_reduce_12[0][0]  \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left3_reduce_12 (Aver (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_r (None, 11, 11, 672)  2688        separable_conv_2_reduction_right3\n",
      "__________________________________________________________________________________________________\n",
      "reduction_left4_reduce_12 (Aver (None, 11, 11, 672)  0           reduction_add_1_reduce_12[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_reduction_l (None, 11, 11, 672)  2688        separable_conv_2_reduction_left4_\n",
      "__________________________________________________________________________________________________\n",
      "reduction_right5_reduce_12 (Max (None, 11, 11, 672)  0           reduction_bn_1_reduce_12[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_4 (ZeroPadding2D (None, 22, 22, 2016) 0           adjust_relu_1_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add3_reduce_12 (Add)  (None, 11, 11, 672)  0           reduction_left3_reduce_12[0][0]  \n",
      "                                                                 separable_conv_2_bn_reduction_rig\n",
      "__________________________________________________________________________________________________\n",
      "add_4 (Add)                     (None, 11, 11, 672)  0           reduction_add_2_reduce_12[0][0]  \n",
      "                                                                 reduction_left4_reduce_12[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "reduction_add4_reduce_12 (Add)  (None, 11, 11, 672)  0           separable_conv_2_bn_reduction_lef\n",
      "                                                                 reduction_right5_reduce_12[0][0] \n",
      "__________________________________________________________________________________________________\n",
      "cropping2d_4 (Cropping2D)       (None, 21, 21, 2016) 0           zero_padding2d_4[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "reduction_concat_reduce_12 (Con (None, 11, 11, 2688) 0           reduction_add_2_reduce_12[0][0]  \n",
      "                                                                 reduction_add3_reduce_12[0][0]   \n",
      "                                                                 add_4[0][0]                      \n",
      "                                                                 reduction_add4_reduce_12[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_1_13 (AveragePo (None, 11, 11, 2016) 0           adjust_relu_1_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_avg_pool_2_13 (AveragePo (None, 11, 11, 2016) 0           cropping2d_4[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_1_13 (Conv2D)       (None, 11, 11, 336)  677376      adjust_avg_pool_1_13[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_2_13 (Conv2D)       (None, 11, 11, 336)  677376      adjust_avg_pool_2_13[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "activation_189 (Activation)     (None, 11, 11, 2688) 0           reduction_concat_reduce_12[0][0] \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_4 (Concatenate)     (None, 11, 11, 672)  0           adjust_conv_1_13[0][0]           \n",
      "                                                                 adjust_conv_2_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_13 (Conv2D)       (None, 11, 11, 672)  1806336     activation_189[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_13 (BatchNormalizatio (None, 11, 11, 672)  2688        concatenate_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_13 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_190 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_192 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_194 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_196 (Activation)     (None, 11, 11, 672)  0           adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_198 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_190[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_192[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_194[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_196[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_198[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_13[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_13\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_13[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_13\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_13[\n",
      "__________________________________________________________________________________________________\n",
      "activation_191 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_193 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_195 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_197 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_199 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_191[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_193[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_195[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_197[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_199[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_13[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_13\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_13[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_13\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_13 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_13[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_13 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_13 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_13[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_13 (Add)           (None, 11, 11, 672)  0           normal_left3_13[0][0]            \n",
      "                                                                 adjust_bn_13[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_13 (Add)           (None, 11, 11, 672)  0           normal_left4_13[0][0]            \n",
      "                                                                 normal_right4_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_13 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_13[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_13 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_13[0][0]               \n",
      "                                                                 normal_add_1_13[0][0]            \n",
      "                                                                 normal_add_2_13[0][0]            \n",
      "                                                                 normal_add_3_13[0][0]            \n",
      "                                                                 normal_add_4_13[0][0]            \n",
      "                                                                 normal_add_5_13[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_200 (Activation)     (None, 11, 11, 2688) 0           reduction_concat_reduce_12[0][0] \n",
      "__________________________________________________________________________________________________\n",
      "activation_201 (Activation)     (None, 11, 11, 4032) 0           normal_concat_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_14 (Conv (None, 11, 11, 672)  1806336     activation_200[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_14 (Conv2D)       (None, 11, 11, 672)  2709504     activation_201[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_14 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_14[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_14 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_14[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_202 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_204 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_206 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_208 (Activation)     (None, 11, 11, 672)  0           adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_210 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_202[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_204[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_206[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_208[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_210[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_14[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_14\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_14[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_14\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_14[\n",
