Stochastic Weight Averaging.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Model\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "#from keras import backend as K\n",
    "import numpy as np\n",
    "import keras\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from keras.applications import  InceptionV3, ResNet50, VGG16, VGG19, InceptionResNetV2, Xception, NASNetLarge, ResNet152V2\n",
    "from keras.models import Model\n",
    "from keras.layers import GlobalAveragePooling2D, Dense, Input, Flatten, Conv2D, Dropout, Activation\n",
    "from keras import metrics\n"
   ]
  },
  {
   "source": [
    "## Install SWA library"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: keras-swa in c:\\users\\procomp11-pc\\anaconda3\\envs\\gputf\\lib\\site-packages (0.1.5)\n"
     ]
    }
   ],
   "source": [
    "!pip install keras-swa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[name: \"/device:CPU:0\"\n",
      "device_type: \"CPU\"\n",
      "memory_limit: 268435456\n",
      "locality {\n",
      "}\n",
      "incarnation: 16196563748191814361\n",
      ", name: \"/device:GPU:0\"\n",
      "device_type: \"GPU\"\n",
      "memory_limit: 3141979340\n",
      "locality {\n",
      "  bus_id: 1\n",
      "  links {\n",
      "  }\n",
      "}\n",
      "incarnation: 2642059018185340887\n",
      "physical_device_desc: \"device: 0, name: GeForce GTX 1050 Ti, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.python.client import device_lib\n",
    "print(device_lib.list_local_devices())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 6300 images belonging to 45 classes.\n",
      "Found 25200 images belonging to 45 classes.\n"
     ]
    }
   ],
   "source": [
    "# Prepare Data\n",
    "#CREATE DATA GENERATOR INSTANCES\n",
    "input_path = r\"C:\\Users\\PROCOMP11-PC\\Desktop\\dataset\\NWPU-RESISC45\\NWPU-RESICS45-80-20\"\n",
    "\n",
    "train_datagen = ImageDataGenerator(rescale=1./255,\n",
    "                                   rotation_range=25, #15\n",
    "                                   width_shift_range=0.2,\n",
    "                                   height_shift_range=0.2,\n",
    "                                   channel_shift_range=0.15,\n",
    "                                   horizontal_flip=True,\n",
    "                                   vertical_flip = True) # Normalize 8bit images + augmetnation\n",
    "\n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "        directory= input_path + '\\Train',\n",
    "        target_size=(299,299),\n",
    "        batch_size=4)\n",
    "\n",
    "\n",
    "test_datagen = ImageDataGenerator(\n",
    "        rescale=1./255) # Normalize 8bit images\n",
    "test_generator = test_datagen.flow_from_directory( \n",
    "        directory= input_path + '\\Test',\n",
    "        target_size=(299,299),\n",
    "        batch_size=4)\n"
   ]
  },
  {
   "source": [
    "### Model definition"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\PROCOMP11-PC\\Anaconda3\\envs\\GPUTF\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4070: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\PROCOMP11-PC\\Anaconda3\\envs\\GPUTF\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4074: The name tf.nn.avg_pool is deprecated. Please use tf.nn.avg_pool2d instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "IRV2 = InceptionResNetV2(weights='imagenet', include_top=False, input_shape=(299,299,3)) #Random initialization\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"IRV2\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 299, 299, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 149, 149, 32) 864         input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNor (None, 149, 149, 32) 96          conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 149, 149, 32) 0           batch_normalization_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 147, 147, 32) 9216        activation_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_2 (BatchNor (None, 147, 147, 32) 96          conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_2 (Activation)       (None, 147, 147, 32) 0           batch_normalization_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 147, 147, 64) 18432       activation_2[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_3 (BatchNor (None, 147, 147, 64) 192         conv2d_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_3 (Activation)       (None, 147, 147, 64) 0           batch_normalization_3[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2D)  (None, 73, 73, 64)   0           activation_3[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_4 (Conv2D)               (None, 73, 73, 80)   5120        max_pooling2d_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_4 (BatchNor (None, 73, 73, 80)   240         conv2d_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_4 (Activation)       (None, 73, 73, 80)   0           batch_normalization_4[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_5 (Conv2D)               (None, 71, 71, 192)  138240      activation_4[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_5 (BatchNor (None, 71, 71, 192)  576         conv2d_5[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_5 (Activation)       (None, 71, 71, 192)  0           batch_normalization_5[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2D)  (None, 35, 35, 192)  0           activation_5[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_9 (Conv2D)               (None, 35, 35, 64)   12288       max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_9 (BatchNor (None, 35, 35, 64)   192         conv2d_9[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "activation_9 (Activation)       (None, 35, 35, 64)   0           batch_normalization_9[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_7 (Conv2D)               (None, 35, 35, 48)   9216        max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_10 (Conv2D)              (None, 35, 35, 96)   55296       activation_9[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_7 (BatchNor (None, 35, 35, 48)   144         conv2d_7[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_10 (BatchNo (None, 35, 35, 96)   288         conv2d_10[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_7 (Activation)       (None, 35, 35, 48)   0           batch_normalization_7[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_10 (Activation)      (None, 35, 35, 96)   0           batch_normalization_10[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "average_pooling2d_1 (AveragePoo (None, 35, 35, 192)  0           max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_6 (Conv2D)               (None, 35, 35, 96)   18432       max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_8 (Conv2D)               (None, 35, 35, 64)   76800       activation_7[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_11 (Conv2D)              (None, 35, 35, 96)   82944       activation_10[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_12 (Conv2D)              (None, 35, 35, 64)   12288       average_pooling2d_1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_6 (BatchNor (None, 35, 35, 96)   288         conv2d_6[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_8 (BatchNor (None, 35, 35, 64)   192         conv2d_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_11 (BatchNo (None, 35, 35, 96)   288         conv2d_11[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_12 (BatchNo (None, 35, 35, 64)   192         conv2d_12[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_6 (Activation)       (None, 35, 35, 96)   0           batch_normalization_6[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_8 (Activation)       (None, 35, 35, 64)   0           batch_normalization_8[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "activation_11 (Activation)      (None, 35, 35, 96)   0           batch_normalization_11[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_12 (Activation)      (None, 35, 35, 64)   0           batch_normalization_12[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "mixed_5b (Concatenate)          (None, 35, 35, 320)  0           activation_6[0][0]               \n",
      "                                                                 activation_8[0][0]               \n",
      "                                                                 activation_11[0][0]              \n",
      "                                                                 activation_12[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_16 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_16 (BatchNo (None, 35, 35, 32)   96          conv2d_16[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_16 (Activation)      (None, 35, 35, 32)   0           batch_normalization_16[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_14 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_17 (Conv2D)              (None, 35, 35, 48)   13824       activation_16[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_14 (BatchNo (None, 35, 35, 32)   96          conv2d_14[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_17 (BatchNo (None, 35, 35, 48)   144         conv2d_17[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_14 (Activation)      (None, 35, 35, 32)   0           batch_normalization_14[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_17 (Activation)      (None, 35, 35, 48)   0           batch_normalization_17[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_13 (Conv2D)              (None, 35, 35, 32)   10240       mixed_5b[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_15 (Conv2D)              (None, 35, 35, 32)   9216        activation_14[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_18 (Conv2D)              (None, 35, 35, 64)   27648       activation_17[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_13 (BatchNo (None, 35, 35, 32)   96          conv2d_13[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_15 (BatchNo (None, 35, 35, 32)   96          conv2d_15[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_18 (BatchNo (None, 35, 35, 64)   192         conv2d_18[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_13 (Activation)      (None, 35, 35, 32)   0           batch_normalization_13[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_15 (Activation)      (None, 35, 35, 32)   0           batch_normalization_15[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_18 (Activation)      (None, 35, 35, 64)   0           batch_normalization_18[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_1_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_13[0][0]              \n",
      "                                                                 activation_15[0][0]              \n",
      "                                                                 activation_18[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_1_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_1_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_1 (Lambda)              (None, 35, 35, 320)  0           mixed_5b[0][0]                   \n",
      "                                                                 block35_1_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_1_ac (Activation)       (None, 35, 35, 320)  0           block35_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_22 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_22 (BatchNo (None, 35, 35, 32)   96          conv2d_22[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_22 (Activation)      (None, 35, 35, 32)   0           batch_normalization_22[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_20 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_23 (Conv2D)              (None, 35, 35, 48)   13824       activation_22[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_20 (BatchNo (None, 35, 35, 32)   96          conv2d_20[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_23 (BatchNo (None, 35, 35, 48)   144         conv2d_23[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_20 (Activation)      (None, 35, 35, 32)   0           batch_normalization_20[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_23 (Activation)      (None, 35, 35, 48)   0           batch_normalization_23[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_19 (Conv2D)              (None, 35, 35, 32)   10240       block35_1_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_21 (Conv2D)              (None, 35, 35, 32)   9216        activation_20[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_24 (Conv2D)              (None, 35, 35, 64)   27648       activation_23[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_19 (BatchNo (None, 35, 35, 32)   96          conv2d_19[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_21 (BatchNo (None, 35, 35, 32)   96          conv2d_21[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_24 (BatchNo (None, 35, 35, 64)   192         conv2d_24[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_19 (Activation)      (None, 35, 35, 32)   0           batch_normalization_19[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_21 (Activation)      (None, 35, 35, 32)   0           batch_normalization_21[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_24 (Activation)      (None, 35, 35, 64)   0           batch_normalization_24[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_2_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_19[0][0]              \n",
      "                                                                 activation_21[0][0]              \n",
      "                                                                 activation_24[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_2_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_2_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_2 (Lambda)              (None, 35, 35, 320)  0           block35_1_ac[0][0]               \n",
      "                                                                 block35_2_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_2_ac (Activation)       (None, 35, 35, 320)  0           block35_2[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_28 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_28 (BatchNo (None, 35, 35, 32)   96          conv2d_28[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_28 (Activation)      (None, 35, 35, 32)   0           batch_normalization_28[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_26 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_29 (Conv2D)              (None, 35, 35, 48)   13824       activation_28[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_26 (BatchNo (None, 35, 35, 32)   96          conv2d_26[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_29 (BatchNo (None, 35, 35, 48)   144         conv2d_29[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_26 (Activation)      (None, 35, 35, 32)   0           batch_normalization_26[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_29 (Activation)      (None, 35, 35, 48)   0           batch_normalization_29[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_25 (Conv2D)              (None, 35, 35, 32)   10240       block35_2_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_27 (Conv2D)              (None, 35, 35, 32)   9216        activation_26[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_30 (Conv2D)              (None, 35, 35, 64)   27648       activation_29[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_25 (BatchNo (None, 35, 35, 32)   96          conv2d_25[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_27 (BatchNo (None, 35, 35, 32)   96          conv2d_27[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_30 (BatchNo (None, 35, 35, 64)   192         conv2d_30[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_25 (Activation)      (None, 35, 35, 32)   0           batch_normalization_25[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_27 (Activation)      (None, 35, 35, 32)   0           batch_normalization_27[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_30 (Activation)      (None, 35, 35, 64)   0           batch_normalization_30[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_3_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_25[0][0]              \n",
