BetterVersion_DenseNet201_D2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f9af7e08",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "import tensorflow.keras\n",
    "from tensorflow.keras import backend as k\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow.keras.preprocessing import image\n",
    "import os\n",
    "import glob\n",
    "import numpy as np\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12eca3e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_datagen():    \n",
    "    datagen = ImageDataGenerator(\n",
    "        #rescale=1./255,\n",
    "        rotation_range=16,\n",
    "        width_shift_range=0.1,\n",
    "        height_shift_range=0.1,\n",
    "#         horizontal_flip=True,\n",
    "        shear_range=0.2,\n",
    "        zoom_range=0.1\n",
    "    )\n",
    "    test_datagen = ImageDataGenerator(\n",
    "        #rescale=1./255,\n",
    "    )\n",
    "    return datagen,test_datagen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07272529",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(train_datagen,test_datagen):\n",
    "    train_it = train_datagen.flow_from_directory('Splitted_Dataset_2/train', class_mode='categorical',target_size=(224, 224))\n",
    "\n",
    "    test_it = test_datagen.flow_from_directory('Splitted_Dataset_2/test', class_mode='categorical',target_size=(224, 224))\n",
    "    return train_it,test_it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "57a9dfd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1610 images belonging to 52 classes.\n",
      "Found 264 images belonging to 52 classes.\n"
     ]
    }
   ],
   "source": [
    "datagen,test_datagen=get_datagen()\n",
    "train_it,test_it=get_data(datagen,test_datagen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a6a44f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_vgg():\n",
    "    vgg19 = tf.keras.applications.vgg19\n",
    "    vgg = vgg19.VGG19(weights='imagenet',include_top=False,input_shape=(224,224,3))\n",
    "    print(vgg.summary())\n",
    "    return vgg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "076bf1d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_DenseNet201():\n",
    "    from tensorflow.keras.applications import DenseNet201\n",
    "    vgg = DenseNet201(weights='imagenet',include_top=False,input_shape=(224,224,3),pooling='avg')\n",
    "    for i in range(0,len(vgg.layers)-20):\n",
    "        vgg.layers[i].trainable = False\n",
    "    vgg.summary()\n",
    "    return vgg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0269293d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model(vgg): \n",
    "    \n",
    "    x = tf.keras.layers.Flatten()(vgg.output)\n",
    "    # three hidden layers\n",
    "    x = tf.keras.layers.Dense(256, activation='selu')(x)\n",
    "    x = tf.keras.layers.Dropout(0.1)(x)\n",
    "    # final softmax layer with two categories (dog and cat)\n",
    "    predictions = tf.keras.layers.Dense(52, activation='softmax')(x)\n",
    "    model = tf.keras.Model(inputs=vgg.input,outputs=predictions)\n",
    "    model.summary()\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f2340b51",
   "metadata": {},
   "outputs": [],
   "source": [
    "def recall_m(y_true, y_pred):\n",
    "    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "    possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))\n",
    "    recall = true_positives / (possible_positives + K.epsilon())\n",
    "    return recall\n",
    "\n",
    "def precision_m(y_true, y_pred):\n",
    "    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))\n",
    "    precision = true_positives / (predicted_positives + K.epsilon())\n",
    "    return precision\n",
    "\n",
    "def f1_m(y_true, y_pred):\n",
    "    precision = precision_m(y_true, y_pred)\n",
    "    recall = recall_m(y_true, y_pred)\n",
    "    return 2*((precision*recall)/(precision+recall+K.epsilon()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0268ec1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(ep):\n",
    "    model = get_DenseNet201()\n",
    "    model=get_model(model)\n",
    "    model.compile(loss='categorical_crossentropy',\n",
    "                      optimizer=tf.keras.optimizers.Adamax(),\n",
    "                      metrics=['acc'])\n",
    "    history = model.fit(train_it, epochs = ep,steps_per_epoch=16, validation_data=test_it, validation_steps=8)\n",
    "    return model,history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "97d73775",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_model(model):\n",
    "    model_json = model.to_json()\n",
    "    with open(\"model.json\", \"w\") as json_file:\n",
    "        json_file.write(model_json)\n",
    "    # serialize weights to HDF5\n",
    "    model.save_weights(\"model.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "01cf54b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model():\n",
    "    #Reading the model from JSON file\n",
    "    with open('model.json', 'r') as json_file:\n",
    "        json_savedModel= json_file.read()\n",
    "\n",
    "    \n",
    "    model = tf.keras.models.model_from_json(json_savedModel)\n",
    "    model.load_weights('model.h5')\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e6e172a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet201_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "74836368/74836368 [==============================] - 22s 0us/step\n",
      "Model: \"densenet201\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               \n",
      "                                )]                                                                \n",
      "                                                                                                  \n",
      " zero_padding2d (ZeroPadding2D)  (None, 230, 230, 3)  0          ['input_1[0][0]']                \n",
      "                                                                                                  \n",
      " conv1/conv (Conv2D)            (None, 112, 112, 64  9408        ['zero_padding2d[0][0]']         \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " conv1/bn (BatchNormalization)  (None, 112, 112, 64  256         ['conv1/conv[0][0]']             \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " conv1/relu (Activation)        (None, 112, 112, 64  0           ['conv1/bn[0][0]']               \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " zero_padding2d_1 (ZeroPadding2  (None, 114, 114, 64  0          ['conv1/relu[0][0]']             \n",
      " D)                             )                                                                 \n",
      "                                                                                                  \n",
      " pool1 (MaxPooling2D)           (None, 56, 56, 64)   0           ['zero_padding2d_1[0][0]']       \n",
      "                                                                                                  \n",
      " conv2_block1_0_bn (BatchNormal  (None, 56, 56, 64)  256         ['pool1[0][0]']                  \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block1_0_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block1_1_conv (Conv2D)   (None, 56, 56, 128)  8192        ['conv2_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block1_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block1_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block1_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block1_concat (Concatena  (None, 56, 56, 96)  0           ['pool1[0][0]',                  \n",
      " te)                                                              'conv2_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_0_bn (BatchNormal  (None, 56, 56, 96)  384         ['conv2_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block2_0_relu (Activatio  (None, 56, 56, 96)  0           ['conv2_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block2_1_conv (Conv2D)   (None, 56, 56, 128)  12288       ['conv2_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block2_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block2_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_concat (Concatena  (None, 56, 56, 128)  0          ['conv2_block1_concat[0][0]',    \n",
      " te)                                                              'conv2_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_0_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block3_0_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block3_1_conv (Conv2D)   (None, 56, 56, 128)  16384       ['conv2_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block3_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block3_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_concat (Concatena  (None, 56, 56, 160)  0          ['conv2_block2_concat[0][0]',    \n",
      " te)                                                              'conv2_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_0_bn (BatchNormal  (None, 56, 56, 160)  640        ['conv2_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv2_block4_0_relu (Activatio  (None, 56, 56, 160)  0          ['conv2_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block4_1_conv (Conv2D)   (None, 56, 56, 128)  20480       ['conv2_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block4_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block4_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_concat (Concatena  (None, 56, 56, 192)  0          ['conv2_block3_concat[0][0]',    \n",
      " te)                                                              'conv2_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_0_bn (BatchNormal  (None, 56, 56, 192)  768        ['conv2_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block5_0_relu (Activatio  (None, 56, 56, 192)  0          ['conv2_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block5_1_conv (Conv2D)   (None, 56, 56, 128)  24576       ['conv2_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block5_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block5_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_concat (Concatena  (None, 56, 56, 224)  0          ['conv2_block4_concat[0][0]',    \n",
      " te)                                                              'conv2_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_0_bn (BatchNormal  (None, 56, 56, 224)  896        ['conv2_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block6_0_relu (Activatio  (None, 56, 56, 224)  0          ['conv2_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block6_1_conv (Conv2D)   (None, 56, 56, 128)  28672       ['conv2_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block6_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block6_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_concat (Concatena  (None, 56, 56, 256)  0          ['conv2_block5_concat[0][0]',    \n",
      " te)                                                              'conv2_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " pool2_bn (BatchNormalization)  (None, 56, 56, 256)  1024        ['conv2_block6_concat[0][0]']    \n",
      "                                                                                                  \n",
      " pool2_relu (Activation)        (None, 56, 56, 256)  0           ['pool2_bn[0][0]']               \n",
      "                                                                                                  \n",
      " pool2_conv (Conv2D)            (None, 56, 56, 128)  32768       ['pool2_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool2_pool (AveragePooling2D)  (None, 28, 28, 128)  0           ['pool2_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv3_block1_0_bn (BatchNormal  (None, 28, 28, 128)  512        ['pool2_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block1_0_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block1_1_conv (Conv2D)   (None, 28, 28, 128)  16384       ['conv3_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block1_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block1_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block1_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block1_concat (Concatena  (None, 28, 28, 160)  0          ['pool2_pool[0][0]',             \n",
      " te)                                                              'conv3_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_0_bn (BatchNormal  (None, 28, 28, 160)  640        ['conv3_block1_concat[0][0]']    \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block2_0_relu (Activatio  (None, 28, 28, 160)  0          ['conv3_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block2_1_conv (Conv2D)   (None, 28, 28, 128)  20480       ['conv3_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block2_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block2_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_concat (Concatena  (None, 28, 28, 192)  0          ['conv3_block1_concat[0][0]',    \n",
      " te)                                                              'conv3_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_0_bn (BatchNormal  (None, 28, 28, 192)  768        ['conv3_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block3_0_relu (Activatio  (None, 28, 28, 192)  0          ['conv3_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block3_1_conv (Conv2D)   (None, 28, 28, 128)  24576       ['conv3_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block3_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block3_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_concat (Concatena  (None, 28, 28, 224)  0          ['conv3_block2_concat[0][0]',    \n",
      " te)                                                              'conv3_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_0_bn (BatchNormal  (None, 28, 28, 224)  896        ['conv3_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block4_0_relu (Activatio  (None, 28, 28, 224)  0          ['conv3_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block4_1_conv (Conv2D)   (None, 28, 28, 128)  28672       ['conv3_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block4_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block4_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_concat (Concatena  (None, 28, 28, 256)  0          ['conv3_block3_concat[0][0]',    \n",
      " te)                                                              'conv3_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block5_0_bn (BatchNormal  (None, 28, 28, 256)  1024       ['conv3_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block5_0_relu (Activatio  (None, 28, 28, 256)  0          ['conv3_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block5_1_conv (Conv2D)   (None, 28, 28, 128)  32768       ['conv3_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block5_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block5_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block5_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block5_concat (Concatena  (None, 28, 28, 288)  0          ['conv3_block4_concat[0][0]',    \n",
      " te)                                                              'conv3_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block6_0_bn (BatchNormal  (None, 28, 28, 288)  1152       ['conv3_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block6_0_relu (Activatio  (None, 28, 28, 288)  0          ['conv3_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block6_1_conv (Conv2D)   (None, 28, 28, 128)  36864       ['conv3_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv3_block6_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block6_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block6_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block6_concat (Concatena  (None, 28, 28, 320)  0          ['conv3_block5_concat[0][0]',    \n",
      " te)                                                              'conv3_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_0_bn (BatchNormal  (None, 28, 28, 320)  1280       ['conv3_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block7_0_relu (Activatio  (None, 28, 28, 320)  0          ['conv3_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block7_1_conv (Conv2D)   (None, 28, 28, 128)  40960       ['conv3_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block7_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block7_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_concat (Concatena  (None, 28, 28, 352)  0          ['conv3_block6_concat[0][0]',    \n",
      " te)                                                              'conv3_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_0_bn (BatchNormal  (None, 28, 28, 352)  1408       ['conv3_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block8_0_relu (Activatio  (None, 28, 28, 352)  0          ['conv3_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block8_1_conv (Conv2D)   (None, 28, 28, 128)  45056       ['conv3_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block8_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block8_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_concat (Concatena  (None, 28, 28, 384)  0          ['conv3_block7_concat[0][0]',    \n",
      " te)                                                              'conv3_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_0_bn (BatchNormal  (None, 28, 28, 384)  1536       ['conv3_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block9_0_relu (Activatio  (None, 28, 28, 384)  0          ['conv3_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block9_1_conv (Conv2D)   (None, 28, 28, 128)  49152       ['conv3_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block9_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block9_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_concat (Concatena  (None, 28, 28, 416)  0          ['conv3_block8_concat[0][0]',    \n",
      " te)                                                              'conv3_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block10_0_bn (BatchNorma  (None, 28, 28, 416)  1664       ['conv3_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block10_0_relu (Activati  (None, 28, 28, 416)  0          ['conv3_block10_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block10_1_conv (Conv2D)  (None, 28, 28, 128)  53248       ['conv3_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block10_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block10_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block10_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block10_1_relu[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv3_block10_concat (Concaten  (None, 28, 28, 448)  0          ['conv3_block9_concat[0][0]',    \n",
      " ate)                                                             'conv3_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_0_bn (BatchNorma  (None, 28, 28, 448)  1792       ['conv3_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block11_0_relu (Activati  (None, 28, 28, 448)  0          ['conv3_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block11_1_conv (Conv2D)  (None, 28, 28, 128)  57344       ['conv3_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block11_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block11_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block11_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_concat (Concaten  (None, 28, 28, 480)  0          ['conv3_block10_concat[0][0]',   \n",
      " ate)                                                             'conv3_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_0_bn (BatchNorma  (None, 28, 28, 480)  1920       ['conv3_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block12_0_relu (Activati  (None, 28, 28, 480)  0          ['conv3_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block12_1_conv (Conv2D)  (None, 28, 28, 128)  61440       ['conv3_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block12_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block12_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_concat (Concaten  (None, 28, 28, 512)  0          ['conv3_block11_concat[0][0]',   \n",
      " ate)                                                             'conv3_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " pool3_bn (BatchNormalization)  (None, 28, 28, 512)  2048        ['conv3_block12_concat[0][0]']   \n",
      "                                                                                                  \n",
      " pool3_relu (Activation)        (None, 28, 28, 512)  0           ['pool3_bn[0][0]']               \n",
      "                                                                                                  \n",
      " pool3_conv (Conv2D)            (None, 28, 28, 256)  131072      ['pool3_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool3_pool (AveragePooling2D)  (None, 14, 14, 256)  0           ['pool3_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv4_block1_0_bn (BatchNormal  (None, 14, 14, 256)  1024       ['pool3_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block1_0_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block1_1_conv (Conv2D)   (None, 14, 14, 128)  32768       ['conv4_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block1_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block1_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block1_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block1_concat (Concatena  (None, 14, 14, 288)  0          ['pool3_pool[0][0]',             \n",
      " te)                                                              'conv4_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_0_bn (BatchNormal  (None, 14, 14, 288)  1152       ['conv4_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block2_0_relu (Activatio  (None, 14, 14, 288)  0          ['conv4_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block2_1_conv (Conv2D)   (None, 14, 14, 128)  36864       ['conv4_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block2_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block2_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_concat (Concatena  (None, 14, 14, 320)  0          ['conv4_block1_concat[0][0]',    \n",
      " te)                                                              'conv4_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_0_bn (BatchNormal  (None, 14, 14, 320)  1280       ['conv4_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block3_0_relu (Activatio  (None, 14, 14, 320)  0          ['conv4_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block3_1_conv (Conv2D)   (None, 14, 14, 128)  40960       ['conv4_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block3_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block3_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_concat (Concatena  (None, 14, 14, 352)  0          ['conv4_block2_concat[0][0]',    \n",
      " te)                                                              'conv4_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_0_bn (BatchNormal  (None, 14, 14, 352)  1408       ['conv4_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block4_0_relu (Activatio  (None, 14, 14, 352)  0          ['conv4_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block4_1_conv (Conv2D)   (None, 14, 14, 128)  45056       ['conv4_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block4_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block4_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_concat (Concatena  (None, 14, 14, 384)  0          ['conv4_block3_concat[0][0]',    \n",
      " te)                                                              'conv4_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_0_bn (BatchNormal  (None, 14, 14, 384)  1536       ['conv4_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block5_0_relu (Activatio  (None, 14, 14, 384)  0          ['conv4_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block5_1_conv (Conv2D)   (None, 14, 14, 128)  49152       ['conv4_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block5_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block5_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_concat (Concatena  (None, 14, 14, 416)  0          ['conv4_block4_concat[0][0]',    \n",
      " te)                                                              'conv4_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_0_bn (BatchNormal  (None, 14, 14, 416)  1664       ['conv4_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block6_0_relu (Activatio  (None, 14, 14, 416)  0          ['conv4_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block6_1_conv (Conv2D)   (None, 14, 14, 128)  53248       ['conv4_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block6_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block6_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_concat (Concatena  (None, 14, 14, 448)  0          ['conv4_block5_concat[0][0]',    \n",