      "__________________________________________________________________________________________________\n",
      "activation_203 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_205 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_207 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_209 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_211 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_203[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_205[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_207[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_209[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_211[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_14[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_14\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_14[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_14\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_14 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_14[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_14 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_14 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_14[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_14 (Add)           (None, 11, 11, 672)  0           normal_left3_14[0][0]            \n",
      "                                                                 adjust_bn_14[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_14 (Add)           (None, 11, 11, 672)  0           normal_left4_14[0][0]            \n",
      "                                                                 normal_right4_14[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_14 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_14[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_14 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_14[0][0]               \n",
      "                                                                 normal_add_1_14[0][0]            \n",
      "                                                                 normal_add_2_14[0][0]            \n",
      "                                                                 normal_add_3_14[0][0]            \n",
      "                                                                 normal_add_4_14[0][0]            \n",
      "                                                                 normal_add_5_14[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_212 (Activation)     (None, 11, 11, 4032) 0           normal_concat_13[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_213 (Activation)     (None, 11, 11, 4032) 0           normal_concat_14[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_15 (Conv (None, 11, 11, 672)  2709504     activation_212[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_15 (Conv2D)       (None, 11, 11, 672)  2709504     activation_213[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_15 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_15[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_15 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_15[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_214 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_216 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_218 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_220 (Activation)     (None, 11, 11, 672)  0           adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_222 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_214[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_216[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_218[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_220[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_222[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_15[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_15\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_15[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_15\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_15[\n",
      "__________________________________________________________________________________________________\n",
      "activation_215 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_217 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_219 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_221 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_223 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_215[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_217[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_219[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_221[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_223[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_15[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_15\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_15[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_15\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_15 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_15[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_15 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_15 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_15[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_15 (Add)           (None, 11, 11, 672)  0           normal_left3_15[0][0]            \n",
      "                                                                 adjust_bn_15[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_15 (Add)           (None, 11, 11, 672)  0           normal_left4_15[0][0]            \n",
      "                                                                 normal_right4_15[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_15 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_15[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_15 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_15[0][0]               \n",
      "                                                                 normal_add_1_15[0][0]            \n",
      "                                                                 normal_add_2_15[0][0]            \n",
      "                                                                 normal_add_3_15[0][0]            \n",
      "                                                                 normal_add_4_15[0][0]            \n",
      "                                                                 normal_add_5_15[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_224 (Activation)     (None, 11, 11, 4032) 0           normal_concat_14[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_225 (Activation)     (None, 11, 11, 4032) 0           normal_concat_15[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_16 (Conv (None, 11, 11, 672)  2709504     activation_224[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_16 (Conv2D)       (None, 11, 11, 672)  2709504     activation_225[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_16 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_16[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_16 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_16[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_226 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_228 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_230 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_232 (Activation)     (None, 11, 11, 672)  0           adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_234 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_226[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_228[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_230[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_232[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_234[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_16[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_16\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_16[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_16\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_16[\n",