      "                                                                 activation_27[0][0]              \n",
      "                                                                 activation_30[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_3_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_3_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_3 (Lambda)              (None, 35, 35, 320)  0           block35_2_ac[0][0]               \n",
      "                                                                 block35_3_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_3_ac (Activation)       (None, 35, 35, 320)  0           block35_3[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_34 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_34 (BatchNo (None, 35, 35, 32)   96          conv2d_34[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_34 (Activation)      (None, 35, 35, 32)   0           batch_normalization_34[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_32 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_35 (Conv2D)              (None, 35, 35, 48)   13824       activation_34[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_32 (BatchNo (None, 35, 35, 32)   96          conv2d_32[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_35 (BatchNo (None, 35, 35, 48)   144         conv2d_35[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_32 (Activation)      (None, 35, 35, 32)   0           batch_normalization_32[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_35 (Activation)      (None, 35, 35, 48)   0           batch_normalization_35[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_31 (Conv2D)              (None, 35, 35, 32)   10240       block35_3_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_33 (Conv2D)              (None, 35, 35, 32)   9216        activation_32[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_36 (Conv2D)              (None, 35, 35, 64)   27648       activation_35[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_31 (BatchNo (None, 35, 35, 32)   96          conv2d_31[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_33 (BatchNo (None, 35, 35, 32)   96          conv2d_33[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_36 (BatchNo (None, 35, 35, 64)   192         conv2d_36[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_31 (Activation)      (None, 35, 35, 32)   0           batch_normalization_31[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_33 (Activation)      (None, 35, 35, 32)   0           batch_normalization_33[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_36 (Activation)      (None, 35, 35, 64)   0           batch_normalization_36[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_4_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_31[0][0]              \n",
      "                                                                 activation_33[0][0]              \n",
      "                                                                 activation_36[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_4_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_4_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_4 (Lambda)              (None, 35, 35, 320)  0           block35_3_ac[0][0]               \n",
      "                                                                 block35_4_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_4_ac (Activation)       (None, 35, 35, 320)  0           block35_4[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_40 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_40 (BatchNo (None, 35, 35, 32)   96          conv2d_40[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_40 (Activation)      (None, 35, 35, 32)   0           batch_normalization_40[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_38 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_41 (Conv2D)              (None, 35, 35, 48)   13824       activation_40[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_38 (BatchNo (None, 35, 35, 32)   96          conv2d_38[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_41 (BatchNo (None, 35, 35, 48)   144         conv2d_41[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_38 (Activation)      (None, 35, 35, 32)   0           batch_normalization_38[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_41 (Activation)      (None, 35, 35, 48)   0           batch_normalization_41[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_37 (Conv2D)              (None, 35, 35, 32)   10240       block35_4_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_39 (Conv2D)              (None, 35, 35, 32)   9216        activation_38[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_42 (Conv2D)              (None, 35, 35, 64)   27648       activation_41[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_37 (BatchNo (None, 35, 35, 32)   96          conv2d_37[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_39 (BatchNo (None, 35, 35, 32)   96          conv2d_39[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_42 (BatchNo (None, 35, 35, 64)   192         conv2d_42[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_37 (Activation)      (None, 35, 35, 32)   0           batch_normalization_37[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_39 (Activation)      (None, 35, 35, 32)   0           batch_normalization_39[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_42 (Activation)      (None, 35, 35, 64)   0           batch_normalization_42[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_5_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_37[0][0]              \n",
      "                                                                 activation_39[0][0]              \n",
      "                                                                 activation_42[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_5_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_5_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_5 (Lambda)              (None, 35, 35, 320)  0           block35_4_ac[0][0]               \n",
      "                                                                 block35_5_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_5_ac (Activation)       (None, 35, 35, 320)  0           block35_5[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_46 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_46 (BatchNo (None, 35, 35, 32)   96          conv2d_46[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_46 (Activation)      (None, 35, 35, 32)   0           batch_normalization_46[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_44 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_47 (Conv2D)              (None, 35, 35, 48)   13824       activation_46[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_44 (BatchNo (None, 35, 35, 32)   96          conv2d_44[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_47 (BatchNo (None, 35, 35, 48)   144         conv2d_47[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_44 (Activation)      (None, 35, 35, 32)   0           batch_normalization_44[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_47 (Activation)      (None, 35, 35, 48)   0           batch_normalization_47[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_43 (Conv2D)              (None, 35, 35, 32)   10240       block35_5_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_45 (Conv2D)              (None, 35, 35, 32)   9216        activation_44[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_48 (Conv2D)              (None, 35, 35, 64)   27648       activation_47[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_43 (BatchNo (None, 35, 35, 32)   96          conv2d_43[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_45 (BatchNo (None, 35, 35, 32)   96          conv2d_45[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_48 (BatchNo (None, 35, 35, 64)   192         conv2d_48[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_43 (Activation)      (None, 35, 35, 32)   0           batch_normalization_43[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_45 (Activation)      (None, 35, 35, 32)   0           batch_normalization_45[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_48 (Activation)      (None, 35, 35, 64)   0           batch_normalization_48[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_6_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_43[0][0]              \n",
      "                                                                 activation_45[0][0]              \n",
      "                                                                 activation_48[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_6_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_6_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_6 (Lambda)              (None, 35, 35, 320)  0           block35_5_ac[0][0]               \n",
      "                                                                 block35_6_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_6_ac (Activation)       (None, 35, 35, 320)  0           block35_6[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_52 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_52 (BatchNo (None, 35, 35, 32)   96          conv2d_52[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_52 (Activation)      (None, 35, 35, 32)   0           batch_normalization_52[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_50 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_53 (Conv2D)              (None, 35, 35, 48)   13824       activation_52[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_50 (BatchNo (None, 35, 35, 32)   96          conv2d_50[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_53 (BatchNo (None, 35, 35, 48)   144         conv2d_53[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_50 (Activation)      (None, 35, 35, 32)   0           batch_normalization_50[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_53 (Activation)      (None, 35, 35, 48)   0           batch_normalization_53[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_49 (Conv2D)              (None, 35, 35, 32)   10240       block35_6_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_51 (Conv2D)              (None, 35, 35, 32)   9216        activation_50[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_54 (Conv2D)              (None, 35, 35, 64)   27648       activation_53[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_49 (BatchNo (None, 35, 35, 32)   96          conv2d_49[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_51 (BatchNo (None, 35, 35, 32)   96          conv2d_51[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_54 (BatchNo (None, 35, 35, 64)   192         conv2d_54[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_49 (Activation)      (None, 35, 35, 32)   0           batch_normalization_49[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_51 (Activation)      (None, 35, 35, 32)   0           batch_normalization_51[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_54 (Activation)      (None, 35, 35, 64)   0           batch_normalization_54[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_7_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_49[0][0]              \n",
      "                                                                 activation_51[0][0]              \n",
      "                                                                 activation_54[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_7_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_7_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_7 (Lambda)              (None, 35, 35, 320)  0           block35_6_ac[0][0]               \n",
      "                                                                 block35_7_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_7_ac (Activation)       (None, 35, 35, 320)  0           block35_7[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_58 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_58 (BatchNo (None, 35, 35, 32)   96          conv2d_58[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_58 (Activation)      (None, 35, 35, 32)   0           batch_normalization_58[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_56 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_59 (Conv2D)              (None, 35, 35, 48)   13824       activation_58[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_56 (BatchNo (None, 35, 35, 32)   96          conv2d_56[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_59 (BatchNo (None, 35, 35, 48)   144         conv2d_59[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_56 (Activation)      (None, 35, 35, 32)   0           batch_normalization_56[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_59 (Activation)      (None, 35, 35, 48)   0           batch_normalization_59[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_55 (Conv2D)              (None, 35, 35, 32)   10240       block35_7_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_57 (Conv2D)              (None, 35, 35, 32)   9216        activation_56[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_60 (Conv2D)              (None, 35, 35, 64)   27648       activation_59[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_55 (BatchNo (None, 35, 35, 32)   96          conv2d_55[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_57 (BatchNo (None, 35, 35, 32)   96          conv2d_57[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_60 (BatchNo (None, 35, 35, 64)   192         conv2d_60[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_55 (Activation)      (None, 35, 35, 32)   0           batch_normalization_55[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_57 (Activation)      (None, 35, 35, 32)   0           batch_normalization_57[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_60 (Activation)      (None, 35, 35, 64)   0           batch_normalization_60[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_8_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_55[0][0]              \n",
      "                                                                 activation_57[0][0]              \n",