      " te)                                                              'conv4_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_0_bn (BatchNormal  (None, 14, 14, 448)  1792       ['conv4_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block7_0_relu (Activatio  (None, 14, 14, 448)  0          ['conv4_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block7_1_conv (Conv2D)   (None, 14, 14, 128)  57344       ['conv4_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block7_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block7_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_concat (Concatena  (None, 14, 14, 480)  0          ['conv4_block6_concat[0][0]',    \n",
      " te)                                                              'conv4_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_0_bn (BatchNormal  (None, 14, 14, 480)  1920       ['conv4_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block8_0_relu (Activatio  (None, 14, 14, 480)  0          ['conv4_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block8_1_conv (Conv2D)   (None, 14, 14, 128)  61440       ['conv4_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block8_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block8_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_concat (Concatena  (None, 14, 14, 512)  0          ['conv4_block7_concat[0][0]',    \n",
      " te)                                                              'conv4_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_0_bn (BatchNormal  (None, 14, 14, 512)  2048       ['conv4_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block9_0_relu (Activatio  (None, 14, 14, 512)  0          ['conv4_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block9_1_conv (Conv2D)   (None, 14, 14, 128)  65536       ['conv4_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block9_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block9_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_concat (Concatena  (None, 14, 14, 544)  0          ['conv4_block8_concat[0][0]',    \n",
      " te)                                                              'conv4_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block10_0_bn (BatchNorma  (None, 14, 14, 544)  2176       ['conv4_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block10_0_relu (Activati  (None, 14, 14, 544)  0          ['conv4_block10_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block10_1_conv (Conv2D)  (None, 14, 14, 128)  69632       ['conv4_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block10_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block10_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block10_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block10_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block10_concat (Concaten  (None, 14, 14, 576)  0          ['conv4_block9_concat[0][0]',    \n",
      " ate)                                                             'conv4_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_0_bn (BatchNorma  (None, 14, 14, 576)  2304       ['conv4_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block11_0_relu (Activati  (None, 14, 14, 576)  0          ['conv4_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block11_1_conv (Conv2D)  (None, 14, 14, 128)  73728       ['conv4_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block11_1_conv[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block11_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block11_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_concat (Concaten  (None, 14, 14, 608)  0          ['conv4_block10_concat[0][0]',   \n",
      " ate)                                                             'conv4_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_0_bn (BatchNorma  (None, 14, 14, 608)  2432       ['conv4_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block12_0_relu (Activati  (None, 14, 14, 608)  0          ['conv4_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block12_1_conv (Conv2D)  (None, 14, 14, 128)  77824       ['conv4_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block12_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block12_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_concat (Concaten  (None, 14, 14, 640)  0          ['conv4_block11_concat[0][0]',   \n",
      " ate)                                                             'conv4_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_0_bn (BatchNorma  (None, 14, 14, 640)  2560       ['conv4_block12_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block13_0_relu (Activati  (None, 14, 14, 640)  0          ['conv4_block13_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block13_1_conv (Conv2D)  (None, 14, 14, 128)  81920       ['conv4_block13_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block13_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block13_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block13_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block13_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block13_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_concat (Concaten  (None, 14, 14, 672)  0          ['conv4_block12_concat[0][0]',   \n",
      " ate)                                                             'conv4_block13_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_0_bn (BatchNorma  (None, 14, 14, 672)  2688       ['conv4_block13_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block14_0_relu (Activati  (None, 14, 14, 672)  0          ['conv4_block14_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block14_1_conv (Conv2D)  (None, 14, 14, 128)  86016       ['conv4_block14_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block14_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block14_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block14_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block14_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block14_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_concat (Concaten  (None, 14, 14, 704)  0          ['conv4_block13_concat[0][0]',   \n",
      " ate)                                                             'conv4_block14_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block15_0_bn (BatchNorma  (None, 14, 14, 704)  2816       ['conv4_block14_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block15_0_relu (Activati  (None, 14, 14, 704)  0          ['conv4_block15_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block15_1_conv (Conv2D)  (None, 14, 14, 128)  90112       ['conv4_block15_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block15_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block15_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block15_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block15_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block15_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block15_1_relu[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block15_concat (Concaten  (None, 14, 14, 736)  0          ['conv4_block14_concat[0][0]',   \n",
      " ate)                                                             'conv4_block15_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_0_bn (BatchNorma  (None, 14, 14, 736)  2944       ['conv4_block15_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block16_0_relu (Activati  (None, 14, 14, 736)  0          ['conv4_block16_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block16_1_conv (Conv2D)  (None, 14, 14, 128)  94208       ['conv4_block16_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block16_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block16_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block16_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block16_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block16_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_concat (Concaten  (None, 14, 14, 768)  0          ['conv4_block15_concat[0][0]',   \n",
      " ate)                                                             'conv4_block16_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_0_bn (BatchNorma  (None, 14, 14, 768)  3072       ['conv4_block16_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block17_0_relu (Activati  (None, 14, 14, 768)  0          ['conv4_block17_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block17_1_conv (Conv2D)  (None, 14, 14, 128)  98304       ['conv4_block17_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block17_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block17_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block17_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block17_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block17_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_concat (Concaten  (None, 14, 14, 800)  0          ['conv4_block16_concat[0][0]',   \n",
      " ate)                                                             'conv4_block17_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_0_bn (BatchNorma  (None, 14, 14, 800)  3200       ['conv4_block17_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block18_0_relu (Activati  (None, 14, 14, 800)  0          ['conv4_block18_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block18_1_conv (Conv2D)  (None, 14, 14, 128)  102400      ['conv4_block18_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block18_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block18_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block18_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block18_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block18_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_concat (Concaten  (None, 14, 14, 832)  0          ['conv4_block17_concat[0][0]',   \n",
      " ate)                                                             'conv4_block18_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_0_bn (BatchNorma  (None, 14, 14, 832)  3328       ['conv4_block18_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block19_0_relu (Activati  (None, 14, 14, 832)  0          ['conv4_block19_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block19_1_conv (Conv2D)  (None, 14, 14, 128)  106496      ['conv4_block19_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block19_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block19_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block19_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block19_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block19_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_concat (Concaten  (None, 14, 14, 864)  0          ['conv4_block18_concat[0][0]',   \n",
      " ate)                                                             'conv4_block19_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_0_bn (BatchNorma  (None, 14, 14, 864)  3456       ['conv4_block19_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block20_0_relu (Activati  (None, 14, 14, 864)  0          ['conv4_block20_0_bn[0][0]']     \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block20_1_conv (Conv2D)  (None, 14, 14, 128)  110592      ['conv4_block20_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block20_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block20_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block20_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block20_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block20_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_concat (Concaten  (None, 14, 14, 896)  0          ['conv4_block19_concat[0][0]',   \n",
      " ate)                                                             'conv4_block20_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_0_bn (BatchNorma  (None, 14, 14, 896)  3584       ['conv4_block20_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block21_0_relu (Activati  (None, 14, 14, 896)  0          ['conv4_block21_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block21_1_conv (Conv2D)  (None, 14, 14, 128)  114688      ['conv4_block21_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block21_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block21_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block21_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block21_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block21_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_concat (Concaten  (None, 14, 14, 928)  0          ['conv4_block20_concat[0][0]',   \n",
      " ate)                                                             'conv4_block21_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_0_bn (BatchNorma  (None, 14, 14, 928)  3712       ['conv4_block21_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block22_0_relu (Activati  (None, 14, 14, 928)  0          ['conv4_block22_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block22_1_conv (Conv2D)  (None, 14, 14, 128)  118784      ['conv4_block22_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block22_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block22_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block22_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block22_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block22_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_concat (Concaten  (None, 14, 14, 960)  0          ['conv4_block21_concat[0][0]',   \n",
      " ate)                                                             'conv4_block22_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_0_bn (BatchNorma  (None, 14, 14, 960)  3840       ['conv4_block22_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block23_0_relu (Activati  (None, 14, 14, 960)  0          ['conv4_block23_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block23_1_conv (Conv2D)  (None, 14, 14, 128)  122880      ['conv4_block23_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block23_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block23_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block23_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block23_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block23_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_concat (Concaten  (None, 14, 14, 992)  0          ['conv4_block22_concat[0][0]',   \n",
      " ate)                                                             'conv4_block23_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block24_0_bn (BatchNorma  (None, 14, 14, 992)  3968       ['conv4_block23_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block24_0_relu (Activati  (None, 14, 14, 992)  0          ['conv4_block24_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block24_1_conv (Conv2D)  (None, 14, 14, 128)  126976      ['conv4_block24_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block24_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block24_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block24_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block24_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block24_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block24_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block24_concat (Concaten  (None, 14, 14, 1024  0          ['conv4_block23_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block24_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_0_bn (BatchNorma  (None, 14, 14, 1024  4096       ['conv4_block24_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block25_0_relu (Activati  (None, 14, 14, 1024  0          ['conv4_block25_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block25_1_conv (Conv2D)  (None, 14, 14, 128)  131072      ['conv4_block25_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block25_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block25_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block25_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block25_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block25_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_concat (Concaten  (None, 14, 14, 1056  0          ['conv4_block24_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block25_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_0_bn (BatchNorma  (None, 14, 14, 1056  4224       ['conv4_block25_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block26_0_relu (Activati  (None, 14, 14, 1056  0          ['conv4_block26_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block26_1_conv (Conv2D)  (None, 14, 14, 128)  135168      ['conv4_block26_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block26_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block26_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block26_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block26_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block26_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_concat (Concaten  (None, 14, 14, 1088  0          ['conv4_block25_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block26_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_0_bn (BatchNorma  (None, 14, 14, 1088  4352       ['conv4_block26_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block27_0_relu (Activati  (None, 14, 14, 1088  0          ['conv4_block27_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block27_1_conv (Conv2D)  (None, 14, 14, 128)  139264      ['conv4_block27_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block27_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block27_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block27_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block27_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block27_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_concat (Concaten  (None, 14, 14, 1120  0          ['conv4_block26_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block27_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block28_0_bn (BatchNorma  (None, 14, 14, 1120  4480       ['conv4_block27_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block28_0_relu (Activati  (None, 14, 14, 1120  0          ['conv4_block28_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block28_1_conv (Conv2D)  (None, 14, 14, 128)  143360      ['conv4_block28_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block28_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block28_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block28_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block28_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block28_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block28_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block28_concat (Concaten  (None, 14, 14, 1152  0          ['conv4_block27_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block28_2_conv[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block29_0_bn (BatchNorma  (None, 14, 14, 1152  4608       ['conv4_block28_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block29_0_relu (Activati  (None, 14, 14, 1152  0          ['conv4_block29_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block29_1_conv (Conv2D)  (None, 14, 14, 128)  147456      ['conv4_block29_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block29_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block29_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block29_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block29_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block29_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block29_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block29_concat (Concaten  (None, 14, 14, 1184  0          ['conv4_block28_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block29_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_0_bn (BatchNorma  (None, 14, 14, 1184  4736       ['conv4_block29_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block30_0_relu (Activati  (None, 14, 14, 1184  0          ['conv4_block30_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block30_1_conv (Conv2D)  (None, 14, 14, 128)  151552      ['conv4_block30_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block30_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block30_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block30_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block30_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block30_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_concat (Concaten  (None, 14, 14, 1216  0          ['conv4_block29_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block30_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_0_bn (BatchNorma  (None, 14, 14, 1216  4864       ['conv4_block30_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block31_0_relu (Activati  (None, 14, 14, 1216  0          ['conv4_block31_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block31_1_conv (Conv2D)  (None, 14, 14, 128)  155648      ['conv4_block31_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block31_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block31_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block31_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block31_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block31_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_concat (Concaten  (None, 14, 14, 1248  0          ['conv4_block30_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block31_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_0_bn (BatchNorma  (None, 14, 14, 1248  4992       ['conv4_block31_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block32_0_relu (Activati  (None, 14, 14, 1248  0          ['conv4_block32_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block32_1_conv (Conv2D)  (None, 14, 14, 128)  159744      ['conv4_block32_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block32_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block32_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block32_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block32_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block32_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_concat (Concaten  (None, 14, 14, 1280  0          ['conv4_block31_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block32_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_0_bn (BatchNorma  (None, 14, 14, 1280  5120       ['conv4_block32_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block33_0_relu (Activati  (None, 14, 14, 1280  0          ['conv4_block33_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block33_1_conv (Conv2D)  (None, 14, 14, 128)  163840      ['conv4_block33_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block33_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block33_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block33_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block33_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block33_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_concat (Concaten  (None, 14, 14, 1312  0          ['conv4_block32_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block33_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_0_bn (BatchNorma  (None, 14, 14, 1312  5248       ['conv4_block33_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block34_0_relu (Activati  (None, 14, 14, 1312  0          ['conv4_block34_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block34_1_conv (Conv2D)  (None, 14, 14, 128)  167936      ['conv4_block34_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block34_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block34_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block34_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block34_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block34_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_concat (Concaten  (None, 14, 14, 1344  0          ['conv4_block33_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block34_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_0_bn (BatchNorma  (None, 14, 14, 1344  5376       ['conv4_block34_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block35_0_relu (Activati  (None, 14, 14, 1344  0          ['conv4_block35_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block35_1_conv (Conv2D)  (None, 14, 14, 128)  172032      ['conv4_block35_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block35_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block35_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block35_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block35_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block35_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_concat (Concaten  (None, 14, 14, 1376  0          ['conv4_block34_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block35_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_0_bn (BatchNorma  (None, 14, 14, 1376  5504       ['conv4_block35_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block36_0_relu (Activati  (None, 14, 14, 1376  0          ['conv4_block36_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block36_1_conv (Conv2D)  (None, 14, 14, 128)  176128      ['conv4_block36_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block36_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block36_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block36_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block36_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block36_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_concat (Concaten  (None, 14, 14, 1408  0          ['conv4_block35_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block36_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_0_bn (BatchNorma  (None, 14, 14, 1408  5632       ['conv4_block36_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block37_0_relu (Activati  (None, 14, 14, 1408  0          ['conv4_block37_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block37_1_conv (Conv2D)  (None, 14, 14, 128)  180224      ['conv4_block37_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block37_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block37_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block37_1_bn[0][0]']     \n",