      "__________________________________________________________________________________________________\n",
      "activation_227 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_229 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_231 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_233 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_235 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_227[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_229[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_231[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_233[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_235[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_16[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_16\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_16[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_16\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_16 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_16[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_16 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_16 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_16[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_16 (Add)           (None, 11, 11, 672)  0           normal_left3_16[0][0]            \n",
      "                                                                 adjust_bn_16[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_16 (Add)           (None, 11, 11, 672)  0           normal_left4_16[0][0]            \n",
      "                                                                 normal_right4_16[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_16 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_16[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_16 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_16[0][0]               \n",
      "                                                                 normal_add_1_16[0][0]            \n",
      "                                                                 normal_add_2_16[0][0]            \n",
      "                                                                 normal_add_3_16[0][0]            \n",
      "                                                                 normal_add_4_16[0][0]            \n",
      "                                                                 normal_add_5_16[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_236 (Activation)     (None, 11, 11, 4032) 0           normal_concat_15[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_237 (Activation)     (None, 11, 11, 4032) 0           normal_concat_16[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_17 (Conv (None, 11, 11, 672)  2709504     activation_236[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_17 (Conv2D)       (None, 11, 11, 672)  2709504     activation_237[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_17 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_17[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_17 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_17[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_238 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_240 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_242 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_244 (Activation)     (None, 11, 11, 672)  0           adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_246 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_238[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_240[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_242[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_244[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_246[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_17[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_17\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_17[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_17\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_17[\n",
      "__________________________________________________________________________________________________\n",
      "activation_239 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_241 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_243 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_245 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_247 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_239[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_241[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_243[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_245[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_247[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_17[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_17\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_17[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_17\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_17 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_17[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_17 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_17 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_17[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_17 (Add)           (None, 11, 11, 672)  0           normal_left3_17[0][0]            \n",
      "                                                                 adjust_bn_17[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_17 (Add)           (None, 11, 11, 672)  0           normal_left4_17[0][0]            \n",
      "                                                                 normal_right4_17[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_17 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_17[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_17 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_17[0][0]               \n",
      "                                                                 normal_add_1_17[0][0]            \n",
      "                                                                 normal_add_2_17[0][0]            \n",
      "                                                                 normal_add_3_17[0][0]            \n",
      "                                                                 normal_add_4_17[0][0]            \n",
      "                                                                 normal_add_5_17[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_248 (Activation)     (None, 11, 11, 4032) 0           normal_concat_16[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_249 (Activation)     (None, 11, 11, 4032) 0           normal_concat_17[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "adjust_conv_projection_18 (Conv (None, 11, 11, 672)  2709504     activation_248[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_conv_1_18 (Conv2D)       (None, 11, 11, 672)  2709504     activation_249[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "adjust_bn_18 (BatchNormalizatio (None, 11, 11, 672)  2688        adjust_conv_projection_18[0][0]  \n",
      "__________________________________________________________________________________________________\n",