      "                                                                 activation_60[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_8_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_8_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_8 (Lambda)              (None, 35, 35, 320)  0           block35_7_ac[0][0]               \n",
      "                                                                 block35_8_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_8_ac (Activation)       (None, 35, 35, 320)  0           block35_8[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_64 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_64 (BatchNo (None, 35, 35, 32)   96          conv2d_64[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_64 (Activation)      (None, 35, 35, 32)   0           batch_normalization_64[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_62 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_65 (Conv2D)              (None, 35, 35, 48)   13824       activation_64[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_62 (BatchNo (None, 35, 35, 32)   96          conv2d_62[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_65 (BatchNo (None, 35, 35, 48)   144         conv2d_65[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_62 (Activation)      (None, 35, 35, 32)   0           batch_normalization_62[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_65 (Activation)      (None, 35, 35, 48)   0           batch_normalization_65[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_61 (Conv2D)              (None, 35, 35, 32)   10240       block35_8_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_63 (Conv2D)              (None, 35, 35, 32)   9216        activation_62[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_66 (Conv2D)              (None, 35, 35, 64)   27648       activation_65[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_61 (BatchNo (None, 35, 35, 32)   96          conv2d_61[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_63 (BatchNo (None, 35, 35, 32)   96          conv2d_63[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_66 (BatchNo (None, 35, 35, 64)   192         conv2d_66[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_61 (Activation)      (None, 35, 35, 32)   0           batch_normalization_61[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_63 (Activation)      (None, 35, 35, 32)   0           batch_normalization_63[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_66 (Activation)      (None, 35, 35, 64)   0           batch_normalization_66[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_9_mixed (Concatenate)   (None, 35, 35, 128)  0           activation_61[0][0]              \n",
      "                                                                 activation_63[0][0]              \n",
      "                                                                 activation_66[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_9_conv (Conv2D)         (None, 35, 35, 320)  41280       block35_9_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_9 (Lambda)              (None, 35, 35, 320)  0           block35_8_ac[0][0]               \n",
      "                                                                 block35_9_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block35_9_ac (Activation)       (None, 35, 35, 320)  0           block35_9[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_70 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_70 (BatchNo (None, 35, 35, 32)   96          conv2d_70[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_70 (Activation)      (None, 35, 35, 32)   0           batch_normalization_70[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_68 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_71 (Conv2D)              (None, 35, 35, 48)   13824       activation_70[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_68 (BatchNo (None, 35, 35, 32)   96          conv2d_68[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_71 (BatchNo (None, 35, 35, 48)   144         conv2d_71[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_68 (Activation)      (None, 35, 35, 32)   0           batch_normalization_68[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_71 (Activation)      (None, 35, 35, 48)   0           batch_normalization_71[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_67 (Conv2D)              (None, 35, 35, 32)   10240       block35_9_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_69 (Conv2D)              (None, 35, 35, 32)   9216        activation_68[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_72 (Conv2D)              (None, 35, 35, 64)   27648       activation_71[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_67 (BatchNo (None, 35, 35, 32)   96          conv2d_67[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_69 (BatchNo (None, 35, 35, 32)   96          conv2d_69[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_72 (BatchNo (None, 35, 35, 64)   192         conv2d_72[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_67 (Activation)      (None, 35, 35, 32)   0           batch_normalization_67[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_69 (Activation)      (None, 35, 35, 32)   0           batch_normalization_69[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_72 (Activation)      (None, 35, 35, 64)   0           batch_normalization_72[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block35_10_mixed (Concatenate)  (None, 35, 35, 128)  0           activation_67[0][0]              \n",
      "                                                                 activation_69[0][0]              \n",
      "                                                                 activation_72[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block35_10_conv (Conv2D)        (None, 35, 35, 320)  41280       block35_10_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block35_10 (Lambda)             (None, 35, 35, 320)  0           block35_9_ac[0][0]               \n",
      "                                                                 block35_10_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block35_10_ac (Activation)      (None, 35, 35, 320)  0           block35_10[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_74 (Conv2D)              (None, 35, 35, 256)  81920       block35_10_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_74 (BatchNo (None, 35, 35, 256)  768         conv2d_74[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_74 (Activation)      (None, 35, 35, 256)  0           batch_normalization_74[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_75 (Conv2D)              (None, 35, 35, 256)  589824      activation_74[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_75 (BatchNo (None, 35, 35, 256)  768         conv2d_75[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_75 (Activation)      (None, 35, 35, 256)  0           batch_normalization_75[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_73 (Conv2D)              (None, 17, 17, 384)  1105920     block35_10_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_76 (Conv2D)              (None, 17, 17, 384)  884736      activation_75[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_73 (BatchNo (None, 17, 17, 384)  1152        conv2d_73[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_76 (BatchNo (None, 17, 17, 384)  1152        conv2d_76[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_73 (Activation)      (None, 17, 17, 384)  0           batch_normalization_73[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_76 (Activation)      (None, 17, 17, 384)  0           batch_normalization_76[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2D)  (None, 17, 17, 320)  0           block35_10_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "mixed_6a (Concatenate)          (None, 17, 17, 1088) 0           activation_73[0][0]              \n",
      "                                                                 activation_76[0][0]              \n",
      "                                                                 max_pooling2d_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_78 (Conv2D)              (None, 17, 17, 128)  139264      mixed_6a[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_78 (BatchNo (None, 17, 17, 128)  384         conv2d_78[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_78 (Activation)      (None, 17, 17, 128)  0           batch_normalization_78[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_79 (Conv2D)              (None, 17, 17, 160)  143360      activation_78[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_79 (BatchNo (None, 17, 17, 160)  480         conv2d_79[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_79 (Activation)      (None, 17, 17, 160)  0           batch_normalization_79[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_77 (Conv2D)              (None, 17, 17, 192)  208896      mixed_6a[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_80 (Conv2D)              (None, 17, 17, 192)  215040      activation_79[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_77 (BatchNo (None, 17, 17, 192)  576         conv2d_77[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_80 (BatchNo (None, 17, 17, 192)  576         conv2d_80[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_77 (Activation)      (None, 17, 17, 192)  0           batch_normalization_77[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_80 (Activation)      (None, 17, 17, 192)  0           batch_normalization_80[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block17_1_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_77[0][0]              \n",
      "                                                                 activation_80[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block17_1_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_1_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_1 (Lambda)              (None, 17, 17, 1088) 0           mixed_6a[0][0]                   \n",
      "                                                                 block17_1_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_1_ac (Activation)       (None, 17, 17, 1088) 0           block17_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_82 (Conv2D)              (None, 17, 17, 128)  139264      block17_1_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_82 (BatchNo (None, 17, 17, 128)  384         conv2d_82[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_82 (Activation)      (None, 17, 17, 128)  0           batch_normalization_82[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_83 (Conv2D)              (None, 17, 17, 160)  143360      activation_82[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_83 (BatchNo (None, 17, 17, 160)  480         conv2d_83[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_83 (Activation)      (None, 17, 17, 160)  0           batch_normalization_83[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_81 (Conv2D)              (None, 17, 17, 192)  208896      block17_1_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_84 (Conv2D)              (None, 17, 17, 192)  215040      activation_83[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_81 (BatchNo (None, 17, 17, 192)  576         conv2d_81[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_84 (BatchNo (None, 17, 17, 192)  576         conv2d_84[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_81 (Activation)      (None, 17, 17, 192)  0           batch_normalization_81[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_84 (Activation)      (None, 17, 17, 192)  0           batch_normalization_84[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block17_2_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_81[0][0]              \n",
      "                                                                 activation_84[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block17_2_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_2_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_2 (Lambda)              (None, 17, 17, 1088) 0           block17_1_ac[0][0]               \n",
      "                                                                 block17_2_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_2_ac (Activation)       (None, 17, 17, 1088) 0           block17_2[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_86 (Conv2D)              (None, 17, 17, 128)  139264      block17_2_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_86 (BatchNo (None, 17, 17, 128)  384         conv2d_86[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_86 (Activation)      (None, 17, 17, 128)  0           batch_normalization_86[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_87 (Conv2D)              (None, 17, 17, 160)  143360      activation_86[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_87 (BatchNo (None, 17, 17, 160)  480         conv2d_87[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_87 (Activation)      (None, 17, 17, 160)  0           batch_normalization_87[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_85 (Conv2D)              (None, 17, 17, 192)  208896      block17_2_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_88 (Conv2D)              (None, 17, 17, 192)  215040      activation_87[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_85 (BatchNo (None, 17, 17, 192)  576         conv2d_85[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_88 (BatchNo (None, 17, 17, 192)  576         conv2d_88[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_85 (Activation)      (None, 17, 17, 192)  0           batch_normalization_85[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_88 (Activation)      (None, 17, 17, 192)  0           batch_normalization_88[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block17_3_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_85[0][0]              \n",
      "                                                                 activation_88[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block17_3_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_3_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_3 (Lambda)              (None, 17, 17, 1088) 0           block17_2_ac[0][0]               \n",
      "                                                                 block17_3_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_3_ac (Activation)       (None, 17, 17, 1088) 0           block17_3[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_90 (Conv2D)              (None, 17, 17, 128)  139264      block17_3_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_90 (BatchNo (None, 17, 17, 128)  384         conv2d_90[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_90 (Activation)      (None, 17, 17, 128)  0           batch_normalization_90[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_91 (Conv2D)              (None, 17, 17, 160)  143360      activation_90[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_91 (BatchNo (None, 17, 17, 160)  480         conv2d_91[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_91 (Activation)      (None, 17, 17, 160)  0           batch_normalization_91[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_89 (Conv2D)              (None, 17, 17, 192)  208896      block17_3_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_92 (Conv2D)              (None, 17, 17, 192)  215040      activation_91[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_89 (BatchNo (None, 17, 17, 192)  576         conv2d_89[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_92 (BatchNo (None, 17, 17, 192)  576         conv2d_92[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_89 (Activation)      (None, 17, 17, 192)  0           batch_normalization_89[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_92 (Activation)      (None, 17, 17, 192)  0           batch_normalization_92[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block17_4_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_89[0][0]              \n",