      " on)                                                                                              \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block37_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block37_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_concat (Concaten  (None, 14, 14, 1440  0          ['conv4_block36_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block37_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_0_bn (BatchNorma  (None, 14, 14, 1440  5760       ['conv4_block37_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block38_0_relu (Activati  (None, 14, 14, 1440  0          ['conv4_block38_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block38_1_conv (Conv2D)  (None, 14, 14, 128)  184320      ['conv4_block38_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block38_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block38_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block38_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block38_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block38_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_concat (Concaten  (None, 14, 14, 1472  0          ['conv4_block37_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block38_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_0_bn (BatchNorma  (None, 14, 14, 1472  5888       ['conv4_block38_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block39_0_relu (Activati  (None, 14, 14, 1472  0          ['conv4_block39_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block39_1_conv (Conv2D)  (None, 14, 14, 128)  188416      ['conv4_block39_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block39_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block39_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block39_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block39_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block39_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_concat (Concaten  (None, 14, 14, 1504  0          ['conv4_block38_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block39_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_0_bn (BatchNorma  (None, 14, 14, 1504  6016       ['conv4_block39_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block40_0_relu (Activati  (None, 14, 14, 1504  0          ['conv4_block40_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block40_1_conv (Conv2D)  (None, 14, 14, 128)  192512      ['conv4_block40_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block40_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block40_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block40_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block40_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block40_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_concat (Concaten  (None, 14, 14, 1536  0          ['conv4_block39_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block40_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_0_bn (BatchNorma  (None, 14, 14, 1536  6144       ['conv4_block40_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block41_0_relu (Activati  (None, 14, 14, 1536  0          ['conv4_block41_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block41_1_conv (Conv2D)  (None, 14, 14, 128)  196608      ['conv4_block41_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block41_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block41_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block41_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block41_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block41_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_concat (Concaten  (None, 14, 14, 1568  0          ['conv4_block40_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block41_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_0_bn (BatchNorma  (None, 14, 14, 1568  6272       ['conv4_block41_concat[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block42_0_relu (Activati  (None, 14, 14, 1568  0          ['conv4_block42_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block42_1_conv (Conv2D)  (None, 14, 14, 128)  200704      ['conv4_block42_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block42_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block42_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block42_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block42_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block42_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_concat (Concaten  (None, 14, 14, 1600  0          ['conv4_block41_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block42_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_0_bn (BatchNorma  (None, 14, 14, 1600  6400       ['conv4_block42_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block43_0_relu (Activati  (None, 14, 14, 1600  0          ['conv4_block43_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block43_1_conv (Conv2D)  (None, 14, 14, 128)  204800      ['conv4_block43_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block43_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block43_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block43_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block43_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block43_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_concat (Concaten  (None, 14, 14, 1632  0          ['conv4_block42_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block43_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_0_bn (BatchNorma  (None, 14, 14, 1632  6528       ['conv4_block43_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block44_0_relu (Activati  (None, 14, 14, 1632  0          ['conv4_block44_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block44_1_conv (Conv2D)  (None, 14, 14, 128)  208896      ['conv4_block44_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block44_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block44_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block44_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block44_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block44_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_concat (Concaten  (None, 14, 14, 1664  0          ['conv4_block43_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block44_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block45_0_bn (BatchNorma  (None, 14, 14, 1664  6656       ['conv4_block44_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block45_0_relu (Activati  (None, 14, 14, 1664  0          ['conv4_block45_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block45_1_conv (Conv2D)  (None, 14, 14, 128)  212992      ['conv4_block45_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block45_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block45_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block45_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block45_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block45_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block45_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block45_concat (Concaten  (None, 14, 14, 1696  0          ['conv4_block44_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block45_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block46_0_bn (BatchNorma  (None, 14, 14, 1696  6784       ['conv4_block45_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block46_0_relu (Activati  (None, 14, 14, 1696  0          ['conv4_block46_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block46_1_conv (Conv2D)  (None, 14, 14, 128)  217088      ['conv4_block46_0_relu[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block46_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block46_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block46_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block46_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block46_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block46_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block46_concat (Concaten  (None, 14, 14, 1728  0          ['conv4_block45_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block46_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_0_bn (BatchNorma  (None, 14, 14, 1728  6912       ['conv4_block46_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block47_0_relu (Activati  (None, 14, 14, 1728  0          ['conv4_block47_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block47_1_conv (Conv2D)  (None, 14, 14, 128)  221184      ['conv4_block47_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block47_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block47_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block47_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block47_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block47_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_concat (Concaten  (None, 14, 14, 1760  0          ['conv4_block46_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block47_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_0_bn (BatchNorma  (None, 14, 14, 1760  7040       ['conv4_block47_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block48_0_relu (Activati  (None, 14, 14, 1760  0          ['conv4_block48_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block48_1_conv (Conv2D)  (None, 14, 14, 128)  225280      ['conv4_block48_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block48_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block48_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block48_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block48_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block48_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_concat (Concaten  (None, 14, 14, 1792  0          ['conv4_block47_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block48_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " pool4_bn (BatchNormalization)  (None, 14, 14, 1792  7168        ['conv4_block48_concat[0][0]']   \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " pool4_relu (Activation)        (None, 14, 14, 1792  0           ['pool4_bn[0][0]']               \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " pool4_conv (Conv2D)            (None, 14, 14, 896)  1605632     ['pool4_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool4_pool (AveragePooling2D)  (None, 7, 7, 896)    0           ['pool4_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv5_block1_0_bn (BatchNormal  (None, 7, 7, 896)   3584        ['pool4_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block1_0_relu (Activatio  (None, 7, 7, 896)   0           ['conv5_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block1_1_conv (Conv2D)   (None, 7, 7, 128)    114688      ['conv5_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block1_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block1_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block1_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block1_concat (Concatena  (None, 7, 7, 928)   0           ['pool4_pool[0][0]',             \n",
      " te)                                                              'conv5_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_0_bn (BatchNormal  (None, 7, 7, 928)   3712        ['conv5_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block2_0_relu (Activatio  (None, 7, 7, 928)   0           ['conv5_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block2_1_conv (Conv2D)   (None, 7, 7, 128)    118784      ['conv5_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block2_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block2_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_concat (Concatena  (None, 7, 7, 960)   0           ['conv5_block1_concat[0][0]',    \n",
      " te)                                                              'conv5_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_0_bn (BatchNormal  (None, 7, 7, 960)   3840        ['conv5_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block3_0_relu (Activatio  (None, 7, 7, 960)   0           ['conv5_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block3_1_conv (Conv2D)   (None, 7, 7, 128)    122880      ['conv5_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block3_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block3_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_concat (Concatena  (None, 7, 7, 992)   0           ['conv5_block2_concat[0][0]',    \n",
      " te)                                                              'conv5_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_0_bn (BatchNormal  (None, 7, 7, 992)   3968        ['conv5_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block4_0_relu (Activatio  (None, 7, 7, 992)   0           ['conv5_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block4_1_conv (Conv2D)   (None, 7, 7, 128)    126976      ['conv5_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block4_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block4_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_concat (Concatena  (None, 7, 7, 1024)  0           ['conv5_block3_concat[0][0]',    \n",
      " te)                                                              'conv5_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_0_bn (BatchNormal  (None, 7, 7, 1024)  4096        ['conv5_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block5_0_relu (Activatio  (None, 7, 7, 1024)  0           ['conv5_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block5_1_conv (Conv2D)   (None, 7, 7, 128)    131072      ['conv5_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block5_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block5_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_concat (Concatena  (None, 7, 7, 1056)  0           ['conv5_block4_concat[0][0]',    \n",
      " te)                                                              'conv5_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_0_bn (BatchNormal  (None, 7, 7, 1056)  4224        ['conv5_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block6_0_relu (Activatio  (None, 7, 7, 1056)  0           ['conv5_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block6_1_conv (Conv2D)   (None, 7, 7, 128)    135168      ['conv5_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block6_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block6_1_bn[0][0]']      \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block6_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_concat (Concatena  (None, 7, 7, 1088)  0           ['conv5_block5_concat[0][0]',    \n",
      " te)                                                              'conv5_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_0_bn (BatchNormal  (None, 7, 7, 1088)  4352        ['conv5_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block7_0_relu (Activatio  (None, 7, 7, 1088)  0           ['conv5_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block7_1_conv (Conv2D)   (None, 7, 7, 128)    139264      ['conv5_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block7_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block7_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_concat (Concatena  (None, 7, 7, 1120)  0           ['conv5_block6_concat[0][0]',    \n",
      " te)                                                              'conv5_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_0_bn (BatchNormal  (None, 7, 7, 1120)  4480        ['conv5_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block8_0_relu (Activatio  (None, 7, 7, 1120)  0           ['conv5_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block8_1_conv (Conv2D)   (None, 7, 7, 128)    143360      ['conv5_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block8_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block8_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_concat (Concatena  (None, 7, 7, 1152)  0           ['conv5_block7_concat[0][0]',    \n",
      " te)                                                              'conv5_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_0_bn (BatchNormal  (None, 7, 7, 1152)  4608        ['conv5_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block9_0_relu (Activatio  (None, 7, 7, 1152)  0           ['conv5_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block9_1_conv (Conv2D)   (None, 7, 7, 128)    147456      ['conv5_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block9_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block9_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_concat (Concatena  (None, 7, 7, 1184)  0           ['conv5_block8_concat[0][0]',    \n",
      " te)                                                              'conv5_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block10_0_bn (BatchNorma  (None, 7, 7, 1184)  4736        ['conv5_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block10_0_relu (Activati  (None, 7, 7, 1184)  0           ['conv5_block10_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block10_1_conv (Conv2D)  (None, 7, 7, 128)    151552      ['conv5_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block10_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block10_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block10_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block10_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block10_concat (Concaten  (None, 7, 7, 1216)  0           ['conv5_block9_concat[0][0]',    \n",
      " ate)                                                             'conv5_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv5_block11_0_bn (BatchNorma  (None, 7, 7, 1216)  4864        ['conv5_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block11_0_relu (Activati  (None, 7, 7, 1216)  0           ['conv5_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block11_1_conv (Conv2D)  (None, 7, 7, 128)    155648      ['conv5_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block11_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block11_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block11_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block11_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block11_concat (Concaten  (None, 7, 7, 1248)  0           ['conv5_block10_concat[0][0]',   \n",
      " ate)                                                             'conv5_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_0_bn (BatchNorma  (None, 7, 7, 1248)  4992        ['conv5_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block12_0_relu (Activati  (None, 7, 7, 1248)  0           ['conv5_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block12_1_conv (Conv2D)  (None, 7, 7, 128)    159744      ['conv5_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block12_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block12_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_concat (Concaten  (None, 7, 7, 1280)  0           ['conv5_block11_concat[0][0]',   \n",
      " ate)                                                             'conv5_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_0_bn (BatchNorma  (None, 7, 7, 1280)  5120        ['conv5_block12_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block13_0_relu (Activati  (None, 7, 7, 1280)  0           ['conv5_block13_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block13_1_conv (Conv2D)  (None, 7, 7, 128)    163840      ['conv5_block13_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block13_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block13_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block13_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block13_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block13_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_concat (Concaten  (None, 7, 7, 1312)  0           ['conv5_block12_concat[0][0]',   \n",
      " ate)                                                             'conv5_block13_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block14_0_bn (BatchNorma  (None, 7, 7, 1312)  5248        ['conv5_block13_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block14_0_relu (Activati  (None, 7, 7, 1312)  0           ['conv5_block14_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block14_1_conv (Conv2D)  (None, 7, 7, 128)    167936      ['conv5_block14_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block14_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block14_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block14_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block14_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block14_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block14_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block14_concat (Concaten  (None, 7, 7, 1344)  0           ['conv5_block13_concat[0][0]',   \n",
      " ate)                                                             'conv5_block14_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block15_0_bn (BatchNorma  (None, 7, 7, 1344)  5376        ['conv5_block14_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block15_0_relu (Activati  (None, 7, 7, 1344)  0           ['conv5_block15_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block15_1_conv (Conv2D)  (None, 7, 7, 128)    172032      ['conv5_block15_0_relu[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block15_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block15_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block15_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block15_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block15_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block15_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block15_concat (Concaten  (None, 7, 7, 1376)  0           ['conv5_block14_concat[0][0]',   \n",
      " ate)                                                             'conv5_block15_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_0_bn (BatchNorma  (None, 7, 7, 1376)  5504        ['conv5_block15_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block16_0_relu (Activati  (None, 7, 7, 1376)  0           ['conv5_block16_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block16_1_conv (Conv2D)  (None, 7, 7, 128)    176128      ['conv5_block16_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block16_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block16_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block16_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block16_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block16_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_concat (Concaten  (None, 7, 7, 1408)  0           ['conv5_block15_concat[0][0]',   \n",
      " ate)                                                             'conv5_block16_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_0_bn (BatchNorma  (None, 7, 7, 1408)  5632        ['conv5_block16_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block17_0_relu (Activati  (None, 7, 7, 1408)  0           ['conv5_block17_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block17_1_conv (Conv2D)  (None, 7, 7, 128)    180224      ['conv5_block17_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block17_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block17_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block17_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block17_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block17_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_concat (Concaten  (None, 7, 7, 1440)  0           ['conv5_block16_concat[0][0]',   \n",