      "normal_bn_1_18 (BatchNormalizat (None, 11, 11, 672)  2688        normal_conv_1_18[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "activation_250 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "activation_252 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_254 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_256 (Activation)     (None, 11, 11, 672)  0           adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "activation_258 (Activation)     (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left1_1 (None, 11, 11, 672)  468384      activation_250[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right1_ (None, 11, 11, 672)  457632      activation_252[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left2_1 (None, 11, 11, 672)  468384      activation_254[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_right2_ (None, 11, 11, 672)  457632      activation_256[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_normal_left5_1 (None, 11, 11, 672)  457632      activation_258[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left1_18[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right1_18\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left2_18[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_1_normal_right2_18\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_1_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_1_normal_left5_18[\n",
      "__________________________________________________________________________________________________\n",
      "activation_251 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left1_\n",
      "__________________________________________________________________________________________________\n",
      "activation_253 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "activation_255 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left2_\n",
      "__________________________________________________________________________________________________\n",
      "activation_257 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "activation_259 (Activation)     (None, 11, 11, 672)  0           separable_conv_1_bn_normal_left5_\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left1_1 (None, 11, 11, 672)  468384      activation_251[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right1_ (None, 11, 11, 672)  457632      activation_253[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left2_1 (None, 11, 11, 672)  468384      activation_255[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_right2_ (None, 11, 11, 672)  457632      activation_257[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_normal_left5_1 (None, 11, 11, 672)  457632      activation_259[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left1_18[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right1_18\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left2_18[\n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_righ (None, 11, 11, 672)  2688        separable_conv_2_normal_right2_18\n",
      "__________________________________________________________________________________________________\n",
      "normal_left3_18 (AveragePooling (None, 11, 11, 672)  0           normal_bn_1_18[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_left4_18 (AveragePooling (None, 11, 11, 672)  0           adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_right4_18 (AveragePoolin (None, 11, 11, 672)  0           adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "separable_conv_2_bn_normal_left (None, 11, 11, 672)  2688        separable_conv_2_normal_left5_18[\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_1_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left1_\n",
      "                                                                 separable_conv_2_bn_normal_right1\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_2_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left2_\n",
      "                                                                 separable_conv_2_bn_normal_right2\n",
      "__________________________________________________________________________________________________\n",
      "normal_add_3_18 (Add)           (None, 11, 11, 672)  0           normal_left3_18[0][0]            \n",
      "                                                                 adjust_bn_18[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_4_18 (Add)           (None, 11, 11, 672)  0           normal_left4_18[0][0]            \n",
      "                                                                 normal_right4_18[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "normal_add_5_18 (Add)           (None, 11, 11, 672)  0           separable_conv_2_bn_normal_left5_\n",
      "                                                                 normal_bn_1_18[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "normal_concat_18 (Concatenate)  (None, 11, 11, 4032) 0           adjust_bn_18[0][0]               \n",
      "                                                                 normal_add_1_18[0][0]            \n",
      "                                                                 normal_add_2_18[0][0]            \n",
      "                                                                 normal_add_3_18[0][0]            \n",
      "                                                                 normal_add_4_18[0][0]            \n",
      "                                                                 normal_add_5_18[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "activation_260 (Activation)     (None, 11, 11, 4032) 0           normal_concat_18[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d_1 (Glo (None, 4032)         0           activation_260[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "predictions (Dense)             (None, 1000)         4033000     global_average_pooling2d_1[0][0] \n",
      "==================================================================================================\n",
      "Total params: 88,949,818\n",
      "Trainable params: 88,753,150\n",
      "Non-trainable params: 196,668\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "pretrained_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = Model(pretrained_model.inputs, pretrained_model.get_layer('global_average_pooling2d_1').output)\n",
    "model2 = Model(pretrained_model.inputs, pretrained_model.get_layer('predictions').output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_files = glob.glob(\"/mnt/workspace/Ugallery/images/*.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "id2url_map = utils.get_id2url_map()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "artwork_ids = [int(f[f.rfind('/')+1:-4]) for f in image_files]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13297"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = len(artwork_ids)\n",
    "N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "featmat_global_average_pooling2d_1 = np.empty(shape=(N,4032))\n",
    "featmat_predictions = np.empty(shape=(N,1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "i_start = 0\n",
    "i_end = N\n",
    "utils.process_image_batch(\n",
    "    [model1, model2], [featmat_global_average_pooling2d_1, featmat_predictions],\n",
    "    image_files, artwork_ids, id2url_map,\n",
    "    i_start, i_end, preprocess_input, image_target_size=(331, 331))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.12881792856474608, 0.000999999999445748)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "featmat_global_average_pooling2d_1.mean(), featmat_predictions.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_path = \"/mnt/workspace/Ugallery/NASNetLarge/\"\n",
    "os.makedirs(dir_path, exist_ok=True)\n",
    "featmat_global_average_pooling2d_1.dump(dir_path + \"avg_pool.npy\")\n",
    "featmat_predictions.dump(dir_path + \"predictions.npy\")\n",
    "with open(dir_path + 'ids', 'w') as f:\n",
    "    for _id in artwork_ids:\n",
    "        f.write('%d\\n' % _id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "tmp = np.load(\"/mnt/workspace/Ugallery/v.1.1-only-artist.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13297, 1024)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp.shape"
   ]
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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