      "                                                                 activation_92[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block17_4_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_4_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_4 (Lambda)              (None, 17, 17, 1088) 0           block17_3_ac[0][0]               \n",
      "                                                                 block17_4_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_4_ac (Activation)       (None, 17, 17, 1088) 0           block17_4[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_94 (Conv2D)              (None, 17, 17, 128)  139264      block17_4_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_94 (BatchNo (None, 17, 17, 128)  384         conv2d_94[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_94 (Activation)      (None, 17, 17, 128)  0           batch_normalization_94[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_95 (Conv2D)              (None, 17, 17, 160)  143360      activation_94[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_95 (BatchNo (None, 17, 17, 160)  480         conv2d_95[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_95 (Activation)      (None, 17, 17, 160)  0           batch_normalization_95[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_93 (Conv2D)              (None, 17, 17, 192)  208896      block17_4_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_96 (Conv2D)              (None, 17, 17, 192)  215040      activation_95[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_93 (BatchNo (None, 17, 17, 192)  576         conv2d_93[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_96 (BatchNo (None, 17, 17, 192)  576         conv2d_96[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_93 (Activation)      (None, 17, 17, 192)  0           batch_normalization_93[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_96 (Activation)      (None, 17, 17, 192)  0           batch_normalization_96[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block17_5_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_93[0][0]              \n",
      "                                                                 activation_96[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block17_5_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_5_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_5 (Lambda)              (None, 17, 17, 1088) 0           block17_4_ac[0][0]               \n",
      "                                                                 block17_5_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_5_ac (Activation)       (None, 17, 17, 1088) 0           block17_5[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_98 (Conv2D)              (None, 17, 17, 128)  139264      block17_5_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_98 (BatchNo (None, 17, 17, 128)  384         conv2d_98[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_98 (Activation)      (None, 17, 17, 128)  0           batch_normalization_98[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_99 (Conv2D)              (None, 17, 17, 160)  143360      activation_98[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_99 (BatchNo (None, 17, 17, 160)  480         conv2d_99[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_99 (Activation)      (None, 17, 17, 160)  0           batch_normalization_99[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_97 (Conv2D)              (None, 17, 17, 192)  208896      block17_5_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_100 (Conv2D)             (None, 17, 17, 192)  215040      activation_99[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_97 (BatchNo (None, 17, 17, 192)  576         conv2d_97[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_100 (BatchN (None, 17, 17, 192)  576         conv2d_100[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_97 (Activation)      (None, 17, 17, 192)  0           batch_normalization_97[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "activation_100 (Activation)     (None, 17, 17, 192)  0           batch_normalization_100[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_6_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_97[0][0]              \n",
      "                                                                 activation_100[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_6_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_6_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_6 (Lambda)              (None, 17, 17, 1088) 0           block17_5_ac[0][0]               \n",
      "                                                                 block17_6_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_6_ac (Activation)       (None, 17, 17, 1088) 0           block17_6[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_102 (Conv2D)             (None, 17, 17, 128)  139264      block17_6_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_102 (BatchN (None, 17, 17, 128)  384         conv2d_102[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_102 (Activation)     (None, 17, 17, 128)  0           batch_normalization_102[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_103 (Conv2D)             (None, 17, 17, 160)  143360      activation_102[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_103 (BatchN (None, 17, 17, 160)  480         conv2d_103[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_103 (Activation)     (None, 17, 17, 160)  0           batch_normalization_103[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_101 (Conv2D)             (None, 17, 17, 192)  208896      block17_6_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_104 (Conv2D)             (None, 17, 17, 192)  215040      activation_103[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_101 (BatchN (None, 17, 17, 192)  576         conv2d_101[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_104 (BatchN (None, 17, 17, 192)  576         conv2d_104[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_101 (Activation)     (None, 17, 17, 192)  0           batch_normalization_101[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_104 (Activation)     (None, 17, 17, 192)  0           batch_normalization_104[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_7_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_101[0][0]             \n",
      "                                                                 activation_104[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_7_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_7_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_7 (Lambda)              (None, 17, 17, 1088) 0           block17_6_ac[0][0]               \n",
      "                                                                 block17_7_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_7_ac (Activation)       (None, 17, 17, 1088) 0           block17_7[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_106 (Conv2D)             (None, 17, 17, 128)  139264      block17_7_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_106 (BatchN (None, 17, 17, 128)  384         conv2d_106[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_106 (Activation)     (None, 17, 17, 128)  0           batch_normalization_106[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_107 (Conv2D)             (None, 17, 17, 160)  143360      activation_106[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_107 (BatchN (None, 17, 17, 160)  480         conv2d_107[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_107 (Activation)     (None, 17, 17, 160)  0           batch_normalization_107[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_105 (Conv2D)             (None, 17, 17, 192)  208896      block17_7_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_108 (Conv2D)             (None, 17, 17, 192)  215040      activation_107[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_105 (BatchN (None, 17, 17, 192)  576         conv2d_105[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_108 (BatchN (None, 17, 17, 192)  576         conv2d_108[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_105 (Activation)     (None, 17, 17, 192)  0           batch_normalization_105[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_108 (Activation)     (None, 17, 17, 192)  0           batch_normalization_108[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_8_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_105[0][0]             \n",
      "                                                                 activation_108[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_8_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_8_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_8 (Lambda)              (None, 17, 17, 1088) 0           block17_7_ac[0][0]               \n",
      "                                                                 block17_8_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_8_ac (Activation)       (None, 17, 17, 1088) 0           block17_8[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_110 (Conv2D)             (None, 17, 17, 128)  139264      block17_8_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_110 (BatchN (None, 17, 17, 128)  384         conv2d_110[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_110 (Activation)     (None, 17, 17, 128)  0           batch_normalization_110[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_111 (Conv2D)             (None, 17, 17, 160)  143360      activation_110[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_111 (BatchN (None, 17, 17, 160)  480         conv2d_111[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_111 (Activation)     (None, 17, 17, 160)  0           batch_normalization_111[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_109 (Conv2D)             (None, 17, 17, 192)  208896      block17_8_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_112 (Conv2D)             (None, 17, 17, 192)  215040      activation_111[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_109 (BatchN (None, 17, 17, 192)  576         conv2d_109[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_112 (BatchN (None, 17, 17, 192)  576         conv2d_112[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_109 (Activation)     (None, 17, 17, 192)  0           batch_normalization_109[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_112 (Activation)     (None, 17, 17, 192)  0           batch_normalization_112[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_9_mixed (Concatenate)   (None, 17, 17, 384)  0           activation_109[0][0]             \n",
      "                                                                 activation_112[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_9_conv (Conv2D)         (None, 17, 17, 1088) 418880      block17_9_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_9 (Lambda)              (None, 17, 17, 1088) 0           block17_8_ac[0][0]               \n",
      "                                                                 block17_9_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_9_ac (Activation)       (None, 17, 17, 1088) 0           block17_9[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_114 (Conv2D)             (None, 17, 17, 128)  139264      block17_9_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_114 (BatchN (None, 17, 17, 128)  384         conv2d_114[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_114 (Activation)     (None, 17, 17, 128)  0           batch_normalization_114[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_115 (Conv2D)             (None, 17, 17, 160)  143360      activation_114[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_115 (BatchN (None, 17, 17, 160)  480         conv2d_115[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_115 (Activation)     (None, 17, 17, 160)  0           batch_normalization_115[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_113 (Conv2D)             (None, 17, 17, 192)  208896      block17_9_ac[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_116 (Conv2D)             (None, 17, 17, 192)  215040      activation_115[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_113 (BatchN (None, 17, 17, 192)  576         conv2d_113[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_116 (BatchN (None, 17, 17, 192)  576         conv2d_116[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_113 (Activation)     (None, 17, 17, 192)  0           batch_normalization_113[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_116 (Activation)     (None, 17, 17, 192)  0           batch_normalization_116[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_10_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_113[0][0]             \n",
      "                                                                 activation_116[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_10_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_10_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_10 (Lambda)             (None, 17, 17, 1088) 0           block17_9_ac[0][0]               \n",
      "                                                                 block17_10_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_10_ac (Activation)      (None, 17, 17, 1088) 0           block17_10[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_118 (Conv2D)             (None, 17, 17, 128)  139264      block17_10_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_118 (BatchN (None, 17, 17, 128)  384         conv2d_118[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_118 (Activation)     (None, 17, 17, 128)  0           batch_normalization_118[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_119 (Conv2D)             (None, 17, 17, 160)  143360      activation_118[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_119 (BatchN (None, 17, 17, 160)  480         conv2d_119[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_119 (Activation)     (None, 17, 17, 160)  0           batch_normalization_119[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_117 (Conv2D)             (None, 17, 17, 192)  208896      block17_10_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_120 (Conv2D)             (None, 17, 17, 192)  215040      activation_119[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_117 (BatchN (None, 17, 17, 192)  576         conv2d_117[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_120 (BatchN (None, 17, 17, 192)  576         conv2d_120[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_117 (Activation)     (None, 17, 17, 192)  0           batch_normalization_117[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_120 (Activation)     (None, 17, 17, 192)  0           batch_normalization_120[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_11_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_117[0][0]             \n",