      " ate)                                                             'conv5_block17_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_0_bn (BatchNorma  (None, 7, 7, 1440)  5760        ['conv5_block17_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block18_0_relu (Activati  (None, 7, 7, 1440)  0           ['conv5_block18_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block18_1_conv (Conv2D)  (None, 7, 7, 128)    184320      ['conv5_block18_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block18_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block18_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block18_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block18_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block18_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_concat (Concaten  (None, 7, 7, 1472)  0           ['conv5_block17_concat[0][0]',   \n",
      " ate)                                                             'conv5_block18_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_0_bn (BatchNorma  (None, 7, 7, 1472)  5888        ['conv5_block18_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block19_0_relu (Activati  (None, 7, 7, 1472)  0           ['conv5_block19_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block19_1_conv (Conv2D)  (None, 7, 7, 128)    188416      ['conv5_block19_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block19_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block19_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block19_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv5_block19_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block19_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_concat (Concaten  (None, 7, 7, 1504)  0           ['conv5_block18_concat[0][0]',   \n",
      " ate)                                                             'conv5_block19_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_0_bn (BatchNorma  (None, 7, 7, 1504)  6016        ['conv5_block19_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block20_0_relu (Activati  (None, 7, 7, 1504)  0           ['conv5_block20_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block20_1_conv (Conv2D)  (None, 7, 7, 128)    192512      ['conv5_block20_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block20_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block20_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block20_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block20_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block20_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_concat (Concaten  (None, 7, 7, 1536)  0           ['conv5_block19_concat[0][0]',   \n",
      " ate)                                                             'conv5_block20_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_0_bn (BatchNorma  (None, 7, 7, 1536)  6144        ['conv5_block20_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block21_0_relu (Activati  (None, 7, 7, 1536)  0           ['conv5_block21_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block21_1_conv (Conv2D)  (None, 7, 7, 128)    196608      ['conv5_block21_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block21_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block21_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block21_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block21_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block21_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_concat (Concaten  (None, 7, 7, 1568)  0           ['conv5_block20_concat[0][0]',   \n",
      " ate)                                                             'conv5_block21_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_0_bn (BatchNorma  (None, 7, 7, 1568)  6272        ['conv5_block21_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block22_0_relu (Activati  (None, 7, 7, 1568)  0           ['conv5_block22_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block22_1_conv (Conv2D)  (None, 7, 7, 128)    200704      ['conv5_block22_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block22_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block22_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block22_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block22_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block22_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_concat (Concaten  (None, 7, 7, 1600)  0           ['conv5_block21_concat[0][0]',   \n",
      " ate)                                                             'conv5_block22_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_0_bn (BatchNorma  (None, 7, 7, 1600)  6400        ['conv5_block22_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block23_0_relu (Activati  (None, 7, 7, 1600)  0           ['conv5_block23_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block23_1_conv (Conv2D)  (None, 7, 7, 128)    204800      ['conv5_block23_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block23_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block23_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block23_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block23_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block23_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_concat (Concaten  (None, 7, 7, 1632)  0           ['conv5_block22_concat[0][0]',   \n",
      " ate)                                                             'conv5_block23_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_0_bn (BatchNorma  (None, 7, 7, 1632)  6528        ['conv5_block23_concat[0][0]']   \n",
      " lization)                                                                                        \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block24_0_relu (Activati  (None, 7, 7, 1632)  0           ['conv5_block24_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block24_1_conv (Conv2D)  (None, 7, 7, 128)    208896      ['conv5_block24_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block24_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block24_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block24_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block24_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block24_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_concat (Concaten  (None, 7, 7, 1664)  0           ['conv5_block23_concat[0][0]',   \n",
      " ate)                                                             'conv5_block24_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_0_bn (BatchNorma  (None, 7, 7, 1664)  6656        ['conv5_block24_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block25_0_relu (Activati  (None, 7, 7, 1664)  0           ['conv5_block25_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block25_1_conv (Conv2D)  (None, 7, 7, 128)    212992      ['conv5_block25_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block25_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block25_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block25_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block25_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block25_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_concat (Concaten  (None, 7, 7, 1696)  0           ['conv5_block24_concat[0][0]',   \n",
      " ate)                                                             'conv5_block25_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_0_bn (BatchNorma  (None, 7, 7, 1696)  6784        ['conv5_block25_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block26_0_relu (Activati  (None, 7, 7, 1696)  0           ['conv5_block26_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block26_1_conv (Conv2D)  (None, 7, 7, 128)    217088      ['conv5_block26_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block26_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block26_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block26_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block26_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block26_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_concat (Concaten  (None, 7, 7, 1728)  0           ['conv5_block25_concat[0][0]',   \n",
      " ate)                                                             'conv5_block26_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_0_bn (BatchNorma  (None, 7, 7, 1728)  6912        ['conv5_block26_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block27_0_relu (Activati  (None, 7, 7, 1728)  0           ['conv5_block27_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block27_1_conv (Conv2D)  (None, 7, 7, 128)    221184      ['conv5_block27_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block27_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block27_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block27_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block27_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block27_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_concat (Concaten  (None, 7, 7, 1760)  0           ['conv5_block26_concat[0][0]',   \n",
      " ate)                                                             'conv5_block27_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_0_bn (BatchNorma  (None, 7, 7, 1760)  7040        ['conv5_block27_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block28_0_relu (Activati  (None, 7, 7, 1760)  0           ['conv5_block28_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block28_1_conv (Conv2D)  (None, 7, 7, 128)    225280      ['conv5_block28_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block28_1_conv[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block28_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block28_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block28_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block28_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_concat (Concaten  (None, 7, 7, 1792)  0           ['conv5_block27_concat[0][0]',   \n",
      " ate)                                                             'conv5_block28_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_0_bn (BatchNorma  (None, 7, 7, 1792)  7168        ['conv5_block28_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block29_0_relu (Activati  (None, 7, 7, 1792)  0           ['conv5_block29_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block29_1_conv (Conv2D)  (None, 7, 7, 128)    229376      ['conv5_block29_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block29_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block29_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block29_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block29_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block29_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_concat (Concaten  (None, 7, 7, 1824)  0           ['conv5_block28_concat[0][0]',   \n",
      " ate)                                                             'conv5_block29_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_0_bn (BatchNorma  (None, 7, 7, 1824)  7296        ['conv5_block29_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block30_0_relu (Activati  (None, 7, 7, 1824)  0           ['conv5_block30_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block30_1_conv (Conv2D)  (None, 7, 7, 128)    233472      ['conv5_block30_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block30_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block30_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block30_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block30_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block30_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_concat (Concaten  (None, 7, 7, 1856)  0           ['conv5_block29_concat[0][0]',   \n",
      " ate)                                                             'conv5_block30_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_0_bn (BatchNorma  (None, 7, 7, 1856)  7424        ['conv5_block30_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block31_0_relu (Activati  (None, 7, 7, 1856)  0           ['conv5_block31_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block31_1_conv (Conv2D)  (None, 7, 7, 128)    237568      ['conv5_block31_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block31_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block31_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block31_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block31_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block31_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_concat (Concaten  (None, 7, 7, 1888)  0           ['conv5_block30_concat[0][0]',   \n",
      " ate)                                                             'conv5_block31_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block32_0_bn (BatchNorma  (None, 7, 7, 1888)  7552        ['conv5_block31_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block32_0_relu (Activati  (None, 7, 7, 1888)  0           ['conv5_block32_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block32_1_conv (Conv2D)  (None, 7, 7, 128)    241664      ['conv5_block32_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block32_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block32_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block32_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block32_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block32_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block32_1_relu[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv5_block32_concat (Concaten  (None, 7, 7, 1920)  0           ['conv5_block31_concat[0][0]',   \n",
      " ate)                                                             'conv5_block32_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " bn (BatchNormalization)        (None, 7, 7, 1920)   7680        ['conv5_block32_concat[0][0]']   \n",
      "                                                                                                  \n",
      " relu (Activation)              (None, 7, 7, 1920)   0           ['bn[0][0]']                     \n",
      "                                                                                                  \n",
      " avg_pool (GlobalAveragePooling  (None, 1920)        0           ['relu[0][0]']                   \n",
      " 2D)                                                                                              \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 18,321,984\n",
      "Trainable params: 601,664\n",
      "Non-trainable params: 17,720,320\n",
      "__________________________________________________________________________________________________\n",
      "Model: \"model\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               \n",
      "                                )]                                                                \n",
      "                                                                                                  \n",
      " zero_padding2d (ZeroPadding2D)  (None, 230, 230, 3)  0          ['input_1[0][0]']                \n",
      "                                                                                                  \n",
      " conv1/conv (Conv2D)            (None, 112, 112, 64  9408        ['zero_padding2d[0][0]']         \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " conv1/bn (BatchNormalization)  (None, 112, 112, 64  256         ['conv1/conv[0][0]']             \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " conv1/relu (Activation)        (None, 112, 112, 64  0           ['conv1/bn[0][0]']               \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " zero_padding2d_1 (ZeroPadding2  (None, 114, 114, 64  0          ['conv1/relu[0][0]']             \n",
      " D)                             )                                                                 \n",
      "                                                                                                  \n",
      " pool1 (MaxPooling2D)           (None, 56, 56, 64)   0           ['zero_padding2d_1[0][0]']       \n",
      "                                                                                                  \n",
      " conv2_block1_0_bn (BatchNormal  (None, 56, 56, 64)  256         ['pool1[0][0]']                  \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block1_0_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block1_1_conv (Conv2D)   (None, 56, 56, 128)  8192        ['conv2_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block1_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block1_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block1_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block1_concat (Concatena  (None, 56, 56, 96)  0           ['pool1[0][0]',                  \n",
      " te)                                                              'conv2_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_0_bn (BatchNormal  (None, 56, 56, 96)  384         ['conv2_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block2_0_relu (Activatio  (None, 56, 56, 96)  0           ['conv2_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block2_1_conv (Conv2D)   (None, 56, 56, 128)  12288       ['conv2_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block2_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block2_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block2_concat (Concatena  (None, 56, 56, 128)  0          ['conv2_block1_concat[0][0]',    \n",
      " te)                                                              'conv2_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_0_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block3_0_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block3_1_conv (Conv2D)   (None, 56, 56, 128)  16384       ['conv2_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv2_block3_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block3_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block3_concat (Concatena  (None, 56, 56, 160)  0          ['conv2_block2_concat[0][0]',    \n",
      " te)                                                              'conv2_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_0_bn (BatchNormal  (None, 56, 56, 160)  640        ['conv2_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block4_0_relu (Activatio  (None, 56, 56, 160)  0          ['conv2_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block4_1_conv (Conv2D)   (None, 56, 56, 128)  20480       ['conv2_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block4_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block4_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block4_concat (Concatena  (None, 56, 56, 192)  0          ['conv2_block3_concat[0][0]',    \n",
      " te)                                                              'conv2_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_0_bn (BatchNormal  (None, 56, 56, 192)  768        ['conv2_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block5_0_relu (Activatio  (None, 56, 56, 192)  0          ['conv2_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block5_1_conv (Conv2D)   (None, 56, 56, 128)  24576       ['conv2_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block5_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block5_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block5_concat (Concatena  (None, 56, 56, 224)  0          ['conv2_block4_concat[0][0]',    \n",
      " te)                                                              'conv2_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_0_bn (BatchNormal  (None, 56, 56, 224)  896        ['conv2_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block6_0_relu (Activatio  (None, 56, 56, 224)  0          ['conv2_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block6_1_conv (Conv2D)   (None, 56, 56, 128)  28672       ['conv2_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_1_bn (BatchNormal  (None, 56, 56, 128)  512        ['conv2_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv2_block6_1_relu (Activatio  (None, 56, 56, 128)  0          ['conv2_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv2_block6_2_conv (Conv2D)   (None, 56, 56, 32)   36864       ['conv2_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv2_block6_concat (Concatena  (None, 56, 56, 256)  0          ['conv2_block5_concat[0][0]',    \n",
      " te)                                                              'conv2_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " pool2_bn (BatchNormalization)  (None, 56, 56, 256)  1024        ['conv2_block6_concat[0][0]']    \n",
      "                                                                                                  \n",
      " pool2_relu (Activation)        (None, 56, 56, 256)  0           ['pool2_bn[0][0]']               \n",
      "                                                                                                  \n",
      " pool2_conv (Conv2D)            (None, 56, 56, 128)  32768       ['pool2_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool2_pool (AveragePooling2D)  (None, 28, 28, 128)  0           ['pool2_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv3_block1_0_bn (BatchNormal  (None, 28, 28, 128)  512        ['pool2_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block1_0_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block1_1_conv (Conv2D)   (None, 28, 28, 128)  16384       ['conv3_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block1_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block1_1_conv[0][0]']    \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block1_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block1_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block1_concat (Concatena  (None, 28, 28, 160)  0          ['pool2_pool[0][0]',             \n",
      " te)                                                              'conv3_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_0_bn (BatchNormal  (None, 28, 28, 160)  640        ['conv3_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block2_0_relu (Activatio  (None, 28, 28, 160)  0          ['conv3_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block2_1_conv (Conv2D)   (None, 28, 28, 128)  20480       ['conv3_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block2_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block2_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block2_concat (Concatena  (None, 28, 28, 192)  0          ['conv3_block1_concat[0][0]',    \n",
      " te)                                                              'conv3_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_0_bn (BatchNormal  (None, 28, 28, 192)  768        ['conv3_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block3_0_relu (Activatio  (None, 28, 28, 192)  0          ['conv3_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block3_1_conv (Conv2D)   (None, 28, 28, 128)  24576       ['conv3_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block3_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block3_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block3_concat (Concatena  (None, 28, 28, 224)  0          ['conv3_block2_concat[0][0]',    \n",
      " te)                                                              'conv3_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_0_bn (BatchNormal  (None, 28, 28, 224)  896        ['conv3_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block4_0_relu (Activatio  (None, 28, 28, 224)  0          ['conv3_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block4_1_conv (Conv2D)   (None, 28, 28, 128)  28672       ['conv3_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block4_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block4_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block4_concat (Concatena  (None, 28, 28, 256)  0          ['conv3_block3_concat[0][0]',    \n",
      " te)                                                              'conv3_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block5_0_bn (BatchNormal  (None, 28, 28, 256)  1024       ['conv3_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block5_0_relu (Activatio  (None, 28, 28, 256)  0          ['conv3_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block5_1_conv (Conv2D)   (None, 28, 28, 128)  32768       ['conv3_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block5_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block5_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block5_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv3_block5_concat (Concatena  (None, 28, 28, 288)  0          ['conv3_block4_concat[0][0]',    \n",
      " te)                                                              'conv3_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block6_0_bn (BatchNormal  (None, 28, 28, 288)  1152       ['conv3_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block6_0_relu (Activatio  (None, 28, 28, 288)  0          ['conv3_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block6_1_conv (Conv2D)   (None, 28, 28, 128)  36864       ['conv3_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block6_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block6_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block6_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block6_concat (Concatena  (None, 28, 28, 320)  0          ['conv3_block5_concat[0][0]',    \n",
      " te)                                                              'conv3_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_0_bn (BatchNormal  (None, 28, 28, 320)  1280       ['conv3_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block7_0_relu (Activatio  (None, 28, 28, 320)  0          ['conv3_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block7_1_conv (Conv2D)   (None, 28, 28, 128)  40960       ['conv3_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block7_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block7_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block7_concat (Concatena  (None, 28, 28, 352)  0          ['conv3_block6_concat[0][0]',    \n",
      " te)                                                              'conv3_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_0_bn (BatchNormal  (None, 28, 28, 352)  1408       ['conv3_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block8_0_relu (Activatio  (None, 28, 28, 352)  0          ['conv3_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block8_1_conv (Conv2D)   (None, 28, 28, 128)  45056       ['conv3_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block8_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block8_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block8_concat (Concatena  (None, 28, 28, 384)  0          ['conv3_block7_concat[0][0]',    \n",
      " te)                                                              'conv3_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_0_bn (BatchNormal  (None, 28, 28, 384)  1536       ['conv3_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block9_0_relu (Activatio  (None, 28, 28, 384)  0          ['conv3_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block9_1_conv (Conv2D)   (None, 28, 28, 128)  49152       ['conv3_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv3_block9_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv3_block9_2_conv (Conv2D)   (None, 28, 28, 32)   36864       ['conv3_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block9_concat (Concatena  (None, 28, 28, 416)  0          ['conv3_block8_concat[0][0]',    \n",
      " te)                                                              'conv3_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv3_block10_0_bn (BatchNorma  (None, 28, 28, 416)  1664       ['conv3_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block10_0_relu (Activati  (None, 28, 28, 416)  0          ['conv3_block10_0_bn[0][0]']     \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block10_1_conv (Conv2D)  (None, 28, 28, 128)  53248       ['conv3_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block10_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block10_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block10_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block10_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block10_concat (Concaten  (None, 28, 28, 448)  0          ['conv3_block9_concat[0][0]',    \n",
      " ate)                                                             'conv3_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_0_bn (BatchNorma  (None, 28, 28, 448)  1792       ['conv3_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block11_0_relu (Activati  (None, 28, 28, 448)  0          ['conv3_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block11_1_conv (Conv2D)  (None, 28, 28, 128)  57344       ['conv3_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block11_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block11_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block11_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block11_concat (Concaten  (None, 28, 28, 480)  0          ['conv3_block10_concat[0][0]',   \n",
      " ate)                                                             'conv3_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_0_bn (BatchNorma  (None, 28, 28, 480)  1920       ['conv3_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block12_0_relu (Activati  (None, 28, 28, 480)  0          ['conv3_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block12_1_conv (Conv2D)  (None, 28, 28, 128)  61440       ['conv3_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_1_bn (BatchNorma  (None, 28, 28, 128)  512        ['conv3_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv3_block12_1_relu (Activati  (None, 28, 28, 128)  0          ['conv3_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv3_block12_2_conv (Conv2D)  (None, 28, 28, 32)   36864       ['conv3_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv3_block12_concat (Concaten  (None, 28, 28, 512)  0          ['conv3_block11_concat[0][0]',   \n",
      " ate)                                                             'conv3_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " pool3_bn (BatchNormalization)  (None, 28, 28, 512)  2048        ['conv3_block12_concat[0][0]']   \n",
      "                                                                                                  \n",
      " pool3_relu (Activation)        (None, 28, 28, 512)  0           ['pool3_bn[0][0]']               \n",
      "                                                                                                  \n",
      " pool3_conv (Conv2D)            (None, 28, 28, 256)  131072      ['pool3_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool3_pool (AveragePooling2D)  (None, 14, 14, 256)  0           ['pool3_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv4_block1_0_bn (BatchNormal  (None, 14, 14, 256)  1024       ['pool3_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block1_0_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block1_1_conv (Conv2D)   (None, 14, 14, 128)  32768       ['conv4_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block1_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block1_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block1_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block1_concat (Concatena  (None, 14, 14, 288)  0          ['pool3_pool[0][0]',             \n",
      " te)                                                              'conv4_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_0_bn (BatchNormal  (None, 14, 14, 288)  1152       ['conv4_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block2_0_relu (Activatio  (None, 14, 14, 288)  0          ['conv4_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block2_1_conv (Conv2D)   (None, 14, 14, 128)  36864       ['conv4_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block2_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block2_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block2_concat (Concatena  (None, 14, 14, 320)  0          ['conv4_block1_concat[0][0]',    \n",
      " te)                                                              'conv4_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_0_bn (BatchNormal  (None, 14, 14, 320)  1280       ['conv4_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block3_0_relu (Activatio  (None, 14, 14, 320)  0          ['conv4_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block3_1_conv (Conv2D)   (None, 14, 14, 128)  40960       ['conv4_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block3_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block3_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block3_concat (Concatena  (None, 14, 14, 352)  0          ['conv4_block2_concat[0][0]',    \n",
      " te)                                                              'conv4_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_0_bn (BatchNormal  (None, 14, 14, 352)  1408       ['conv4_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block4_0_relu (Activatio  (None, 14, 14, 352)  0          ['conv4_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block4_1_conv (Conv2D)   (None, 14, 14, 128)  45056       ['conv4_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block4_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block4_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block4_concat (Concatena  (None, 14, 14, 384)  0          ['conv4_block3_concat[0][0]',    \n",
      " te)                                                              'conv4_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_0_bn (BatchNormal  (None, 14, 14, 384)  1536       ['conv4_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block5_0_relu (Activatio  (None, 14, 14, 384)  0          ['conv4_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block5_1_conv (Conv2D)   (None, 14, 14, 128)  49152       ['conv4_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block5_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block5_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block5_concat (Concatena  (None, 14, 14, 416)  0          ['conv4_block4_concat[0][0]',    \n",
      " te)                                                              'conv4_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_0_bn (BatchNormal  (None, 14, 14, 416)  1664       ['conv4_block5_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block6_0_relu (Activatio  (None, 14, 14, 416)  0          ['conv4_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block6_1_conv (Conv2D)   (None, 14, 14, 128)  53248       ['conv4_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block6_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block6_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block6_concat (Concatena  (None, 14, 14, 448)  0          ['conv4_block5_concat[0][0]',    \n",
      " te)                                                              'conv4_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_0_bn (BatchNormal  (None, 14, 14, 448)  1792       ['conv4_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block7_0_relu (Activatio  (None, 14, 14, 448)  0          ['conv4_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block7_1_conv (Conv2D)   (None, 14, 14, 128)  57344       ['conv4_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block7_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block7_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block7_concat (Concatena  (None, 14, 14, 480)  0          ['conv4_block6_concat[0][0]',    \n",
      " te)                                                              'conv4_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_0_bn (BatchNormal  (None, 14, 14, 480)  1920       ['conv4_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block8_0_relu (Activatio  (None, 14, 14, 480)  0          ['conv4_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block8_1_conv (Conv2D)   (None, 14, 14, 128)  61440       ['conv4_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block8_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block8_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block8_concat (Concatena  (None, 14, 14, 512)  0          ['conv4_block7_concat[0][0]',    \n",
      " te)                                                              'conv4_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_0_bn (BatchNormal  (None, 14, 14, 512)  2048       ['conv4_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block9_0_relu (Activatio  (None, 14, 14, 512)  0          ['conv4_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block9_1_conv (Conv2D)   (None, 14, 14, 128)  65536       ['conv4_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_1_bn (BatchNormal  (None, 14, 14, 128)  512        ['conv4_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv4_block9_1_relu (Activatio  (None, 14, 14, 128)  0          ['conv4_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv4_block9_2_conv (Conv2D)   (None, 14, 14, 32)   36864       ['conv4_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block9_concat (Concatena  (None, 14, 14, 544)  0          ['conv4_block8_concat[0][0]',    \n",
      " te)                                                              'conv4_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv4_block10_0_bn (BatchNorma  (None, 14, 14, 544)  2176       ['conv4_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block10_0_relu (Activati  (None, 14, 14, 544)  0          ['conv4_block10_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block10_1_conv (Conv2D)  (None, 14, 14, 128)  69632       ['conv4_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block10_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block10_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block10_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block10_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block10_concat (Concaten  (None, 14, 14, 576)  0          ['conv4_block9_concat[0][0]',    \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ate)                                                             'conv4_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_0_bn (BatchNorma  (None, 14, 14, 576)  2304       ['conv4_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block11_0_relu (Activati  (None, 14, 14, 576)  0          ['conv4_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block11_1_conv (Conv2D)  (None, 14, 14, 128)  73728       ['conv4_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block11_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block11_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block11_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block11_concat (Concaten  (None, 14, 14, 608)  0          ['conv4_block10_concat[0][0]',   \n",
      " ate)                                                             'conv4_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_0_bn (BatchNorma  (None, 14, 14, 608)  2432       ['conv4_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block12_0_relu (Activati  (None, 14, 14, 608)  0          ['conv4_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block12_1_conv (Conv2D)  (None, 14, 14, 128)  77824       ['conv4_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block12_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block12_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block12_concat (Concaten  (None, 14, 14, 640)  0          ['conv4_block11_concat[0][0]',   \n",
      " ate)                                                             'conv4_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_0_bn (BatchNorma  (None, 14, 14, 640)  2560       ['conv4_block12_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block13_0_relu (Activati  (None, 14, 14, 640)  0          ['conv4_block13_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block13_1_conv (Conv2D)  (None, 14, 14, 128)  81920       ['conv4_block13_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block13_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block13_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block13_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block13_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block13_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block13_concat (Concaten  (None, 14, 14, 672)  0          ['conv4_block12_concat[0][0]',   \n",
      " ate)                                                             'conv4_block13_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_0_bn (BatchNorma  (None, 14, 14, 672)  2688       ['conv4_block13_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block14_0_relu (Activati  (None, 14, 14, 672)  0          ['conv4_block14_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block14_1_conv (Conv2D)  (None, 14, 14, 128)  86016       ['conv4_block14_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block14_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block14_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block14_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block14_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block14_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block14_concat (Concaten  (None, 14, 14, 704)  0          ['conv4_block13_concat[0][0]',   \n",
      " ate)                                                             'conv4_block14_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block15_0_bn (BatchNorma  (None, 14, 14, 704)  2816       ['conv4_block14_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block15_0_relu (Activati  (None, 14, 14, 704)  0          ['conv4_block15_0_bn[0][0]']     \n",
      " on)                                                                                              \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block15_1_conv (Conv2D)  (None, 14, 14, 128)  90112       ['conv4_block15_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block15_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block15_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block15_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block15_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block15_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block15_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block15_concat (Concaten  (None, 14, 14, 736)  0          ['conv4_block14_concat[0][0]',   \n",
      " ate)                                                             'conv4_block15_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_0_bn (BatchNorma  (None, 14, 14, 736)  2944       ['conv4_block15_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block16_0_relu (Activati  (None, 14, 14, 736)  0          ['conv4_block16_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block16_1_conv (Conv2D)  (None, 14, 14, 128)  94208       ['conv4_block16_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block16_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block16_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block16_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block16_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block16_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block16_concat (Concaten  (None, 14, 14, 768)  0          ['conv4_block15_concat[0][0]',   \n",
      " ate)                                                             'conv4_block16_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_0_bn (BatchNorma  (None, 14, 14, 768)  3072       ['conv4_block16_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block17_0_relu (Activati  (None, 14, 14, 768)  0          ['conv4_block17_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block17_1_conv (Conv2D)  (None, 14, 14, 128)  98304       ['conv4_block17_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block17_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block17_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block17_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block17_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block17_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block17_concat (Concaten  (None, 14, 14, 800)  0          ['conv4_block16_concat[0][0]',   \n",
      " ate)                                                             'conv4_block17_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_0_bn (BatchNorma  (None, 14, 14, 800)  3200       ['conv4_block17_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block18_0_relu (Activati  (None, 14, 14, 800)  0          ['conv4_block18_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block18_1_conv (Conv2D)  (None, 14, 14, 128)  102400      ['conv4_block18_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block18_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block18_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block18_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block18_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block18_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block18_concat (Concaten  (None, 14, 14, 832)  0          ['conv4_block17_concat[0][0]',   \n",
      " ate)                                                             'conv4_block18_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_0_bn (BatchNorma  (None, 14, 14, 832)  3328       ['conv4_block18_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block19_0_relu (Activati  (None, 14, 14, 832)  0          ['conv4_block19_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block19_1_conv (Conv2D)  (None, 14, 14, 128)  106496      ['conv4_block19_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block19_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block19_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block19_1_bn[0][0]']     \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block19_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block19_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block19_concat (Concaten  (None, 14, 14, 864)  0          ['conv4_block18_concat[0][0]',   \n",
      " ate)                                                             'conv4_block19_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_0_bn (BatchNorma  (None, 14, 14, 864)  3456       ['conv4_block19_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block20_0_relu (Activati  (None, 14, 14, 864)  0          ['conv4_block20_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block20_1_conv (Conv2D)  (None, 14, 14, 128)  110592      ['conv4_block20_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block20_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block20_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block20_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block20_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block20_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block20_concat (Concaten  (None, 14, 14, 896)  0          ['conv4_block19_concat[0][0]',   \n",
      " ate)                                                             'conv4_block20_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_0_bn (BatchNorma  (None, 14, 14, 896)  3584       ['conv4_block20_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block21_0_relu (Activati  (None, 14, 14, 896)  0          ['conv4_block21_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block21_1_conv (Conv2D)  (None, 14, 14, 128)  114688      ['conv4_block21_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block21_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block21_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block21_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block21_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block21_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block21_concat (Concaten  (None, 14, 14, 928)  0          ['conv4_block20_concat[0][0]',   \n",
      " ate)                                                             'conv4_block21_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_0_bn (BatchNorma  (None, 14, 14, 928)  3712       ['conv4_block21_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block22_0_relu (Activati  (None, 14, 14, 928)  0          ['conv4_block22_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block22_1_conv (Conv2D)  (None, 14, 14, 128)  118784      ['conv4_block22_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block22_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block22_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block22_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block22_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block22_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block22_concat (Concaten  (None, 14, 14, 960)  0          ['conv4_block21_concat[0][0]',   \n",
      " ate)                                                             'conv4_block22_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_0_bn (BatchNorma  (None, 14, 14, 960)  3840       ['conv4_block22_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block23_0_relu (Activati  (None, 14, 14, 960)  0          ['conv4_block23_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block23_1_conv (Conv2D)  (None, 14, 14, 128)  122880      ['conv4_block23_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block23_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block23_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block23_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block23_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block23_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block23_concat (Concaten  (None, 14, 14, 992)  0          ['conv4_block22_concat[0][0]',   \n",