      "                                                                 activation_120[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_11_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_11_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_11 (Lambda)             (None, 17, 17, 1088) 0           block17_10_ac[0][0]              \n",
      "                                                                 block17_11_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_11_ac (Activation)      (None, 17, 17, 1088) 0           block17_11[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_122 (Conv2D)             (None, 17, 17, 128)  139264      block17_11_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_122 (BatchN (None, 17, 17, 128)  384         conv2d_122[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_122 (Activation)     (None, 17, 17, 128)  0           batch_normalization_122[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_123 (Conv2D)             (None, 17, 17, 160)  143360      activation_122[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_123 (BatchN (None, 17, 17, 160)  480         conv2d_123[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_123 (Activation)     (None, 17, 17, 160)  0           batch_normalization_123[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_121 (Conv2D)             (None, 17, 17, 192)  208896      block17_11_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_124 (Conv2D)             (None, 17, 17, 192)  215040      activation_123[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_121 (BatchN (None, 17, 17, 192)  576         conv2d_121[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_124 (BatchN (None, 17, 17, 192)  576         conv2d_124[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_121 (Activation)     (None, 17, 17, 192)  0           batch_normalization_121[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_124 (Activation)     (None, 17, 17, 192)  0           batch_normalization_124[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_12_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_121[0][0]             \n",
      "                                                                 activation_124[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_12_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_12_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_12 (Lambda)             (None, 17, 17, 1088) 0           block17_11_ac[0][0]              \n",
      "                                                                 block17_12_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_12_ac (Activation)      (None, 17, 17, 1088) 0           block17_12[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_126 (Conv2D)             (None, 17, 17, 128)  139264      block17_12_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_126 (BatchN (None, 17, 17, 128)  384         conv2d_126[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_126 (Activation)     (None, 17, 17, 128)  0           batch_normalization_126[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_127 (Conv2D)             (None, 17, 17, 160)  143360      activation_126[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_127 (BatchN (None, 17, 17, 160)  480         conv2d_127[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_127 (Activation)     (None, 17, 17, 160)  0           batch_normalization_127[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_125 (Conv2D)             (None, 17, 17, 192)  208896      block17_12_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_128 (Conv2D)             (None, 17, 17, 192)  215040      activation_127[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_125 (BatchN (None, 17, 17, 192)  576         conv2d_125[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_128 (BatchN (None, 17, 17, 192)  576         conv2d_128[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_125 (Activation)     (None, 17, 17, 192)  0           batch_normalization_125[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_128 (Activation)     (None, 17, 17, 192)  0           batch_normalization_128[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_13_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_125[0][0]             \n",
      "                                                                 activation_128[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_13_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_13_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_13 (Lambda)             (None, 17, 17, 1088) 0           block17_12_ac[0][0]              \n",
      "                                                                 block17_13_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_13_ac (Activation)      (None, 17, 17, 1088) 0           block17_13[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_130 (Conv2D)             (None, 17, 17, 128)  139264      block17_13_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_130 (BatchN (None, 17, 17, 128)  384         conv2d_130[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_130 (Activation)     (None, 17, 17, 128)  0           batch_normalization_130[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_131 (Conv2D)             (None, 17, 17, 160)  143360      activation_130[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_131 (BatchN (None, 17, 17, 160)  480         conv2d_131[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_131 (Activation)     (None, 17, 17, 160)  0           batch_normalization_131[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_129 (Conv2D)             (None, 17, 17, 192)  208896      block17_13_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_132 (Conv2D)             (None, 17, 17, 192)  215040      activation_131[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_129 (BatchN (None, 17, 17, 192)  576         conv2d_129[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_132 (BatchN (None, 17, 17, 192)  576         conv2d_132[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_129 (Activation)     (None, 17, 17, 192)  0           batch_normalization_129[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_132 (Activation)     (None, 17, 17, 192)  0           batch_normalization_132[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_14_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_129[0][0]             \n",
      "                                                                 activation_132[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_14_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_14_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_14 (Lambda)             (None, 17, 17, 1088) 0           block17_13_ac[0][0]              \n",
      "                                                                 block17_14_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_14_ac (Activation)      (None, 17, 17, 1088) 0           block17_14[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_134 (Conv2D)             (None, 17, 17, 128)  139264      block17_14_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_134 (BatchN (None, 17, 17, 128)  384         conv2d_134[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_134 (Activation)     (None, 17, 17, 128)  0           batch_normalization_134[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_135 (Conv2D)             (None, 17, 17, 160)  143360      activation_134[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_135 (BatchN (None, 17, 17, 160)  480         conv2d_135[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_135 (Activation)     (None, 17, 17, 160)  0           batch_normalization_135[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_133 (Conv2D)             (None, 17, 17, 192)  208896      block17_14_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_136 (Conv2D)             (None, 17, 17, 192)  215040      activation_135[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_133 (BatchN (None, 17, 17, 192)  576         conv2d_133[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_136 (BatchN (None, 17, 17, 192)  576         conv2d_136[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_133 (Activation)     (None, 17, 17, 192)  0           batch_normalization_133[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_136 (Activation)     (None, 17, 17, 192)  0           batch_normalization_136[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_15_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_133[0][0]             \n",
      "                                                                 activation_136[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_15_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_15_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_15 (Lambda)             (None, 17, 17, 1088) 0           block17_14_ac[0][0]              \n",
      "                                                                 block17_15_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_15_ac (Activation)      (None, 17, 17, 1088) 0           block17_15[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_138 (Conv2D)             (None, 17, 17, 128)  139264      block17_15_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_138 (BatchN (None, 17, 17, 128)  384         conv2d_138[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_138 (Activation)     (None, 17, 17, 128)  0           batch_normalization_138[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_139 (Conv2D)             (None, 17, 17, 160)  143360      activation_138[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_139 (BatchN (None, 17, 17, 160)  480         conv2d_139[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_139 (Activation)     (None, 17, 17, 160)  0           batch_normalization_139[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_137 (Conv2D)             (None, 17, 17, 192)  208896      block17_15_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_140 (Conv2D)             (None, 17, 17, 192)  215040      activation_139[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_137 (BatchN (None, 17, 17, 192)  576         conv2d_137[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_140 (BatchN (None, 17, 17, 192)  576         conv2d_140[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_137 (Activation)     (None, 17, 17, 192)  0           batch_normalization_137[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_140 (Activation)     (None, 17, 17, 192)  0           batch_normalization_140[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_16_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_137[0][0]             \n",
      "                                                                 activation_140[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_16_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_16_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_16 (Lambda)             (None, 17, 17, 1088) 0           block17_15_ac[0][0]              \n",
      "                                                                 block17_16_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_16_ac (Activation)      (None, 17, 17, 1088) 0           block17_16[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_142 (Conv2D)             (None, 17, 17, 128)  139264      block17_16_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_142 (BatchN (None, 17, 17, 128)  384         conv2d_142[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_142 (Activation)     (None, 17, 17, 128)  0           batch_normalization_142[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_143 (Conv2D)             (None, 17, 17, 160)  143360      activation_142[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_143 (BatchN (None, 17, 17, 160)  480         conv2d_143[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_143 (Activation)     (None, 17, 17, 160)  0           batch_normalization_143[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_141 (Conv2D)             (None, 17, 17, 192)  208896      block17_16_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_144 (Conv2D)             (None, 17, 17, 192)  215040      activation_143[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_141 (BatchN (None, 17, 17, 192)  576         conv2d_141[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_144 (BatchN (None, 17, 17, 192)  576         conv2d_144[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_141 (Activation)     (None, 17, 17, 192)  0           batch_normalization_141[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_144 (Activation)     (None, 17, 17, 192)  0           batch_normalization_144[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_17_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_141[0][0]             \n",
      "                                                                 activation_144[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_17_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_17_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_17 (Lambda)             (None, 17, 17, 1088) 0           block17_16_ac[0][0]              \n",
      "                                                                 block17_17_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_17_ac (Activation)      (None, 17, 17, 1088) 0           block17_17[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_146 (Conv2D)             (None, 17, 17, 128)  139264      block17_17_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_146 (BatchN (None, 17, 17, 128)  384         conv2d_146[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_146 (Activation)     (None, 17, 17, 128)  0           batch_normalization_146[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_147 (Conv2D)             (None, 17, 17, 160)  143360      activation_146[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_147 (BatchN (None, 17, 17, 160)  480         conv2d_147[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_147 (Activation)     (None, 17, 17, 160)  0           batch_normalization_147[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_145 (Conv2D)             (None, 17, 17, 192)  208896      block17_17_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_148 (Conv2D)             (None, 17, 17, 192)  215040      activation_147[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_145 (BatchN (None, 17, 17, 192)  576         conv2d_145[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_148 (BatchN (None, 17, 17, 192)  576         conv2d_148[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_145 (Activation)     (None, 17, 17, 192)  0           batch_normalization_145[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_148 (Activation)     (None, 17, 17, 192)  0           batch_normalization_148[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_18_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_145[0][0]             \n",
      "                                                                 activation_148[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_18_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_18_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_18 (Lambda)             (None, 17, 17, 1088) 0           block17_17_ac[0][0]              \n",
      "                                                                 block17_18_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_18_ac (Activation)      (None, 17, 17, 1088) 0           block17_18[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_150 (Conv2D)             (None, 17, 17, 128)  139264      block17_18_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_150 (BatchN (None, 17, 17, 128)  384         conv2d_150[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_150 (Activation)     (None, 17, 17, 128)  0           batch_normalization_150[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_151 (Conv2D)             (None, 17, 17, 160)  143360      activation_150[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_151 (BatchN (None, 17, 17, 160)  480         conv2d_151[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_151 (Activation)     (None, 17, 17, 160)  0           batch_normalization_151[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_149 (Conv2D)             (None, 17, 17, 192)  208896      block17_18_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_152 (Conv2D)             (None, 17, 17, 192)  215040      activation_151[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_149 (BatchN (None, 17, 17, 192)  576         conv2d_149[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_152 (BatchN (None, 17, 17, 192)  576         conv2d_152[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_149 (Activation)     (None, 17, 17, 192)  0           batch_normalization_149[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_152 (Activation)     (None, 17, 17, 192)  0           batch_normalization_152[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_19_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_149[0][0]             \n",
      "                                                                 activation_152[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_19_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_19_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_19 (Lambda)             (None, 17, 17, 1088) 0           block17_18_ac[0][0]              \n",
      "                                                                 block17_19_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_19_ac (Activation)      (None, 17, 17, 1088) 0           block17_19[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_154 (Conv2D)             (None, 17, 17, 128)  139264      block17_19_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_154 (BatchN (None, 17, 17, 128)  384         conv2d_154[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_154 (Activation)     (None, 17, 17, 128)  0           batch_normalization_154[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_155 (Conv2D)             (None, 17, 17, 160)  143360      activation_154[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_155 (BatchN (None, 17, 17, 160)  480         conv2d_155[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_155 (Activation)     (None, 17, 17, 160)  0           batch_normalization_155[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_153 (Conv2D)             (None, 17, 17, 192)  208896      block17_19_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_156 (Conv2D)             (None, 17, 17, 192)  215040      activation_155[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_153 (BatchN (None, 17, 17, 192)  576         conv2d_153[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_156 (BatchN (None, 17, 17, 192)  576         conv2d_156[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_153 (Activation)     (None, 17, 17, 192)  0           batch_normalization_153[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_156 (Activation)     (None, 17, 17, 192)  0           batch_normalization_156[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block17_20_mixed (Concatenate)  (None, 17, 17, 384)  0           activation_153[0][0]             \n",
      "                                                                 activation_156[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block17_20_conv (Conv2D)        (None, 17, 17, 1088) 418880      block17_20_mixed[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block17_20 (Lambda)             (None, 17, 17, 1088) 0           block17_19_ac[0][0]              \n",
      "                                                                 block17_20_conv[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block17_20_ac (Activation)      (None, 17, 17, 1088) 0           block17_20[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_161 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_161 (BatchN (None, 17, 17, 256)  768         conv2d_161[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_161 (Activation)     (None, 17, 17, 256)  0           batch_normalization_161[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_157 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_159 (Conv2D)             (None, 17, 17, 256)  278528      block17_20_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_162 (Conv2D)             (None, 17, 17, 288)  663552      activation_161[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_157 (BatchN (None, 17, 17, 256)  768         conv2d_157[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_159 (BatchN (None, 17, 17, 256)  768         conv2d_159[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_162 (BatchN (None, 17, 17, 288)  864         conv2d_162[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_157 (Activation)     (None, 17, 17, 256)  0           batch_normalization_157[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_159 (Activation)     (None, 17, 17, 256)  0           batch_normalization_159[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_162 (Activation)     (None, 17, 17, 288)  0           batch_normalization_162[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_158 (Conv2D)             (None, 8, 8, 384)    884736      activation_157[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_160 (Conv2D)             (None, 8, 8, 288)    663552      activation_159[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_163 (Conv2D)             (None, 8, 8, 320)    829440      activation_162[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_158 (BatchN (None, 8, 8, 384)    1152        conv2d_158[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_160 (BatchN (None, 8, 8, 288)    864         conv2d_160[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_163 (BatchN (None, 8, 8, 320)    960         conv2d_163[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_158 (Activation)     (None, 8, 8, 384)    0           batch_normalization_158[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_160 (Activation)     (None, 8, 8, 288)    0           batch_normalization_160[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_163 (Activation)     (None, 8, 8, 320)    0           batch_normalization_163[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2D)  (None, 8, 8, 1088)   0           block17_20_ac[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "mixed_7a (Concatenate)          (None, 8, 8, 2080)   0           activation_158[0][0]             \n",
      "                                                                 activation_160[0][0]             \n",
      "                                                                 activation_163[0][0]             \n",
      "                                                                 max_pooling2d_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_165 (Conv2D)             (None, 8, 8, 192)    399360      mixed_7a[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_165 (BatchN (None, 8, 8, 192)    576         conv2d_165[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_165 (Activation)     (None, 8, 8, 192)    0           batch_normalization_165[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_166 (Conv2D)             (None, 8, 8, 224)    129024      activation_165[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_166 (BatchN (None, 8, 8, 224)    672         conv2d_166[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_166 (Activation)     (None, 8, 8, 224)    0           batch_normalization_166[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_164 (Conv2D)             (None, 8, 8, 192)    399360      mixed_7a[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_167 (Conv2D)             (None, 8, 8, 256)    172032      activation_166[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_164 (BatchN (None, 8, 8, 192)    576         conv2d_164[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_167 (BatchN (None, 8, 8, 256)    768         conv2d_167[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_164 (Activation)     (None, 8, 8, 192)    0           batch_normalization_164[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_167 (Activation)     (None, 8, 8, 256)    0           batch_normalization_167[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_1_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_164[0][0]             \n",
      "                                                                 activation_167[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_1_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_1_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_1 (Lambda)               (None, 8, 8, 2080)   0           mixed_7a[0][0]                   \n",
      "                                                                 block8_1_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_1_ac (Activation)        (None, 8, 8, 2080)   0           block8_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_169 (Conv2D)             (None, 8, 8, 192)    399360      block8_1_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_169 (BatchN (None, 8, 8, 192)    576         conv2d_169[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_169 (Activation)     (None, 8, 8, 192)    0           batch_normalization_169[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_170 (Conv2D)             (None, 8, 8, 224)    129024      activation_169[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_170 (BatchN (None, 8, 8, 224)    672         conv2d_170[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_170 (Activation)     (None, 8, 8, 224)    0           batch_normalization_170[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_168 (Conv2D)             (None, 8, 8, 192)    399360      block8_1_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_171 (Conv2D)             (None, 8, 8, 256)    172032      activation_170[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_168 (BatchN (None, 8, 8, 192)    576         conv2d_168[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_171 (BatchN (None, 8, 8, 256)    768         conv2d_171[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_168 (Activation)     (None, 8, 8, 192)    0           batch_normalization_168[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_171 (Activation)     (None, 8, 8, 256)    0           batch_normalization_171[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_2_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_168[0][0]             \n",
      "                                                                 activation_171[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_2_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_2_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_2 (Lambda)               (None, 8, 8, 2080)   0           block8_1_ac[0][0]                \n",
      "                                                                 block8_2_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_2_ac (Activation)        (None, 8, 8, 2080)   0           block8_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_173 (Conv2D)             (None, 8, 8, 192)    399360      block8_2_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_173 (BatchN (None, 8, 8, 192)    576         conv2d_173[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_173 (Activation)     (None, 8, 8, 192)    0           batch_normalization_173[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_174 (Conv2D)             (None, 8, 8, 224)    129024      activation_173[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_174 (BatchN (None, 8, 8, 224)    672         conv2d_174[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_174 (Activation)     (None, 8, 8, 224)    0           batch_normalization_174[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_172 (Conv2D)             (None, 8, 8, 192)    399360      block8_2_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_175 (Conv2D)             (None, 8, 8, 256)    172032      activation_174[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_172 (BatchN (None, 8, 8, 192)    576         conv2d_172[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_175 (BatchN (None, 8, 8, 256)    768         conv2d_175[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_172 (Activation)     (None, 8, 8, 192)    0           batch_normalization_172[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_175 (Activation)     (None, 8, 8, 256)    0           batch_normalization_175[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_3_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_172[0][0]             \n",
      "                                                                 activation_175[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_3_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_3_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_3 (Lambda)               (None, 8, 8, 2080)   0           block8_2_ac[0][0]                \n",
      "                                                                 block8_3_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_3_ac (Activation)        (None, 8, 8, 2080)   0           block8_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_177 (Conv2D)             (None, 8, 8, 192)    399360      block8_3_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_177 (BatchN (None, 8, 8, 192)    576         conv2d_177[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_177 (Activation)     (None, 8, 8, 192)    0           batch_normalization_177[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_178 (Conv2D)             (None, 8, 8, 224)    129024      activation_177[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_178 (BatchN (None, 8, 8, 224)    672         conv2d_178[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_178 (Activation)     (None, 8, 8, 224)    0           batch_normalization_178[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_176 (Conv2D)             (None, 8, 8, 192)    399360      block8_3_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_179 (Conv2D)             (None, 8, 8, 256)    172032      activation_178[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_176 (BatchN (None, 8, 8, 192)    576         conv2d_176[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_179 (BatchN (None, 8, 8, 256)    768         conv2d_179[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_176 (Activation)     (None, 8, 8, 192)    0           batch_normalization_176[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_179 (Activation)     (None, 8, 8, 256)    0           batch_normalization_179[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_4_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_176[0][0]             \n",