      " ate)                                                             'conv4_block23_2_conv[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block24_0_bn (BatchNorma  (None, 14, 14, 992)  3968       ['conv4_block23_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block24_0_relu (Activati  (None, 14, 14, 992)  0          ['conv4_block24_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block24_1_conv (Conv2D)  (None, 14, 14, 128)  126976      ['conv4_block24_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block24_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block24_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block24_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block24_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block24_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block24_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block24_concat (Concaten  (None, 14, 14, 1024  0          ['conv4_block23_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block24_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_0_bn (BatchNorma  (None, 14, 14, 1024  4096       ['conv4_block24_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block25_0_relu (Activati  (None, 14, 14, 1024  0          ['conv4_block25_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block25_1_conv (Conv2D)  (None, 14, 14, 128)  131072      ['conv4_block25_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block25_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block25_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block25_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block25_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block25_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block25_concat (Concaten  (None, 14, 14, 1056  0          ['conv4_block24_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block25_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_0_bn (BatchNorma  (None, 14, 14, 1056  4224       ['conv4_block25_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block26_0_relu (Activati  (None, 14, 14, 1056  0          ['conv4_block26_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block26_1_conv (Conv2D)  (None, 14, 14, 128)  135168      ['conv4_block26_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block26_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block26_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block26_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block26_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block26_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block26_concat (Concaten  (None, 14, 14, 1088  0          ['conv4_block25_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block26_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_0_bn (BatchNorma  (None, 14, 14, 1088  4352       ['conv4_block26_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block27_0_relu (Activati  (None, 14, 14, 1088  0          ['conv4_block27_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block27_1_conv (Conv2D)  (None, 14, 14, 128)  139264      ['conv4_block27_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block27_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block27_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block27_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block27_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block27_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block27_concat (Concaten  (None, 14, 14, 1120  0          ['conv4_block26_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block27_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block28_0_bn (BatchNorma  (None, 14, 14, 1120  4480       ['conv4_block27_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block28_0_relu (Activati  (None, 14, 14, 1120  0          ['conv4_block28_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block28_1_conv (Conv2D)  (None, 14, 14, 128)  143360      ['conv4_block28_0_relu[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block28_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block28_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block28_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block28_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block28_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block28_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block28_concat (Concaten  (None, 14, 14, 1152  0          ['conv4_block27_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block28_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block29_0_bn (BatchNorma  (None, 14, 14, 1152  4608       ['conv4_block28_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block29_0_relu (Activati  (None, 14, 14, 1152  0          ['conv4_block29_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block29_1_conv (Conv2D)  (None, 14, 14, 128)  147456      ['conv4_block29_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block29_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block29_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block29_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block29_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block29_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block29_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block29_concat (Concaten  (None, 14, 14, 1184  0          ['conv4_block28_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block29_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_0_bn (BatchNorma  (None, 14, 14, 1184  4736       ['conv4_block29_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block30_0_relu (Activati  (None, 14, 14, 1184  0          ['conv4_block30_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block30_1_conv (Conv2D)  (None, 14, 14, 128)  151552      ['conv4_block30_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block30_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block30_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block30_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block30_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block30_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block30_concat (Concaten  (None, 14, 14, 1216  0          ['conv4_block29_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block30_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_0_bn (BatchNorma  (None, 14, 14, 1216  4864       ['conv4_block30_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block31_0_relu (Activati  (None, 14, 14, 1216  0          ['conv4_block31_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block31_1_conv (Conv2D)  (None, 14, 14, 128)  155648      ['conv4_block31_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block31_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block31_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block31_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block31_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block31_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block31_concat (Concaten  (None, 14, 14, 1248  0          ['conv4_block30_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block31_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_0_bn (BatchNorma  (None, 14, 14, 1248  4992       ['conv4_block31_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block32_0_relu (Activati  (None, 14, 14, 1248  0          ['conv4_block32_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block32_1_conv (Conv2D)  (None, 14, 14, 128)  159744      ['conv4_block32_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block32_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block32_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block32_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block32_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block32_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block32_concat (Concaten  (None, 14, 14, 1280  0          ['conv4_block31_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block32_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_0_bn (BatchNorma  (None, 14, 14, 1280  5120       ['conv4_block32_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block33_0_relu (Activati  (None, 14, 14, 1280  0          ['conv4_block33_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block33_1_conv (Conv2D)  (None, 14, 14, 128)  163840      ['conv4_block33_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block33_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block33_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block33_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block33_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block33_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block33_concat (Concaten  (None, 14, 14, 1312  0          ['conv4_block32_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block33_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_0_bn (BatchNorma  (None, 14, 14, 1312  5248       ['conv4_block33_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block34_0_relu (Activati  (None, 14, 14, 1312  0          ['conv4_block34_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block34_1_conv (Conv2D)  (None, 14, 14, 128)  167936      ['conv4_block34_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block34_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block34_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block34_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block34_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block34_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block34_concat (Concaten  (None, 14, 14, 1344  0          ['conv4_block33_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block34_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_0_bn (BatchNorma  (None, 14, 14, 1344  5376       ['conv4_block34_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block35_0_relu (Activati  (None, 14, 14, 1344  0          ['conv4_block35_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block35_1_conv (Conv2D)  (None, 14, 14, 128)  172032      ['conv4_block35_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block35_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block35_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block35_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block35_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block35_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block35_concat (Concaten  (None, 14, 14, 1376  0          ['conv4_block34_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block35_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_0_bn (BatchNorma  (None, 14, 14, 1376  5504       ['conv4_block35_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block36_0_relu (Activati  (None, 14, 14, 1376  0          ['conv4_block36_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block36_1_conv (Conv2D)  (None, 14, 14, 128)  176128      ['conv4_block36_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block36_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block36_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block36_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block36_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block36_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block36_concat (Concaten  (None, 14, 14, 1408  0          ['conv4_block35_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block36_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_0_bn (BatchNorma  (None, 14, 14, 1408  5632       ['conv4_block36_concat[0][0]']   \n",
      " lization)                      )                                                                 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv4_block37_0_relu (Activati  (None, 14, 14, 1408  0          ['conv4_block37_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block37_1_conv (Conv2D)  (None, 14, 14, 128)  180224      ['conv4_block37_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block37_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block37_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block37_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block37_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block37_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block37_concat (Concaten  (None, 14, 14, 1440  0          ['conv4_block36_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block37_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_0_bn (BatchNorma  (None, 14, 14, 1440  5760       ['conv4_block37_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block38_0_relu (Activati  (None, 14, 14, 1440  0          ['conv4_block38_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block38_1_conv (Conv2D)  (None, 14, 14, 128)  184320      ['conv4_block38_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block38_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block38_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block38_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block38_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block38_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block38_concat (Concaten  (None, 14, 14, 1472  0          ['conv4_block37_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block38_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_0_bn (BatchNorma  (None, 14, 14, 1472  5888       ['conv4_block38_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block39_0_relu (Activati  (None, 14, 14, 1472  0          ['conv4_block39_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block39_1_conv (Conv2D)  (None, 14, 14, 128)  188416      ['conv4_block39_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block39_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block39_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block39_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block39_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block39_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block39_concat (Concaten  (None, 14, 14, 1504  0          ['conv4_block38_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block39_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_0_bn (BatchNorma  (None, 14, 14, 1504  6016       ['conv4_block39_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block40_0_relu (Activati  (None, 14, 14, 1504  0          ['conv4_block40_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block40_1_conv (Conv2D)  (None, 14, 14, 128)  192512      ['conv4_block40_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block40_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block40_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block40_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block40_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block40_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block40_concat (Concaten  (None, 14, 14, 1536  0          ['conv4_block39_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block40_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_0_bn (BatchNorma  (None, 14, 14, 1536  6144       ['conv4_block40_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block41_0_relu (Activati  (None, 14, 14, 1536  0          ['conv4_block41_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block41_1_conv (Conv2D)  (None, 14, 14, 128)  196608      ['conv4_block41_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block41_1_conv[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block41_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block41_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block41_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block41_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block41_concat (Concaten  (None, 14, 14, 1568  0          ['conv4_block40_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block41_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_0_bn (BatchNorma  (None, 14, 14, 1568  6272       ['conv4_block41_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block42_0_relu (Activati  (None, 14, 14, 1568  0          ['conv4_block42_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block42_1_conv (Conv2D)  (None, 14, 14, 128)  200704      ['conv4_block42_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block42_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block42_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block42_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block42_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block42_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block42_concat (Concaten  (None, 14, 14, 1600  0          ['conv4_block41_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block42_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_0_bn (BatchNorma  (None, 14, 14, 1600  6400       ['conv4_block42_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block43_0_relu (Activati  (None, 14, 14, 1600  0          ['conv4_block43_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block43_1_conv (Conv2D)  (None, 14, 14, 128)  204800      ['conv4_block43_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block43_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block43_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block43_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block43_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block43_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block43_concat (Concaten  (None, 14, 14, 1632  0          ['conv4_block42_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block43_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_0_bn (BatchNorma  (None, 14, 14, 1632  6528       ['conv4_block43_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block44_0_relu (Activati  (None, 14, 14, 1632  0          ['conv4_block44_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block44_1_conv (Conv2D)  (None, 14, 14, 128)  208896      ['conv4_block44_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block44_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block44_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block44_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block44_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block44_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block44_concat (Concaten  (None, 14, 14, 1664  0          ['conv4_block43_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block44_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block45_0_bn (BatchNorma  (None, 14, 14, 1664  6656       ['conv4_block44_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block45_0_relu (Activati  (None, 14, 14, 1664  0          ['conv4_block45_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block45_1_conv (Conv2D)  (None, 14, 14, 128)  212992      ['conv4_block45_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block45_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block45_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block45_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block45_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block45_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block45_1_relu[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv4_block45_concat (Concaten  (None, 14, 14, 1696  0          ['conv4_block44_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block45_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block46_0_bn (BatchNorma  (None, 14, 14, 1696  6784       ['conv4_block45_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block46_0_relu (Activati  (None, 14, 14, 1696  0          ['conv4_block46_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block46_1_conv (Conv2D)  (None, 14, 14, 128)  217088      ['conv4_block46_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block46_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block46_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block46_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block46_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block46_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block46_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block46_concat (Concaten  (None, 14, 14, 1728  0          ['conv4_block45_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block46_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_0_bn (BatchNorma  (None, 14, 14, 1728  6912       ['conv4_block46_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block47_0_relu (Activati  (None, 14, 14, 1728  0          ['conv4_block47_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block47_1_conv (Conv2D)  (None, 14, 14, 128)  221184      ['conv4_block47_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block47_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block47_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block47_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block47_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block47_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block47_concat (Concaten  (None, 14, 14, 1760  0          ['conv4_block46_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block47_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_0_bn (BatchNorma  (None, 14, 14, 1760  7040       ['conv4_block47_concat[0][0]']   \n",
      " lization)                      )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block48_0_relu (Activati  (None, 14, 14, 1760  0          ['conv4_block48_0_bn[0][0]']     \n",
      " on)                            )                                                                 \n",
      "                                                                                                  \n",
      " conv4_block48_1_conv (Conv2D)  (None, 14, 14, 128)  225280      ['conv4_block48_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_1_bn (BatchNorma  (None, 14, 14, 128)  512        ['conv4_block48_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv4_block48_1_relu (Activati  (None, 14, 14, 128)  0          ['conv4_block48_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv4_block48_2_conv (Conv2D)  (None, 14, 14, 32)   36864       ['conv4_block48_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv4_block48_concat (Concaten  (None, 14, 14, 1792  0          ['conv4_block47_concat[0][0]',   \n",
      " ate)                           )                                 'conv4_block48_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " pool4_bn (BatchNormalization)  (None, 14, 14, 1792  7168        ['conv4_block48_concat[0][0]']   \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " pool4_relu (Activation)        (None, 14, 14, 1792  0           ['pool4_bn[0][0]']               \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " pool4_conv (Conv2D)            (None, 14, 14, 896)  1605632     ['pool4_relu[0][0]']             \n",
      "                                                                                                  \n",
      " pool4_pool (AveragePooling2D)  (None, 7, 7, 896)    0           ['pool4_conv[0][0]']             \n",
      "                                                                                                  \n",
      " conv5_block1_0_bn (BatchNormal  (None, 7, 7, 896)   3584        ['pool4_pool[0][0]']             \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block1_0_relu (Activatio  (None, 7, 7, 896)   0           ['conv5_block1_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block1_1_conv (Conv2D)   (None, 7, 7, 128)    114688      ['conv5_block1_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block1_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block1_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block1_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block1_1_bn[0][0]']      \n",
      " n)                                                                                               \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block1_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block1_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block1_concat (Concatena  (None, 7, 7, 928)   0           ['pool4_pool[0][0]',             \n",
      " te)                                                              'conv5_block1_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_0_bn (BatchNormal  (None, 7, 7, 928)   3712        ['conv5_block1_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block2_0_relu (Activatio  (None, 7, 7, 928)   0           ['conv5_block2_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block2_1_conv (Conv2D)   (None, 7, 7, 128)    118784      ['conv5_block2_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block2_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block2_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block2_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block2_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block2_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block2_concat (Concatena  (None, 7, 7, 960)   0           ['conv5_block1_concat[0][0]',    \n",
      " te)                                                              'conv5_block2_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_0_bn (BatchNormal  (None, 7, 7, 960)   3840        ['conv5_block2_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block3_0_relu (Activatio  (None, 7, 7, 960)   0           ['conv5_block3_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block3_1_conv (Conv2D)   (None, 7, 7, 128)    122880      ['conv5_block3_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block3_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block3_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block3_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block3_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block3_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block3_concat (Concatena  (None, 7, 7, 992)   0           ['conv5_block2_concat[0][0]',    \n",