      "                                                                 activation_179[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_4_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_4_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_4 (Lambda)               (None, 8, 8, 2080)   0           block8_3_ac[0][0]                \n",
      "                                                                 block8_4_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_4_ac (Activation)        (None, 8, 8, 2080)   0           block8_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_181 (Conv2D)             (None, 8, 8, 192)    399360      block8_4_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_181 (BatchN (None, 8, 8, 192)    576         conv2d_181[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_181 (Activation)     (None, 8, 8, 192)    0           batch_normalization_181[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_182 (Conv2D)             (None, 8, 8, 224)    129024      activation_181[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_182 (BatchN (None, 8, 8, 224)    672         conv2d_182[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_182 (Activation)     (None, 8, 8, 224)    0           batch_normalization_182[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_180 (Conv2D)             (None, 8, 8, 192)    399360      block8_4_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_183 (Conv2D)             (None, 8, 8, 256)    172032      activation_182[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_180 (BatchN (None, 8, 8, 192)    576         conv2d_180[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_183 (BatchN (None, 8, 8, 256)    768         conv2d_183[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_180 (Activation)     (None, 8, 8, 192)    0           batch_normalization_180[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_183 (Activation)     (None, 8, 8, 256)    0           batch_normalization_183[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_5_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_180[0][0]             \n",
      "                                                                 activation_183[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_5_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_5_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_5 (Lambda)               (None, 8, 8, 2080)   0           block8_4_ac[0][0]                \n",
      "                                                                 block8_5_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_5_ac (Activation)        (None, 8, 8, 2080)   0           block8_5[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_185 (Conv2D)             (None, 8, 8, 192)    399360      block8_5_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_185 (BatchN (None, 8, 8, 192)    576         conv2d_185[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_185 (Activation)     (None, 8, 8, 192)    0           batch_normalization_185[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_186 (Conv2D)             (None, 8, 8, 224)    129024      activation_185[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_186 (BatchN (None, 8, 8, 224)    672         conv2d_186[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_186 (Activation)     (None, 8, 8, 224)    0           batch_normalization_186[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_184 (Conv2D)             (None, 8, 8, 192)    399360      block8_5_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_187 (Conv2D)             (None, 8, 8, 256)    172032      activation_186[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_184 (BatchN (None, 8, 8, 192)    576         conv2d_184[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_187 (BatchN (None, 8, 8, 256)    768         conv2d_187[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_184 (Activation)     (None, 8, 8, 192)    0           batch_normalization_184[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_187 (Activation)     (None, 8, 8, 256)    0           batch_normalization_187[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_6_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_184[0][0]             \n",
      "                                                                 activation_187[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_6_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_6_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_6 (Lambda)               (None, 8, 8, 2080)   0           block8_5_ac[0][0]                \n",
      "                                                                 block8_6_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_6_ac (Activation)        (None, 8, 8, 2080)   0           block8_6[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_189 (Conv2D)             (None, 8, 8, 192)    399360      block8_6_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_189 (BatchN (None, 8, 8, 192)    576         conv2d_189[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_189 (Activation)     (None, 8, 8, 192)    0           batch_normalization_189[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_190 (Conv2D)             (None, 8, 8, 224)    129024      activation_189[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_190 (BatchN (None, 8, 8, 224)    672         conv2d_190[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_190 (Activation)     (None, 8, 8, 224)    0           batch_normalization_190[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_188 (Conv2D)             (None, 8, 8, 192)    399360      block8_6_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_191 (Conv2D)             (None, 8, 8, 256)    172032      activation_190[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_188 (BatchN (None, 8, 8, 192)    576         conv2d_188[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_191 (BatchN (None, 8, 8, 256)    768         conv2d_191[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_188 (Activation)     (None, 8, 8, 192)    0           batch_normalization_188[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_191 (Activation)     (None, 8, 8, 256)    0           batch_normalization_191[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_7_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_188[0][0]             \n",
      "                                                                 activation_191[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_7_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_7_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_7 (Lambda)               (None, 8, 8, 2080)   0           block8_6_ac[0][0]                \n",
      "                                                                 block8_7_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_7_ac (Activation)        (None, 8, 8, 2080)   0           block8_7[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_193 (Conv2D)             (None, 8, 8, 192)    399360      block8_7_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_193 (BatchN (None, 8, 8, 192)    576         conv2d_193[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_193 (Activation)     (None, 8, 8, 192)    0           batch_normalization_193[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_194 (Conv2D)             (None, 8, 8, 224)    129024      activation_193[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_194 (BatchN (None, 8, 8, 224)    672         conv2d_194[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_194 (Activation)     (None, 8, 8, 224)    0           batch_normalization_194[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_192 (Conv2D)             (None, 8, 8, 192)    399360      block8_7_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_195 (Conv2D)             (None, 8, 8, 256)    172032      activation_194[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_192 (BatchN (None, 8, 8, 192)    576         conv2d_192[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_195 (BatchN (None, 8, 8, 256)    768         conv2d_195[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_192 (Activation)     (None, 8, 8, 192)    0           batch_normalization_192[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_195 (Activation)     (None, 8, 8, 256)    0           batch_normalization_195[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_8_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_192[0][0]             \n",
      "                                                                 activation_195[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_8_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_8_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_8 (Lambda)               (None, 8, 8, 2080)   0           block8_7_ac[0][0]                \n",
      "                                                                 block8_8_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_8_ac (Activation)        (None, 8, 8, 2080)   0           block8_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_197 (Conv2D)             (None, 8, 8, 192)    399360      block8_8_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_197 (BatchN (None, 8, 8, 192)    576         conv2d_197[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_197 (Activation)     (None, 8, 8, 192)    0           batch_normalization_197[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_198 (Conv2D)             (None, 8, 8, 224)    129024      activation_197[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_198 (BatchN (None, 8, 8, 224)    672         conv2d_198[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_198 (Activation)     (None, 8, 8, 224)    0           batch_normalization_198[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_196 (Conv2D)             (None, 8, 8, 192)    399360      block8_8_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_199 (Conv2D)             (None, 8, 8, 256)    172032      activation_198[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_196 (BatchN (None, 8, 8, 192)    576         conv2d_196[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_199 (BatchN (None, 8, 8, 256)    768         conv2d_199[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_196 (Activation)     (None, 8, 8, 192)    0           batch_normalization_196[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_199 (Activation)     (None, 8, 8, 256)    0           batch_normalization_199[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_9_mixed (Concatenate)    (None, 8, 8, 448)    0           activation_196[0][0]             \n",
      "                                                                 activation_199[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_9_conv (Conv2D)          (None, 8, 8, 2080)   933920      block8_9_mixed[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_9 (Lambda)               (None, 8, 8, 2080)   0           block8_8_ac[0][0]                \n",
      "                                                                 block8_9_conv[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "block8_9_ac (Activation)        (None, 8, 8, 2080)   0           block8_9[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_201 (Conv2D)             (None, 8, 8, 192)    399360      block8_9_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_201 (BatchN (None, 8, 8, 192)    576         conv2d_201[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_201 (Activation)     (None, 8, 8, 192)    0           batch_normalization_201[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_202 (Conv2D)             (None, 8, 8, 224)    129024      activation_201[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_202 (BatchN (None, 8, 8, 224)    672         conv2d_202[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_202 (Activation)     (None, 8, 8, 224)    0           batch_normalization_202[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_200 (Conv2D)             (None, 8, 8, 192)    399360      block8_9_ac[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_203 (Conv2D)             (None, 8, 8, 256)    172032      activation_202[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_200 (BatchN (None, 8, 8, 192)    576         conv2d_200[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_203 (BatchN (None, 8, 8, 256)    768         conv2d_203[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "activation_200 (Activation)     (None, 8, 8, 192)    0           batch_normalization_200[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "activation_203 (Activation)     (None, 8, 8, 256)    0           batch_normalization_203[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block8_10_mixed (Concatenate)   (None, 8, 8, 448)    0           activation_200[0][0]             \n",
      "                                                                 activation_203[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block8_10_conv (Conv2D)         (None, 8, 8, 2080)   933920      block8_10_mixed[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block8_10 (Lambda)              (None, 8, 8, 2080)   0           block8_9_ac[0][0]                \n",
      "                                                                 block8_10_conv[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv_7b (Conv2D)                (None, 8, 8, 1536)   3194880     block8_10[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv_7b_bn (BatchNormalization) (None, 8, 8, 1536)   4608        conv_7b[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv_7b_ac (Activation)         (None, 8, 8, 1536)   0           conv_7b_bn[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d_1 (Glo (None, 1536)         0           conv_7b_ac[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 45)           69165       global_average_pooling2d_1[0][0] \n",
      "==================================================================================================\n",
      "Total params: 54,405,901\n",
      "Trainable params: 54,345,357\n",
      "Non-trainable params: 60,544\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.regularizers import l2\n",
    "from tensorflow.keras import regularizers\n",
    "\n",
    "\n",
    "irv2= IRV2.get_layer('conv_7b_ac').output                             # get last layer's output\n",
    "x                        = GlobalAveragePooling2D(data_format='channels_last')(irv2)  # create GlobalAveragePooling layer - these layer added to model similar to original implamentation\n",