      " te)                                                              'conv5_block3_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_0_bn (BatchNormal  (None, 7, 7, 992)   3968        ['conv5_block3_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block4_0_relu (Activatio  (None, 7, 7, 992)   0           ['conv5_block4_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block4_1_conv (Conv2D)   (None, 7, 7, 128)    126976      ['conv5_block4_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block4_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block4_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block4_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block4_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block4_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block4_concat (Concatena  (None, 7, 7, 1024)  0           ['conv5_block3_concat[0][0]',    \n",
      " te)                                                              'conv5_block4_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_0_bn (BatchNormal  (None, 7, 7, 1024)  4096        ['conv5_block4_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block5_0_relu (Activatio  (None, 7, 7, 1024)  0           ['conv5_block5_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block5_1_conv (Conv2D)   (None, 7, 7, 128)    131072      ['conv5_block5_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block5_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block5_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block5_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block5_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block5_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block5_concat (Concatena  (None, 7, 7, 1056)  0           ['conv5_block4_concat[0][0]',    \n",
      " te)                                                              'conv5_block5_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_0_bn (BatchNormal  (None, 7, 7, 1056)  4224        ['conv5_block5_concat[0][0]']    \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block6_0_relu (Activatio  (None, 7, 7, 1056)  0           ['conv5_block6_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block6_1_conv (Conv2D)   (None, 7, 7, 128)    135168      ['conv5_block6_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block6_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block6_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block6_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block6_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block6_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block6_concat (Concatena  (None, 7, 7, 1088)  0           ['conv5_block5_concat[0][0]',    \n",
      " te)                                                              'conv5_block6_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_0_bn (BatchNormal  (None, 7, 7, 1088)  4352        ['conv5_block6_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block7_0_relu (Activatio  (None, 7, 7, 1088)  0           ['conv5_block7_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block7_1_conv (Conv2D)   (None, 7, 7, 128)    139264      ['conv5_block7_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block7_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block7_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block7_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block7_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block7_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block7_concat (Concatena  (None, 7, 7, 1120)  0           ['conv5_block6_concat[0][0]',    \n",
      " te)                                                              'conv5_block7_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_0_bn (BatchNormal  (None, 7, 7, 1120)  4480        ['conv5_block7_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block8_0_relu (Activatio  (None, 7, 7, 1120)  0           ['conv5_block8_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block8_1_conv (Conv2D)   (None, 7, 7, 128)    143360      ['conv5_block8_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block8_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block8_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block8_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block8_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block8_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block8_concat (Concatena  (None, 7, 7, 1152)  0           ['conv5_block7_concat[0][0]',    \n",
      " te)                                                              'conv5_block8_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_0_bn (BatchNormal  (None, 7, 7, 1152)  4608        ['conv5_block8_concat[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block9_0_relu (Activatio  (None, 7, 7, 1152)  0           ['conv5_block9_0_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block9_1_conv (Conv2D)   (None, 7, 7, 128)    147456      ['conv5_block9_0_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_1_bn (BatchNormal  (None, 7, 7, 128)   512         ['conv5_block9_1_conv[0][0]']    \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " conv5_block9_1_relu (Activatio  (None, 7, 7, 128)   0           ['conv5_block9_1_bn[0][0]']      \n",
      " n)                                                                                               \n",
      "                                                                                                  \n",
      " conv5_block9_2_conv (Conv2D)   (None, 7, 7, 32)     36864       ['conv5_block9_1_relu[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block9_concat (Concatena  (None, 7, 7, 1184)  0           ['conv5_block8_concat[0][0]',    \n",
      " te)                                                              'conv5_block9_2_conv[0][0]']    \n",
      "                                                                                                  \n",
      " conv5_block10_0_bn (BatchNorma  (None, 7, 7, 1184)  4736        ['conv5_block9_concat[0][0]']    \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block10_0_relu (Activati  (None, 7, 7, 1184)  0           ['conv5_block10_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block10_1_conv (Conv2D)  (None, 7, 7, 128)    151552      ['conv5_block10_0_relu[0][0]']   \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv5_block10_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block10_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block10_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block10_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block10_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block10_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block10_concat (Concaten  (None, 7, 7, 1216)  0           ['conv5_block9_concat[0][0]',    \n",
      " ate)                                                             'conv5_block10_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block11_0_bn (BatchNorma  (None, 7, 7, 1216)  4864        ['conv5_block10_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block11_0_relu (Activati  (None, 7, 7, 1216)  0           ['conv5_block11_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block11_1_conv (Conv2D)  (None, 7, 7, 128)    155648      ['conv5_block11_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block11_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block11_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block11_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block11_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block11_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block11_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block11_concat (Concaten  (None, 7, 7, 1248)  0           ['conv5_block10_concat[0][0]',   \n",
      " ate)                                                             'conv5_block11_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_0_bn (BatchNorma  (None, 7, 7, 1248)  4992        ['conv5_block11_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block12_0_relu (Activati  (None, 7, 7, 1248)  0           ['conv5_block12_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block12_1_conv (Conv2D)  (None, 7, 7, 128)    159744      ['conv5_block12_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block12_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block12_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block12_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block12_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block12_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block12_concat (Concaten  (None, 7, 7, 1280)  0           ['conv5_block11_concat[0][0]',   \n",
      " ate)                                                             'conv5_block12_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_0_bn (BatchNorma  (None, 7, 7, 1280)  5120        ['conv5_block12_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block13_0_relu (Activati  (None, 7, 7, 1280)  0           ['conv5_block13_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block13_1_conv (Conv2D)  (None, 7, 7, 128)    163840      ['conv5_block13_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block13_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block13_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block13_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block13_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block13_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block13_concat (Concaten  (None, 7, 7, 1312)  0           ['conv5_block12_concat[0][0]',   \n",
      " ate)                                                             'conv5_block13_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block14_0_bn (BatchNorma  (None, 7, 7, 1312)  5248        ['conv5_block13_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block14_0_relu (Activati  (None, 7, 7, 1312)  0           ['conv5_block14_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block14_1_conv (Conv2D)  (None, 7, 7, 128)    167936      ['conv5_block14_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block14_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block14_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block14_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block14_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block14_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block14_1_relu[0][0]']   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block14_concat (Concaten  (None, 7, 7, 1344)  0           ['conv5_block13_concat[0][0]',   \n",
      " ate)                                                             'conv5_block14_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block15_0_bn (BatchNorma  (None, 7, 7, 1344)  5376        ['conv5_block14_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block15_0_relu (Activati  (None, 7, 7, 1344)  0           ['conv5_block15_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block15_1_conv (Conv2D)  (None, 7, 7, 128)    172032      ['conv5_block15_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block15_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block15_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block15_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block15_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block15_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block15_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block15_concat (Concaten  (None, 7, 7, 1376)  0           ['conv5_block14_concat[0][0]',   \n",
      " ate)                                                             'conv5_block15_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_0_bn (BatchNorma  (None, 7, 7, 1376)  5504        ['conv5_block15_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block16_0_relu (Activati  (None, 7, 7, 1376)  0           ['conv5_block16_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block16_1_conv (Conv2D)  (None, 7, 7, 128)    176128      ['conv5_block16_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block16_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block16_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block16_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block16_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block16_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block16_concat (Concaten  (None, 7, 7, 1408)  0           ['conv5_block15_concat[0][0]',   \n",
      " ate)                                                             'conv5_block16_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_0_bn (BatchNorma  (None, 7, 7, 1408)  5632        ['conv5_block16_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block17_0_relu (Activati  (None, 7, 7, 1408)  0           ['conv5_block17_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block17_1_conv (Conv2D)  (None, 7, 7, 128)    180224      ['conv5_block17_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block17_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block17_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block17_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block17_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block17_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block17_concat (Concaten  (None, 7, 7, 1440)  0           ['conv5_block16_concat[0][0]',   \n",
      " ate)                                                             'conv5_block17_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_0_bn (BatchNorma  (None, 7, 7, 1440)  5760        ['conv5_block17_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block18_0_relu (Activati  (None, 7, 7, 1440)  0           ['conv5_block18_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block18_1_conv (Conv2D)  (None, 7, 7, 128)    184320      ['conv5_block18_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block18_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block18_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block18_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block18_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block18_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block18_concat (Concaten  (None, 7, 7, 1472)  0           ['conv5_block17_concat[0][0]',   \n",
      " ate)                                                             'conv5_block18_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_0_bn (BatchNorma  (None, 7, 7, 1472)  5888        ['conv5_block18_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " conv5_block19_0_relu (Activati  (None, 7, 7, 1472)  0           ['conv5_block19_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block19_1_conv (Conv2D)  (None, 7, 7, 128)    188416      ['conv5_block19_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block19_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block19_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block19_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block19_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block19_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block19_concat (Concaten  (None, 7, 7, 1504)  0           ['conv5_block18_concat[0][0]',   \n",
      " ate)                                                             'conv5_block19_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_0_bn (BatchNorma  (None, 7, 7, 1504)  6016        ['conv5_block19_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block20_0_relu (Activati  (None, 7, 7, 1504)  0           ['conv5_block20_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block20_1_conv (Conv2D)  (None, 7, 7, 128)    192512      ['conv5_block20_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block20_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block20_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block20_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block20_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block20_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block20_concat (Concaten  (None, 7, 7, 1536)  0           ['conv5_block19_concat[0][0]',   \n",
      " ate)                                                             'conv5_block20_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_0_bn (BatchNorma  (None, 7, 7, 1536)  6144        ['conv5_block20_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block21_0_relu (Activati  (None, 7, 7, 1536)  0           ['conv5_block21_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block21_1_conv (Conv2D)  (None, 7, 7, 128)    196608      ['conv5_block21_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block21_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block21_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block21_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block21_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block21_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block21_concat (Concaten  (None, 7, 7, 1568)  0           ['conv5_block20_concat[0][0]',   \n",
      " ate)                                                             'conv5_block21_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_0_bn (BatchNorma  (None, 7, 7, 1568)  6272        ['conv5_block21_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block22_0_relu (Activati  (None, 7, 7, 1568)  0           ['conv5_block22_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block22_1_conv (Conv2D)  (None, 7, 7, 128)    200704      ['conv5_block22_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block22_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block22_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block22_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block22_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block22_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block22_concat (Concaten  (None, 7, 7, 1600)  0           ['conv5_block21_concat[0][0]',   \n",
      " ate)                                                             'conv5_block22_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_0_bn (BatchNorma  (None, 7, 7, 1600)  6400        ['conv5_block22_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block23_0_relu (Activati  (None, 7, 7, 1600)  0           ['conv5_block23_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block23_1_conv (Conv2D)  (None, 7, 7, 128)    204800      ['conv5_block23_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block23_1_conv[0][0]']   \n",
      " lization)                                                                                        \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block23_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block23_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block23_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block23_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block23_concat (Concaten  (None, 7, 7, 1632)  0           ['conv5_block22_concat[0][0]',   \n",
      " ate)                                                             'conv5_block23_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_0_bn (BatchNorma  (None, 7, 7, 1632)  6528        ['conv5_block23_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block24_0_relu (Activati  (None, 7, 7, 1632)  0           ['conv5_block24_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block24_1_conv (Conv2D)  (None, 7, 7, 128)    208896      ['conv5_block24_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block24_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block24_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block24_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block24_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block24_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block24_concat (Concaten  (None, 7, 7, 1664)  0           ['conv5_block23_concat[0][0]',   \n",
      " ate)                                                             'conv5_block24_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_0_bn (BatchNorma  (None, 7, 7, 1664)  6656        ['conv5_block24_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block25_0_relu (Activati  (None, 7, 7, 1664)  0           ['conv5_block25_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block25_1_conv (Conv2D)  (None, 7, 7, 128)    212992      ['conv5_block25_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block25_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block25_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block25_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block25_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block25_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block25_concat (Concaten  (None, 7, 7, 1696)  0           ['conv5_block24_concat[0][0]',   \n",
      " ate)                                                             'conv5_block25_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_0_bn (BatchNorma  (None, 7, 7, 1696)  6784        ['conv5_block25_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block26_0_relu (Activati  (None, 7, 7, 1696)  0           ['conv5_block26_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block26_1_conv (Conv2D)  (None, 7, 7, 128)    217088      ['conv5_block26_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block26_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block26_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block26_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block26_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block26_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block26_concat (Concaten  (None, 7, 7, 1728)  0           ['conv5_block25_concat[0][0]',   \n",
      " ate)                                                             'conv5_block26_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_0_bn (BatchNorma  (None, 7, 7, 1728)  6912        ['conv5_block26_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block27_0_relu (Activati  (None, 7, 7, 1728)  0           ['conv5_block27_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block27_1_conv (Conv2D)  (None, 7, 7, 128)    221184      ['conv5_block27_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block27_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block27_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block27_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block27_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block27_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block27_concat (Concaten  (None, 7, 7, 1760)  0           ['conv5_block26_concat[0][0]',   \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " ate)                                                             'conv5_block27_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_0_bn (BatchNorma  (None, 7, 7, 1760)  7040        ['conv5_block27_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block28_0_relu (Activati  (None, 7, 7, 1760)  0           ['conv5_block28_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block28_1_conv (Conv2D)  (None, 7, 7, 128)    225280      ['conv5_block28_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block28_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block28_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block28_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block28_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block28_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block28_concat (Concaten  (None, 7, 7, 1792)  0           ['conv5_block27_concat[0][0]',   \n",
      " ate)                                                             'conv5_block28_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_0_bn (BatchNorma  (None, 7, 7, 1792)  7168        ['conv5_block28_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block29_0_relu (Activati  (None, 7, 7, 1792)  0           ['conv5_block29_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block29_1_conv (Conv2D)  (None, 7, 7, 128)    229376      ['conv5_block29_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block29_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block29_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block29_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block29_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block29_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block29_concat (Concaten  (None, 7, 7, 1824)  0           ['conv5_block28_concat[0][0]',   \n",
      " ate)                                                             'conv5_block29_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_0_bn (BatchNorma  (None, 7, 7, 1824)  7296        ['conv5_block29_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block30_0_relu (Activati  (None, 7, 7, 1824)  0           ['conv5_block30_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block30_1_conv (Conv2D)  (None, 7, 7, 128)    233472      ['conv5_block30_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block30_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block30_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block30_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block30_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block30_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block30_concat (Concaten  (None, 7, 7, 1856)  0           ['conv5_block29_concat[0][0]',   \n",