    "custom_predictions_layer = Dense(45, \n",
    "                                 activation='softmax', \n",
    "                                 kernel_regularizer=regularizers.l1_l2(l1=2e-5, l2=2e-4), \n",
    "                                 bias_regularizer=l2(2e-4), \n",
    "                                 activity_regularizer=regularizers.l2(2e-5))(x)         \n",
    "\n",
    "Mod_IRV2= Model(inputs=IRV2.input, outputs=custom_predictions_layer, name='IRV2')\n",
    "Mod_IRV2.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.optimizers import SGD,Adadelta\n",
    "import tensorflow as tf\n",
    "\n",
    "sgd = SGD(lr=0.002, decay=1e-4, momentum=0.9, nesterov=True)\n",
    "\n",
    "Mod_IRV2.compile(optimizer = sgd , loss = \"categorical_crossentropy\", metrics=['accuracy'])"
   ]
  },
  {
   "source": [
    "### Define hyperparameters"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "from swa.keras import SWA \n",
    "from keras.callbacks import ModelCheckpoint, TensorBoard\n",
    "\n",
    "swa = SWA(start_epoch= 25, \n",
    "          lr_schedule='cyclic', \n",
    "          swa_lr=0.001,\n",
    "          swa_lr2 = 0.002,\n",
    "          batch_size = 4,\n",
    "          swa_freq = 3,\n",
    "          verbose=1)\n",
    "\n",
    "log_dir = r\"C:\\Users\\PROCOMP11-PC\\Desktop\\checkspo\"\n",
    "tb = keras.callbacks.TensorBoard(log_dir=log_dir)\n",
    "cp = ModelCheckpoint(r\"C:\\Users\\PROCOMP11-PC\\Desktop\\checkspo\\IRV22-Weights.{epoch:02d}-{val_accuracy:.2f}.hdf5\" , monitor = 'val_accuracy', save_weights_only= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\PROCOMP11-PC\\Anaconda3\\envs\\GPUTF\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\PROCOMP11-PC\\Anaconda3\\envs\\GPUTF\\lib\\site-packages\\keras\\callbacks\\tensorboard_v1.py:200: The name tf.summary.merge_all is deprecated. Please use tf.compat.v1.summary.merge_all instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\PROCOMP11-PC\\Anaconda3\\envs\\GPUTF\\lib\\site-packages\\keras\\callbacks\\tensorboard_v1.py:203: The name tf.summary.FileWriter is deprecated. Please use tf.compat.v1.summary.FileWriter instead.\n",
      "\n",
      "Model uses batch normalization. SWA will require last epoch to be a forward pass and will run with no learning rate\n",
      "Epoch 1/50\n",
      "  35/1575 [..............................] - ETA: 41:05 - loss: 3.9489 - accuracy: 0.0286"
     ]
    }
   ],
   "source": [
    "history = Mod_IRV2.fit_generator(train_generator, epochs=50,validation_data=test_generator, callbacks=[tb, cp, swa])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "history.on_epoch_end(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_path = r\"C:\\Users\\PROCOMP11-PC\\Desktop\\dataset\\NWPU-RESISC45\\NWPU-RESICS45-80-20\"\n",
    "\n",
    "test_datagen = ImageDataGenerator(\n",
    "        rescale=1./255) # Normalize 8bit images\n",
    "test_generator = test_datagen.flow_from_directory( \n",
    "        directory= input_path + '\\Test',\n",
    "        target_size=(299, 299),\n",
    "        batch_size=16,\n",
    "        shuffle = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import load_model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelS = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = load_model(r\"C:\\Users\\PROCOMP11-PC\\Desktop\\6\\BN94-5-Weights.59-0.94.hdf5\")\n",
    "model1.name=\"aUniqueModelName\" # change name to be unique\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelS.append(model1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model2 = load_model(r\"C:\\Users\\PROCOMP11-PC\\Desktop\\6\\BN94-5-Weights.58-0.94.hdf5\")\n",
    "model2.name=\"ertgerger\" # change name to be unique\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelS.append(model2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ensembleModels(models, model_input):\n",
    "    # collect outputs of models in a list\n",
    "    yModels=[model(model_input) for model in models] \n",
    "    # averaging outputs\n",
    "    yAvg=keras.layers.average(yModels) \n",
    "    # build model from same input and avg output\n",
    "    modelEns = Model(inputs=model_input, outputs=yAvg,    name='ensemble')  \n",
    "\n",
    "    return modelEns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_shape = (3,256,256)\n",
    "model_input = Input(shape=modelS[0].input_shape[1:]) # c*h*w\n",
    "modelEns = ensembleModels(modelS, model_input)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelEns.predict_generator(test_generator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred =np.argmax(_, axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "modl = load_model(r\"C:\\Users\\PROCOMP11-PC\\Desktop\\params\\xception-Weights.05-0.89.hdf5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#modified_IncRes_model.load_weights(r\"C:\\Users\\PROCOMP11-PC\\Desktop\\params\\INCRES-Weights.87-0.94.hdf5\")\n",
    "\n",
    "Y_pred = modl.predict_generator(test_generator)\n",
    "y_pred = np.argmax(Y_pred, axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Confusion Matrix')\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "print(confusion_matrix(test_generator.classes, y_pred))\n",
    "print('Classification Report')\n",
    "#################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import skimage\n",
    "from tensorflow.keras.models import load_model, model_from_json\n",
    "from tensorflow.keras.layers import GlobalAveragePooling2D,Dense\n",
    "import json\n",
    "from tensorflow.keras.models import Model\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib \n",
    "\n",
    "from tensorflow.keras.applications import ResNet50\n",
    "#  cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "from sklearn.utils.multiclass import unique_labels\n",
    "basepath = input_path + '\\Test'\n",
    "filenames = []\n",
    "for fname in os.listdir(basepath):\n",
    "  #  path = os.path.join(basepath, fname)\n",
    "    filenames.append(fname)\n",
    "\n",
    "def plot_confusion_matrix(y_true, y_pred, classes,\n",
    "                          normalize=False,\n",
    "                          title=None,\n",
    "                          cmap=plt.cm.Greys):\n",
    "\n",
    "    if not title:\n",
    "        if normalize:\n",
    "            title = 'Normalized confusion matrix'\n",
    "        else:\n",
    "            title = 'Confusion matrix, without normalization'\n",
    "\n",
    "    # Compute confusion matrix\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "    # Only use the labels that appear in the data\n",
    "   # classes = classes[unique_labels(y_true, y_pred)]\n",
    "    if normalize:\n",
    "         cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "         print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "    \n",
    "    print(cm)\n",
    "       \n",
    "    fig, ax = plt.subplots(figsize=(30, 30))\n",
    "    im = ax.imshow(cm, interpolation='nearest', cmap=cmap, origin = 'upper') \n",
    "    ax.figure.colorbar(im, ax=ax)\n",
    "    # We want to show all ticks...\n",
    "    ax.set(xticks=np.arange(cm.shape[1]),\n",
    "           yticks=np.arange(cm.shape[0]),\n",
    "           # ... and label them with the respective list entries\n",
    "           xticklabels=classes, yticklabels=classes,\n",
    "           title=title,\n",
    "           ylabel='True label',\n",
    "           xlabel='Predicted label')\n",
    "    \n",
    "    # Rotate the tick labels and set their alignment.\n",
    "    plt.tight_layout()\n",
    "    plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
    "             rotation_mode=\"anchor\")\n",
    "    # Loop over data dimensions and create text annotations.\n",
    "    fmt = '.3f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i in range(cm.shape[0]):\n",
    "        for j in range(cm.shape[1]):\n",
    "            if cm[i,j] == 0.0:\n",
    "                continue\n",
    "            ax.text(j, i, format(cm[i, j], fmt),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "    fig.tight_layout()\n",
    "    return ax\n",
    "\n",
    "y_test      = test_generator.classes\n",
    "y_pred      = y_pred\n",
    "class_names = test_generator.class_indices\n",
    "\n",
    "# Plot normalized confusion matrix\n",
    "plot_confusion_matrix(y_test, y_pred, classes=class_names, \n",
    "                      title='Confusion Matrix, without normalization',)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "    def overall_accuracy( self ):\n",
    "        \"\"\"\n",
    "        Calculate total accuacy from an error matrix.\n",
    "        \n",
    "        This rounds to the same value as shown in Congalton 1991 Table 1\n",
    "        >>> print congalton_table1().overall_accuracy.round(6)\n",
    "        73.963134\n",
    "        \"\"\"\n",
    "        return 100.0 * self.astype(float).diagonal().sum() / self.sum().item()\n",
    "        \n",
    "    def users_accuracy( self, category ):\n",
    "        return self.users_accuracies[ category ]\n",
    "        \n",
    "    def users_accuracies( self ):\n",
    "        \"\"\"\n",
    "        Return the user's accuracy measures for each category.\n",
    "        \n",
    "        Congalton 1991 says, 'if the total number\n",
    "        of correct pixels in a category is divided by the\n",
    "        total number of pixels that were classified in that\n",
    "        category, then this result is a measure of commis-\n",
    "        sion error. This measure, called \"user's accuracy\"\n",
    "        or reliability, is indicative of the probability that a\n",
    "        pixel classified on the map/image actually repre-\n",
    "        sents that category on the ground'\n",
    "        \n",
    "        The following values match those given in Congalton 1991\n",
    "        Table 1 (except these values are not rounded to whole numbers)\n",
    "        >>> congalton_table1().users_accuracies.round(4)\n",
    "        ErrorMatrix([ 56.5217,  81.    ,  73.913 ,  86.5385])\n",
    "        \"\"\"\n",
    "        u_acc = 100 * self.diagonal().astype(float) / self.sum(axis=1)\n",
    "        # replace nans with zeros\n",
    "        if np.isnan( u_acc.sum() ):\n",
    "            u_acc = np.nan_to_num( u_acc )\n",
    "        return u_acc\n",
    "        \n",
    "    def producers_accuracy( self, category ):\n",
    "        return self.producers_accuracies[ category ]\n",
    "        \n",
    "    def producers_accuracies( self ):\n",
    "        \"\"\"\n",
    "        Return the producer's accuracy measures for each category.\n",
    "        \n",
    "        Congalton 1991 says, 'This accuracy measure indicates\n",
    "        the probability of a reference pixel being correctly \n",
    "        classified and is really a measure of omission error.'\n",
    "        \n",
    "        The following values match those given in Congalton 1991\n",
    "        Table 1 (except these values are not rounded to whole numbers)\n",
    "        >>> congalton_table1().producers_accuracies.round(4)\n",
    "        ErrorMatrix([ 86.6667,  78.6408,  73.913 ,  63.8298])\n",
    "        \"\"\"\n",
    "        p_acc = 100 * self.diagonal().astype(float) / self.sum(axis=0)\n",
    "        # if there are nan values we want to convert to zero\n",
    "        if np.isnan(p_acc.sum()):\n",
    "            p_acc = np.nan_to_num( p_acc )\n",
    "        return p_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "UA = users_accuracies(confusion_matrix(test_generator.classes, y_pred))\n",
    "PA = producers_accuracies(confusion_matrix(test_generator.classes, y_pred))\n",
    "max(PA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.suptitle('USER AND PRODUCER ACCURACIES GRAPH',fontsize=20)\n",
    "plt.scatter(filenames, PA, color=\"red\")\n",
    "plt.scatter(filenames, UA, color =\"blue\")\n",
    "plt.legend(['PRODUCER ACC','USER ACC'],loc='lower right')\n",
    "MIN = min(UA)\n",
    "MAX = max(PA)\n",
    "plt.yticks(np.arange(MIN,100, 1))\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel('User and Producer Accuracies',fontsize=20, labelpad=20)\n",
    "plt.xlabel('Classes',fontsize=20, labelpad=20)\n",
    "plt.grid(b=True, which='major', color='#666666', linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def precision(label, confusion_matrix):\n",
    "    col = confusion_matrix[:, label]\n",
    "    return confusion_matrix[label, label] / col.sum()\n",
    "    \n",
    "def recall(label, confusion_matrix):\n",
    "    row = confusion_matrix[label, :]\n",
    "    return confusion_matrix[label, label] / row.sum()\n",
    "def precision_macro_average(confusion_matrix):\n",
    "    rows, columns = confusion_matrix.shape\n",
    "    sum_of_precisions = 0\n",
    "    for label in range(rows):\n",
    "        sum_of_precisions += precision(label, confusion_matrix)\n",
    "    return sum_of_precisions / rows\n",
    "\n",
    "def recall_macro_average(confusion_matrix):\n",
    "    rows, columns = confusion_matrix.shape\n",
    "    sum_of_recalls = 0\n",
    "    for label in range(columns):\n",
    "        sum_of_recalls += recall(label, confusion_matrix)\n",
    "    return sum_of_recalls / columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm = confusion_matrix(test_generator.classes, y_pred)\n",
    "print(\"label precision recall\")\n",
    "for label in range(45):\n",
    "    print(f\"{label+1 :5d} {precision(label, cm):9.3f} {recall(label, cm):6.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "precs,recalls = [], []\n",
    "\n",
    "for label in range(45):\n",
    "    a   = precision(label,cm)\n",
    "    b = recall(label,cm)\n",
    "    precs.append(a)\n",
    "    recalls.append(b)\n",
    "    \n",
    "precs\n",
    "recalls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.suptitle('PRECISION RECALL GRAPH',fontsize=20)\n",
    "plt.scatter(filenames, precs, color=\"red\")\n",
    "plt.scatter(filenames, recalls, color =\"blue\")\n",
    "plt.legend(['Precision','Recall'],loc='lower right')\n",
    "#MIN = min(UA)\n",
    "#MAX = max(PA)\n",
    "#plt.yticks(np.arange(MIN,100, 1))\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel('Precision & Recall ',fontsize=20, labelpad=20)\n",
    "plt.xlabel('Classes',fontsize=20, labelpad=20)\n",
    "plt.grid(b=True, which='major', color='#666666', linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"precision total:\", precision_macro_average(cm))\n",
    "precision_total = precision_macro_average(cm)\n",
    "\n",
    "print(\"recall total:\", recall_macro_average(cm))\n",
    "recall_total =  recall_macro_average(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def accuracy(confusion_matrix):\n",
    "    diagonal_sum = confusion_matrix.trace()\n",
    "    sum_of_all_elements = confusion_matrix.sum()\n",
    "    return diagonal_sum / sum_of_all_elements "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\" accuracy :\",accuracy(cm))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "F1 = 2 * (precision_total * recall_total)  / ( precision_total + recall_total)\n",
    "print(\"F1 score is : \", F1)"
   ]
  }
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