      " ate)                                                             'conv5_block30_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_0_bn (BatchNorma  (None, 7, 7, 1856)  7424        ['conv5_block30_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block31_0_relu (Activati  (None, 7, 7, 1856)  0           ['conv5_block31_0_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block31_1_conv (Conv2D)  (None, 7, 7, 128)    237568      ['conv5_block31_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block31_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block31_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block31_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block31_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block31_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block31_concat (Concaten  (None, 7, 7, 1888)  0           ['conv5_block30_concat[0][0]',   \n",
      " ate)                                                             'conv5_block31_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block32_0_bn (BatchNorma  (None, 7, 7, 1888)  7552        ['conv5_block31_concat[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block32_0_relu (Activati  (None, 7, 7, 1888)  0           ['conv5_block32_0_bn[0][0]']     \n",
      " on)                                                                                              \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " conv5_block32_1_conv (Conv2D)  (None, 7, 7, 128)    241664      ['conv5_block32_0_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block32_1_bn (BatchNorma  (None, 7, 7, 128)   512         ['conv5_block32_1_conv[0][0]']   \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " conv5_block32_1_relu (Activati  (None, 7, 7, 128)   0           ['conv5_block32_1_bn[0][0]']     \n",
      " on)                                                                                              \n",
      "                                                                                                  \n",
      " conv5_block32_2_conv (Conv2D)  (None, 7, 7, 32)     36864       ['conv5_block32_1_relu[0][0]']   \n",
      "                                                                                                  \n",
      " conv5_block32_concat (Concaten  (None, 7, 7, 1920)  0           ['conv5_block31_concat[0][0]',   \n",
      " ate)                                                             'conv5_block32_2_conv[0][0]']   \n",
      "                                                                                                  \n",
      " bn (BatchNormalization)        (None, 7, 7, 1920)   7680        ['conv5_block32_concat[0][0]']   \n",
      "                                                                                                  \n",
      " relu (Activation)              (None, 7, 7, 1920)   0           ['bn[0][0]']                     \n",
      "                                                                                                  \n",
      " avg_pool (GlobalAveragePooling  (None, 1920)        0           ['relu[0][0]']                   \n",
      " 2D)                                                                                              \n",
      "                                                                                                  \n",
      " flatten (Flatten)              (None, 1920)         0           ['avg_pool[0][0]']               \n",
      "                                                                                                  \n",
      " dense (Dense)                  (None, 256)          491776      ['flatten[0][0]']                \n",
      "                                                                                                  \n",
      " dropout (Dropout)              (None, 256)          0           ['dense[0][0]']                  \n",
      "                                                                                                  \n",
      " dense_1 (Dense)                (None, 52)           13364       ['dropout[0][0]']                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 18,827,124\n",
      "Trainable params: 1,106,804\n",
      "Non-trainable params: 17,720,320\n",
      "__________________________________________________________________________________________________\n",
      "Epoch 1/50\n",
      "16/16 [==============================] - 172s 8s/step - loss: 4.2611 - acc: 0.0694 - val_loss: 7.8320 - val_acc: 0.0430\n",
      "Epoch 2/50\n",
      "16/16 [==============================] - 121s 8s/step - loss: 3.4896 - acc: 0.1191 - val_loss: 5.2100 - val_acc: 0.0469\n",
      "Epoch 3/50\n",
      "16/16 [==============================] - 117s 7s/step - loss: 3.2816 - acc: 0.1543 - val_loss: 4.6717 - val_acc: 0.0898\n",
      "Epoch 4/50\n",
      "16/16 [==============================] - 116s 7s/step - loss: 2.9687 - acc: 0.2188 - val_loss: 4.4628 - val_acc: 0.0703\n",
      "Epoch 5/50\n",
      "16/16 [==============================] - 114s 7s/step - loss: 2.6841 - acc: 0.2852 - val_loss: 4.0874 - val_acc: 0.1016\n",
      "Epoch 6/50\n",
      "16/16 [==============================] - 119s 8s/step - loss: 2.4738 - acc: 0.3816 - val_loss: 4.1342 - val_acc: 0.1016\n",
      "Epoch 7/50\n",
      "16/16 [==============================] - 120s 8s/step - loss: 2.3212 - acc: 0.3848 - val_loss: 3.5612 - val_acc: 0.1523\n",
      "Epoch 8/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 2.2462 - acc: 0.3848 - val_loss: 3.5982 - val_acc: 0.1406\n",
      "Epoch 9/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 2.0678 - acc: 0.4785 - val_loss: 3.0449 - val_acc: 0.2188\n",
      "Epoch 10/50\n",
      "16/16 [==============================] - 59s 4s/step - loss: 1.9314 - acc: 0.4551 - val_loss: 2.7756 - val_acc: 0.3008\n",
      "Epoch 11/50\n",
      "16/16 [==============================] - 62s 4s/step - loss: 1.8665 - acc: 0.4939 - val_loss: 2.7246 - val_acc: 0.3047\n",
      "Epoch 12/50\n",
      "16/16 [==============================] - 62s 4s/step - loss: 1.6785 - acc: 0.5429 - val_loss: 2.7730 - val_acc: 0.2734\n",
      "Epoch 13/50\n",
      "16/16 [==============================] - 63s 4s/step - loss: 1.6630 - acc: 0.5605 - val_loss: 2.4561 - val_acc: 0.3047\n",
      "Epoch 14/50\n",
      "16/16 [==============================] - 57s 4s/step - loss: 1.5931 - acc: 0.5547 - val_loss: 2.3653 - val_acc: 0.3320\n",
      "Epoch 15/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 1.4403 - acc: 0.6163 - val_loss: 2.3315 - val_acc: 0.3516\n",
      "Epoch 16/50\n",
      "16/16 [==============================] - 57s 4s/step - loss: 1.3580 - acc: 0.6309 - val_loss: 1.9396 - val_acc: 0.4336\n",
      "Epoch 17/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 1.2682 - acc: 0.6837 - val_loss: 1.9899 - val_acc: 0.3984\n",
      "Epoch 18/50\n",
      "16/16 [==============================] - 59s 4s/step - loss: 1.1775 - acc: 0.6621 - val_loss: 1.9346 - val_acc: 0.4336\n",
      "Epoch 19/50\n",
      "16/16 [==============================] - 59s 4s/step - loss: 1.2445 - acc: 0.6796 - val_loss: 1.8460 - val_acc: 0.4570\n",
      "Epoch 20/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 1.0897 - acc: 0.7148 - val_loss: 1.8106 - val_acc: 0.4727\n",
      "Epoch 21/50\n",
      "16/16 [==============================] - 60s 4s/step - loss: 1.0771 - acc: 0.7188 - val_loss: 1.8611 - val_acc: 0.4531\n",
      "Epoch 22/50\n",
      "16/16 [==============================] - 64s 4s/step - loss: 1.0543 - acc: 0.7188 - val_loss: 1.7606 - val_acc: 0.4961\n",
      "Epoch 23/50\n",
      "16/16 [==============================] - 63s 4s/step - loss: 0.9950 - acc: 0.7246 - val_loss: 1.7662 - val_acc: 0.4766\n",
      "Epoch 24/50\n",
      "16/16 [==============================] - 61s 4s/step - loss: 0.9909 - acc: 0.7204 - val_loss: 1.7381 - val_acc: 0.4844\n",
      "Epoch 25/50\n",
      "16/16 [==============================] - 62s 4s/step - loss: 0.9406 - acc: 0.7612 - val_loss: 1.5173 - val_acc: 0.5352\n",
      "Epoch 26/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 0.8733 - acc: 0.7735 - val_loss: 1.6399 - val_acc: 0.5234\n",
      "Epoch 27/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 0.9400 - acc: 0.7363 - val_loss: 1.5790 - val_acc: 0.5352\n",
      "Epoch 28/50\n",
      "16/16 [==============================] - 62s 4s/step - loss: 0.8697 - acc: 0.7676 - val_loss: 1.3000 - val_acc: 0.6406\n",
      "Epoch 29/50\n",
      "16/16 [==============================] - 62s 4s/step - loss: 0.7873 - acc: 0.7959 - val_loss: 1.4262 - val_acc: 0.5820\n",
      "Epoch 30/50\n",
      "16/16 [==============================] - 59s 4s/step - loss: 0.7512 - acc: 0.7959 - val_loss: 1.4858 - val_acc: 0.5625\n",
      "Epoch 31/50\n",
      "16/16 [==============================] - 55s 3s/step - loss: 0.7058 - acc: 0.8163 - val_loss: 1.3195 - val_acc: 0.6172\n",
      "Epoch 32/50\n",
      "16/16 [==============================] - 60s 4s/step - loss: 0.7199 - acc: 0.8027 - val_loss: 1.4203 - val_acc: 0.5898\n",
      "Epoch 33/50\n",
      "16/16 [==============================] - 61s 4s/step - loss: 0.7727 - acc: 0.7832 - val_loss: 1.1435 - val_acc: 0.6367\n",
      "Epoch 34/50\n",
      "16/16 [==============================] - 59s 4s/step - loss: 0.6770 - acc: 0.8163 - val_loss: 1.2817 - val_acc: 0.6133\n",
      "Epoch 35/50\n",
      "16/16 [==============================] - 57s 4s/step - loss: 0.6661 - acc: 0.8203 - val_loss: 1.3029 - val_acc: 0.5742\n",
      "Epoch 36/50\n",
      "16/16 [==============================] - 64s 4s/step - loss: 0.6730 - acc: 0.8429 - val_loss: 1.1673 - val_acc: 0.6211\n",
      "Epoch 37/50\n",
      "16/16 [==============================] - 61s 4s/step - loss: 0.6130 - acc: 0.8571 - val_loss: 1.2253 - val_acc: 0.6172\n",
      "Epoch 38/50\n",
      "16/16 [==============================] - 61s 4s/step - loss: 0.6250 - acc: 0.8340 - val_loss: 1.2201 - val_acc: 0.6094\n",
      "Epoch 39/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16/16 [==============================] - 63s 4s/step - loss: 0.5831 - acc: 0.8652 - val_loss: 1.2021 - val_acc: 0.6250\n",
      "Epoch 40/50\n",
      "16/16 [==============================] - 58s 4s/step - loss: 0.5459 - acc: 0.8592 - val_loss: 1.0429 - val_acc: 0.6641\n",
      "Epoch 41/50\n",
      "16/16 [==============================] - 54s 3s/step - loss: 0.5784 - acc: 0.8469 - val_loss: 1.2495 - val_acc: 0.6211\n",
      "Epoch 42/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.5599 - acc: 0.8555 - val_loss: 1.0978 - val_acc: 0.6719\n",
      "Epoch 43/50\n",
      "16/16 [==============================] - 55s 3s/step - loss: 0.5563 - acc: 0.8714 - val_loss: 1.2050 - val_acc: 0.6328\n",
      "Epoch 44/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.5696 - acc: 0.8359 - val_loss: 1.2903 - val_acc: 0.5859\n",
      "Epoch 45/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.4913 - acc: 0.8594 - val_loss: 1.2156 - val_acc: 0.6211\n",
      "Epoch 46/50\n",
      "16/16 [==============================] - 55s 3s/step - loss: 0.4963 - acc: 0.8694 - val_loss: 1.3054 - val_acc: 0.5820\n",
      "Epoch 47/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.5115 - acc: 0.8574 - val_loss: 1.1420 - val_acc: 0.6367\n",
      "Epoch 48/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.4949 - acc: 0.8477 - val_loss: 1.0130 - val_acc: 0.7031\n",
      "Epoch 49/50\n",
      "16/16 [==============================] - 56s 4s/step - loss: 0.4769 - acc: 0.8691 - val_loss: 0.9176 - val_acc: 0.7109\n",
      "Epoch 50/50\n",
      "16/16 [==============================] - 54s 3s/step - loss: 0.4037 - acc: 0.9061 - val_loss: 1.0376 - val_acc: 0.6641\n"
     ]
    }
   ],
   "source": [
    "model,history = train(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9e616656",
   "metadata": {},
   "outputs": [],
   "source": [
    "save_model(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "36343246",
   "metadata": {},
   "outputs": [],
   "source": [
    "model=get_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fc2ac8ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zYMsRnrmyK9Ghgb4u9Vey8ovYkpTJpqRMNh/MYFNSBruOZuNyrxCqW8eP7vGR9GkeRd8W0fRqFkVESNUbCcsuKOaTtQf5YOk+dhzJpltcBC9f35OWsaG+Lq1SeG0fPG8pax88EREREan6ktLz+PuXW5iz6TBRIQE0iQymSWQwTSODaRIZRNPIEPf3YGLD6uLnVz1GWqy1bDucxfzNR1iw9TCbDmYC0Lp+KBd0bsT5nRrSIy4SC0xctIcXF2wnIjiQf43qyjkdGvqk5tScQjYnZbDpYCabkjLYfDCDfSm5Pz/esF5dOjeJoEuTenRuGoHLZVm1P41V+9PYfDCDYpfFGGjXIJw+LaKcr+bRxEUF+2yEbNfRLD5Yup+Zaw6SXVBMl6b1uHFAC67o2bRajTyWx8n2wVPAExERERGvKipxMemHvbz8zU5c1nJ932YUlbhISs8jKT2fg+l5ZBcU/+o5Af6GxhFO8GsSGUycOww2iQymQ6NwGtTzbU+C4hIXK/el/TxSl5iWhzHQq1kU53dqyPmdGtK6fliZz916KJM/fLSObYezGN0vnicu7kSoFzfXLipx8cOuY2xMzGDTwQw2J2VyMD3v58fjooLp0iSCLk2dMNe5ST0ahJ/4zzevsIR1Cems2pfKyv1prN2fRpb7769hvbr0aRH98yhfh0bhXh2tLS5x8fXWI7y/dD9LdqcQ6O/Hxd0ac8PA5vSMj6yx0zEV8EREREQEay37UnJZtCOZ5KwCRvWOo4WXp60t25PCU59tYseRbM7r2JC/XNqpzD3HMvOL3IEvj4NpeRxMz//5dlJ6Hocz83+eKgjQPCaEvi2i6dcimr4to2kRE+L1D/PZBcX8sPMY87cc5tttR0nPLSKwjh9D28RyfqeGnNuxIfXD65brXAXFJfxnwU7eWLSb+KgQXri2u8e7OmYXFDNtxQEm/bCXpIx8jIGWsaE/h7kuTSLo1KQekSFnNlW0xGXZfjiL1ftTWbkvjdX7034OkKGB/vRoFknXppF0blKPTk3q0TIm9IxHZ5OzCpi24gAfrjjAoYx8mkYGM6Z/M67rG09sWPn+DqozBTwRERGRWiorv4glu1NYtCOZRTuTSUh1Pnj/lIXO79iQ8cNa0bt5lEcDUnJWAf+cvZVZaw8SFxXMXy/tzHmdKj4dsbjExZGsAhJTc9mQmMGKfams2pdKWm4RAPXD69K3hTNq1LdFNB0b18O/giEiu6CYnUey2Hk0u9T37J9DS0RwAOd2aMAFnRsytG39Mxp9W7kvlQenryMxLY87h7XmD+e3pW4d/wqfD+BIZj7v/LiPKcv3k5VfTP+W0dw2pCWD2sQS5sWRwtIOpuexal8qq/ensWpfGjuPZlFU4uSOkEB/OjauR6fG9ejcpB6dm0TQtmEYQQEnf93WWlbvT+P9pfuZs+kQRSWWoW1juWFAc87t2LDCf9/VkQKeiIiISC3hclk2J2WyaGcy3+9IZs3+NIpdltBAfwa2juWsdrEMa1ef4EB/3l+yn8nL95OeW0SP+EjuGNqKCzs3PKMpdSUuy5Tl+3l+3nbyi0q4c1hr7jm7DcGBZxZayuJyWXYnZ7NiXyor9zqjRz+FsPC6dejVPIp+LZ3A1y0u4jcBIjO/iF1Hs9l1JJsdpQJdUkb+z8fUreNH6/phtGsYRtuG4fRsFkm/FtEenXaYXVDMM19tYeqKBDo0Cuc/1/WgY+N6p32eHUeymLhoD5+tO0iJyzKyS2PuGNaKHvGRHqu1ogqLXew8msXmpEy2/PR1KPPnqbl1/AxtGoTRqclPwc8ZXYwIDiC3sJjP1iXx/tL9bD2USXhQHUb1juOGAc1pdYJpsDWdAp6IiIhIDXY0K5/FO46xaGcyP+w8RkpOIQCdm9TjrHb1GdauPr2aRZXZaCK3sJgZqxN5+4e97E/JJT46mFsHt+TaPvGnPTK19kAaT362iU0HMxnSJpanL+98wnVo3vLTyNGKvams3JfKjiPZAAT6+9E9PoJ2DcM5kJrLrqPZHDouyLVpEEa7huE/f2/bIIz46JBKGxn6ZusRHpm5kcy8Ih68oB13DG11ymtba1m6J4WJi/awcHsyQQF+XNcnnluHtKR5TNXuGulyWQ6k5rLlUCabkzJ+Dn9Hswp+PiYuKpjMvCIy84vp0CicGwe24IqeTQgJrBGbAVSYAp6IiIhIDWKt09Hwm61H+X5HMlsPOV0bY8MCGdq2PsPaxTKkTf1yrwcDZ+RtwZYjvLV4D6v2p1EvqA5j+jfn5kEtaBRx8oYm6bmFPDd3O9NWHqBBeF2euLgTl3RrXCUaXKTlFLJqfxor3aFvd3I2zWNCaNsgnLYNw2jn/h4XVXlB7mRSsgv48yebmLv5MH1bRPHCNT1oFvPbNYvFJS7mbDrMxEV72Hgwg5jQQG4a1IIbBjQnqoptv3C6krMKfhX66tbxY3S/ZvTx8DTi6kwBT0RERKQGyC8q4fP1SUz6YS/bDmdRx8/Qp0UUw9rVZ1jb+nRqXM8jWwusOZDGW4v3MHfTYfz9DJd2b8IdQ1v9Ztqgy2WZsSaRZ+dsIyOviFsGteCB89tV2jqvmspay6w1B/nr55txWcuTl3Tiur7xGGPIKShm+qoE3v5hL4lpebSKDeX2oa24qlfTU65hk5pDAU9ERESkGjualc/kZQeYsmw/KTmFdGgUzq2DW3JRt8ZeDVMHUnKZ9ONepq9KILewhCFtYrl9aEvOalefrYeyePKzTazen0af5lH8/YouFVo3Jid2MD2Ph6avZ+meFM7t0IAOjcOZvOwAGXlF9GkexR3DWnF+x4bVZr9A8RwFPBEREZFqaHNSBpN+2McX65MoLHFxbocG3DqkJYNax1TqVLWM3CKmrNjPuz/u42hWAS1iQkhIyyMiOIDHRnbg6l5xChle4nJZ3lmyj+fmbqOoxMUFnRoyflhrejeP8nVp4kMKeCIiIiLVRInL8s3WI0z6cS/L9qQSEujPNb3juGlQC593DCwsdvH5+iSmr0ygXaMwHrqg/RnvoSblcyQzn8JiV5l7CErto4AnIiIiUsVlFxQzfWUC7y7Zx4HUXJpGBnPToOZc16cZESEBvi5PRKqQkwU8rYAVERER8aGE1FzeXbKP6SsTyCoopnfzKB4d2YELOp3ZfnQiUjsp4ImIiIh4kbWW3MIS0nILScspIjW3kLScQlJzClm+N4UFW47gZwwXd2vMLYNbVolNqUWk+lLAExEREZ86nJFPSk4BHRrVqxL7kJ2ODYnp7D2WQ1pOIWm5RaTlOsHN+V7kBLncQgqLXWU+PzIkgLvOas0NA5vTOCK4kqsXkZpIAU9EREQqXXGJi++2JzN1xQEWbj+Ky0JEcAADW8UwuG0sg1vH0DI2tMpuanwsu4C/fr6ZLzcc+vk+Y5zXEB0SSFRoIE0jg+natB5RoYHOfe77o0MDiAoJJDo0kHpBAeo+KSIepYAnIiIilSYhNZfpqxKYviqBI5kFNAivy++Gt6F1g1CW7k7hx10pzN18GIAmEUEMbhPL4DaxDGoTQ4PwIB9X/8sG1H//agu5BSU8eH47LuramKiQACKCA7RmTkR8zqsBzxgzAngZ8AfestY+e9zjEcBkoJm7ln9ba9/xZk0iIiJSuYpKXHyz9Qgfrkhg8c5kAIa3q8/fL2/GOR0a/ByKruwZh7WW/Sm5/LDrGEt2H2PB1iN8vDoRgHYNwxjcJpYhbWLp3yrGqxt8lyUhNZfHP9nI4p3H6NM8imev7kqbBuGVWoOIyKl4bZsEY4w/sAM4H0gEVgKjrbVbSh3zOBBhrX3EGFMf2A40stYWnui82iZBRESketifksO0lQl8vCqRY9kFNI4I4to+8VzbN56mkeVbb1bismxJyuTH3cf4cdcxVuxNpaDYhb+foUd85M+Br3fzKK+t3ytxWd5dso9/z9uOn4FHRnZgXP/mmlopIj7jq20S+gG7rLV73EVMAy4HtpQ6xgLhxplgHwakAsVerElERES8qLDYxfwth5m64gA/7krB389wdvsGjOkfz1ntGpx2CPP3M3SNi6BrXAR3ndWa/KIS1hxI48ddx/hhVwqvfruTV77ZSaN6QVzduymjesfTMjbUY69n++EsHpm5gXUJ6Zzdvj7/uLJrucOpiIgveHMEbxQwwlp7u/v2DUB/a+29pY4JBz4HOgDhwHXW2q/KONd4YDxAs2bNeu/fv98rNYuIiNRWhcUukrMLKvz8jNwiPl13kJmrE0nJKaRpZDDX943nmj7xNIrw3tq5jLwiFu9MZtaagz83a+nbIopresdzUbfGFZ7GWVBcwmvf7eZ/C3cRHhTAXy7txGXdm1TZpi8iUrucbATPmwHvGuDC4wJeP2vt70sdMwoYDDwItAYWAN2ttZknOq+maIqIiHhOicsya00iLy7YwaGM/DM6Vx0/w3kdGzK6fzOGtImt9C0PjmTmM2vNQT5encCe5BxCAv25qGtjrukdR7+W0eUOZ6v3p/HIzA3sOprNlT2b8uQlnYgODfRy9SIi5eerKZqJQHyp23FA0nHH3AI8a52UucsYsxdnNG+FF+sSERERYPHOZP5v9ja2Hsqke1wE957ThgC/inWBrONvGNI21qedLhvWC+Lu4a2566xWrDmQzozVCXyx/hAzVifSPCaEUb3iuLp3HE1OMMUyu6CYf8/bzntL99EkIph3bunL2e0bVPKrEBE5M94cwauD02TlXOAgTpOVMdbazaWO+R9wxFr7V2NMQ2ANzgjesROdVyN4IiIiZ2broUz+OWcbi3YkEx8dzMMXduCSro1rZNOQ3MJi5m46zMerElm6JwVjYEibWK7pE88FnRoSFOAPwHfbj/LEJ5tIysjjpoEteOjC9pXepVNEpLx8MkXTfeGLgJdwtkmYZK19xhhzF4C1doIxpgnwLtAYMDijeZNPdk4FPBERkYo5nJHPC/O3M2NNIvWCAvj9OW24YWBz6tbx93VplSIhNZePVycyc3UiB9PzqBdUh8t6NCE7v5hP1yXRpkEYz13djd7No3xdqojISfks4HmDAp6IiMjpycov4o3v9/DWD3twueCmQc259+y2RIQE+Lo0n3C5LEv3pPDxqgTmbDqMy1p+N7wNvzu7da0JuyJSvflqDZ6IiIj4UFGJi2krDvDS1ztJySnksu5NePjC9sRHh/i6NJ/y8zMMbhPL4Dax/C2/iMJiF7FhdX1dloiIRyjgiYiIeIC1loTUPBLTcunfKqbSO0geX8v8LUd4bu429iTn0L9lNJMu6kj3+Eif1VRV1QuqnaOYIlJzKeCJiIhUgMtl2X4ki5X7UlmxN5WV+1I5kunsI9evZTQvXdfjhN0avWntgTT+OXsbK/al0rp+KG/e2IfzOjbQ/m0iIrWEAp6IiEg5FBSXsDExgxX7Ulm5N5VV+9PIyi8GoFG9IPq1jKFfiygwhmdnb2Xky4t57uqujOjSuFLqS0rP4/9mb+XLDYeIDQvkH1d04fq+8dTxr9i2ByIiUj0p4ImIiJQhu6CY1fvTWLk3lRX7UlmfkE5BsQuA1vVDubhrY/q2iKZfy2jiooJ/NUI2tE0s909by12T1zC6XzOeuqQTwYHead5RWOxi0o97efnrnVgs953ThvFntVaLfxGRWkr/+ouIiLi5XJa3ftjD5+uT2JKUicuCv5+hc5N6jBvQnL4tounbIoqYUzTkaBEbysd3DeLFBTt4Y9FuVu5L5ZXre9KpST2P1rtsTwpPfrqJnUezOb9TQ566pFOtb6AiIlLbaZsEERERICOviAemreW77cn0aR7FoNYx9G0ZTc9mUWc0GvbjrmP84aN1pOcW8dhFHbh5UIszXg93NCuff87exidrDxIXFczTl3Xm3I4Nz+icIiJSfWgfPBERkZPYfjiLOz9YxcH0PJ66tDPj+jfzaFOSlOwCHpm5ga+3HuXs9vV5/pruFWrLX+KyTF62n3/P205BsYs7z2rF74a38dr0TxERqZoU8ERERE7gyw1J/GnGBkLr1mHCuF70bh7tletYa3l/6X6emb2ViOAAXry2O0Pb1i/389ceSOOJTzexOSmToW1jefqyzrSqH+aVWkVEpGrTRuciIiLHKS5x8fz87bzx/R56N4/if2N70aBekNeuZ4zhpkEt6NcymvumruWGt1cwflgrHrqgPYF1TtzpMi2nkH/N2860lQdoEF6X18b04qKujbTtgYiIlEkBT0REap3UnELum7qWH3YdY9yAZjx1SeeThixP6ti4Hp/fO4R/fLWFiYv2sHR3Cq+M7knL2NBfHedyWT5encCzc7aRmV/MbYNb8sD57dQdU0RETkpTNEVEpFbZdDCDOz9YTXJ2Af+4vAvX9o33WS3zNh/mkZkbKCx28fRlnRnVOw5jDFuSMnni042sOZBO3xZR/P2KLnRo5NkOnCIiUn1piqaIiAgwa00ij83aSHRoIB/fOZDu8ZE+refCzo3oFhfBHz5ax8MzNrBo5zFiwwJ5b8k+okIC+fc13bm6V1NNxxQRkXJTwBMRkRqvqMTFM19t5d0l+xjQKppXx/SqUBdLb2gcEcyU2wcw4fvdvLhgBy5rGdu/GQ9f0IGIkABflyciItWMAp6IiNRoyVkF3DNlDSv2pXLbkJY8NrIDdfwrZ71defn7Ge45uw3ndGiAtXh8Q3QREak9FPBERKTGWnMgjbsnryYjr4iXr+/B5T2a+rqkk+rYWMFORETOjAKeiIj4lMtlOZZTwKH0fA5l5JGUns/hzHyMgZjQQKJD6xIdGkB0aF337UBCAv1PuS5t6ooD/OWzzTSMqMusuwdrVExERGoFBTwREfEaay2ZecUkZeRxKCOPg+n5HErP41BGPknu74cz8ikscf3qeYF1/MDym/t/UreOnxP2wtwBMMQdAMOcALj2QBrTVyUytG0s/x3dk8iQwMp4uSIiIj6ngCciUsvkF5WQlltIWk6R8z23kLScQtJyi0jNKSQ9t5DU3CLScwspKqn4VjoFxSUczsgnt7DkV/f7+xka1QuicUQQPeIjadw1iCYRwTSOCKJJZDBNIoOJcjcXyS4oJi2niJScAlJzCknJKSTV/ZWSXUiq+/49ydmk5RSSU+pavxvemj9e0B5/P3WgFBGR2kMBT0Skhlqy+xgfrUz4ORCluwNcXlHJCZ8TXrcOUaGBRIUEEBUSeEabfwf4G85qV58mEU5oaxzpBLn64XXLHbrCgwIIDwqgWUxIuY7PLyohNacQCzSNDK5w7SIiItWVAp6ISA2TV1jCc3O38e6SfcSGBRIfHULDekF0aFTPCW6hgUSFBBIdGkBkiDOlMTIkgMjgMwt0VUFQgD9NFOxERGq3kmJI3w/HdkL2Yeh4GYRE+7qqSuPVgGeMGQG8DPgDb1lrnz3u8YeBsaVq6QjUt9amerMuEZGaal1COg9+tI49x3K4eVALHhnRgeBAf1+XJSIi4lnWQm4KpOxyglzKTji2y/meuhdcRb8cu+S/cMMnENnMd/VWImNtxddXnPTExvgDO4DzgURgJTDaWrvlBMdfCvzBWnvOyc7bp08fu2rVKk+XKyJSrRUWu3j12528tnA3DcPr8vw13RncJtbXZYmIiJwZlwuObf9tiDu2E/LTfznOLwCiW0FsW4hp4/7eFgqz4ONbITAExs2Chp189lI8yRiz2lrbp6zHvDmC1w/YZa3d4y5iGnA5UGbAA0YDU71Yj4hIjbT9cBYPTl/H5qRMru4Vx18u60S9oABflyUiInJmXCUw9XrYOf+X+8IaOeGt85W/hLjYNhDRDPxPEG1unQMfXAXvjIAx06HZgMqp30e8GfCaAgmlbicC/cs60BgTAowA7vViPSIiNUqJy/L2D3v497wdhAfV4Y0benNh50a+LktERMQzFj7rhLuzHoX2IyC6NQRVYE/Thp3htvnwwZXw/hVw7XvQ7kKPl1tVeHM1fVkt0k40H/RS4McTrb0zxow3xqwyxqxKTk72WIEiItXVgZRcRk9cxv/N3sbw9vWZ94dhCnciIlJz7JgHi/4FPcbB8EehSc+KhbufRDWHW+dB/fYwdTSs+9BztVYx3hzBSwTiS92OA5JOcOz1nGR6prV2IjARnDV4nipQRKS6sdYydUUC//hqC/7G8MI13bmqV1OM0V5vIiJSQ6Ttg1njoVFXuPjf4Kn/x4XVh5u/hGlj4dO7IScZBt/vmXNXId4MeCuBtsaYlsBBnBA35viDjDERwFnAOC/WIiJS7R3JzOeRmRtYuD2ZwW1i+Neo7trrTUREapaifPjoBsDCtR9AgIf/P1c3HMZ+DJ/cCQueckLeeX8Dv+q9TVBpXgt41tpiY8y9wDycbRImWWs3G2Pucj8+wX3olcB8a22Ot2oRETkTiWm5xIbVJSjAd9sNfLE+iSc+3URBcQl/vbQTNw5sgV85NwsXERGpNuY8DIc3wOhpEN3SO9eoUxeufhtCYp0tFHKOwWX/Bf+a0aDMq/vgWWtnA7OPu2/CcbffBd71Zh0iIhX11YZD3DdtLfWC6nBd32aM7d+M+OiQSrt+em4hT362mS/WJ9EjPpIXr+1Oq/phlXZ9ERGRSrPmA1jzPgz9I7Qf6d1r+fnDRc9DaH1Y+H+QmwrXvOtsp1DNeW0fPG/RPngiUlnmbz7M76asoVtcBA3Cg1iw9Qguazm3Q0NuHNicIW1ivTKKVlziYtmeVL7amMTsjYfJKSjmgfPactdZranjX3OmkIiIiPzs0Hp4+wKI7+9sSu5XibNmVr4NX/0R4vs5I4ch0ZV37Qry1T54IiLV1nfbjnLPh2vo0jSC927tR3hQAEnpeXy4/ADTVh7g661HaBkbyg0DmnN17zgigs9sWofLZVmxL5UvNyQxd9NhjmUXEhroz3mdGjJ+WCs6N4nw0CsTERGpYvLSnHV3wdHO1MnKDHcAfW+DkBiYdQe8cxGMmwkRTSu3Bg/SCJ6IyHEW70zmtvdW0b5hOJNv7/+b8FZQXMLcTYd5b8k+1hxIJzjAnyt6NuXGgc3p2Lj8LZyttaw5kM6XG5KYvfEQRzILCArw49wODbmkW2PO7tDAp+v+RESkFGth2etQtx70HOe5zo61ncsF00bDrm/gljkQ39d3tez53umwGRwJ42ZB/Xa+q+UUTjaCp4AnIlLK0t0p3PLuClrEhDJt/AAiQwJPevymgxm8v3Qfn61LoqDYRb8W0dw4qDkXdm5EQBnTKa21bDyYwZcbDvHVhkMcTM8jsI4fw9vV55LuTTi3QwNC62pyhYhIlWItzHvcCXgAXa6GS192OjLKmVn0b/j27zDyeeg/3tfVQNI6mDIKXCUwdgbE9fZ1RWVSwBMRKYdV+1K5cdIKmkYGM238AGLC6pb7uem5hXy8KpEPlu3nQGouDcLrMrpfM8b0b0aD8LpsPZTFlxuS+GrjIfan5FLHzzCsXX0u6daY8zs1JDyoZnTuEhHxumM7nel0lbVOylqY+ygsnwD974KwBvDtPyC6NVz7HjTsXDl11ES7v4PJV0Hnq+Dqt6rOqGjKbvjgSqe75nUfQJtzfV3RbyjgiYicwtoDadzw9goahNdl2p0DaBAeVKHzuFyW73ck897SfXy/Ixl/Y2gcGURCah7+foZBrWO4pFtjLuzc6JSjgyIiUoq1Tkv7r//qhKzRU6FJT+9fc/bDsPJNGHAPXPiME0L2LoaZt0F+Jlz8AvQc6906aqKMRHhjmNPF8vZvoG4V6xCddRgmj4KsJLh/Q5WrTwFPROQkNh3MYPSby4gODeSj8QNpFFGxcHe8/Sk5TF62n93JOZzToQEjuzQ6rVFBERFxy0uDT38H22dD+4vg8CZng+orJ0DnK7xzTZcLZv8RVk2CQffB+X/79QhT1hEn5O1b7KzJG/l8jWixXymKC+GdkZC8DcYvhNi2vq6obPkZkLILmla9aZoKeCIiJ7D1UCaj31xGaGAdpt81kKaRwb4uSURESju4Bj6+CTIPwQX/gP53OlPnPhoLCcvh7D/DsIc9O73P5YIv73f2ZBvyBzj3L2Wf31UCC/8Ji56HBp3h2vchto3n6qipZj8MKybCNe95L6DXcCcLeNpQSURqrZ1Hshj71nKCA/yZescAhTsRkarEWljxJky60Pn51rkw4C4naIXVh5u+gO6j4btnnJG0ojzPXNflgi9+795w+6EThztw2vmf8wSMnQlZh2DiWbBplmfqqKk2fOyEu4H3Ktx5iQKeiNRKe5KzGfPWcvz9DB/eMYBmMZpWIyJSZRRkOaFt9kPQajjcuQjijhusqFMXrvgfnPdXJ1S9e7GzbupMuErgs3tg7WQ46xEnvJVnZLDteXDXYmjQCWbc4oxQFRecWS010ZEt8MV90Gyg8/cmXqGAJyK1zv6UHMa8uRyXyzL1jv60jA31dUkiIvKTI5th4nDY/Ikzejb6oxN3zDTGmUJ53WQ4ug3ePAcOra/YdV0lzjq/9R/C8Mfh7MdPb9pnRBzcMtsZmVoxESaNgLT9FaulJsrPhOk3QGAYXPMu+Kt7tLco4IlIrZKYlsuYN5dTUFzClDv606aB9jCSGiTriK8rEDkza6fAm+dCQbYzBXPog+BXjo+rHS9xpnBinGC19YvTu25JMXxyJ2yY5ozaDX+kQuXjH+B02rxustNq/42hsH1Oxc5Vk1jrjIym7nXCXXgjX1dUoyngiUitcSgjj9FvLiMrv4gPbutPh0b1fF2SiOfsmA8vtIOFz/m6kurFWmfNlfhWYS58eg989juI7+tMd2wx5PTO0bgb3PGtM03yo3HOBtrlaSZYUgyz7oCNHzsjhsMerthrKK3jpXDnQohsDlOvhwVPQUnRmZ+3ulr6Gmz93JmW2WKwr6up8RTwRKRWOJqZz5g3l5OWU8T7t/WnS9MIX5ck4jnWOp38MLDw/5xREDm1ojxnytjzreHbZyA72dcV1U7HdsJb58G6KTDsT3DDp84+dxUR3hBu/gq6XgPf/h1mjYei/BMfX1IEM2+FzbOcbRCGPlix65YluhXctgD63Ao/vgzvXQqZSZ47f3WxY74TcDteCoN+7+tqagUFPBGp8RJScxnz1nKOZObz3q196REf6euSRDxr9zeQtAYuet5pSPHFfbDrG19XVbXlpcMHV8HWL50Rn0XPw386wxf3w7Fdvq6u9tg001lvl3UIxs6Ac/7sdKY8EwFBcNWbzlTLjdPhvUsg++hvjysudBqibPkMLngGBt9/Ztc9US2X/AeuegsObYAJQyGxFm33te8H55cojbrA5a97disLOSHtgyciNU5BcQmr9qWxcPtRvt+RzI4j2QQF+PHuLf0Y0CrG1+WJeJa1zpqjjAS4by0U58OkkZB+AG6dA426+rrCqifrMEy+GpK3w1VvQJernVGkpa/CuqlQUggdLnZGG5oN8HW1NVNxAcz7M6x8E+L7w6hJTpMST9vyGcy6E0JiYMy0X/57KC6Ej2+G7V/BiGdhwN2ev/bxkrfDh9dB9hG49gOn82ZNdnANvHcZ1GsCt8yBUP3/15O00bmI1HgHUnL5fsdRFm5PZsnuFPKKSgj096Nfy2jOalefCzs30lYIUjPtXeyMUIx8HvqPd+7LOOhMecPC7V9754NzdZWyGz64AnJS4PrJ0PqcXz+efdTpgLjyLchLg7h+MPg+aH/RmY8siRPs9i6G7/4BSWudjpPn/dW7HRWT1sHU0ZCfAVe/BW3Ohek3wY45v/7vpjJkH4XJV8HRrc4WD92urbxrV6ajW+GdkVA3HG6d54Q88SgFPBGpcfKLSli6J4XvtyezaEcye47lANAsOoTh7etzVrv6DGgVQ2jdOj6uVMTL3rvUGRm4fz0EBP9y/5HNzsheRJzz2/PgSJ+VWGUkrYXJowDrTAds2uvExxbmOGsZl74K6fshujUMvAd6jPn1n7MvJa1zQmhINARHO6NUgVXwF1k5KbBzHmyfDbu+haIcCIqEy19zul9WhqzDTshLWgsNO8ORTXDxC9D39sq5fmn5GTBtLOxbXHmjhyXFkLjC+YWFv5f/v5i61/m3B5xZBNGtvHu9WkoBT0SqPWste47lsHB7Mt/vSGb5nhQKil3UrePHwNYxDG9Xn7PaN6BFTAhGc/yltjiwHCZdABf8o+zmBXsWOlMRmw+CsTOhTmCll1guJUXOyE7dMO9dY8/3MG2ME4Ru+ARi25SztmLY9gX8+IqzzjEkBvqNh753+HbK2ZL/wvwnfnt/nSCnxuBoJ/iVDn8h0aUei4KwhhDepHzbEJyuYzudQLd9DiQsB+uC8MbQfqQzGtpiqLM+rTIV5Tn73G2eBZe8BH1uqdzr/6qWfJh1u7Odw5AH4dynvLc+7dgu+PQuSFwJzYfAqLe9t01BZpIT7goy4ebZ0LCTd64jCngiUr0dTM/j5kkr2Hk0G4DW9UM5q10DhrevT7+W0QQFaNqU1FKTr3ZGJB7YCIGhZR+zbqrz4a7b9XDlhKrX5KAgGz640hlxHHSvM2UvyMNbmGz+1GmDH9MGxs2Ceo1P/xzWwv4fnaC3cx7UCYaeY51RvcocobDW6Ui45BXodDn0uxPyUiE31f09BXLTnO8/3051Rvoo4zNfnWCIae382cS2hZi2TviNaXt6fw8lxU6Q+ynUpe527m/UzR3qRkLjHr5//1kLOccgrL5v6wBnY/WvHoTV70LPG5zQ6cnRNZfLWeO44C9Qpy70utGZehwY5oS8lsM8dy1wRmrfvQgyEuGmz6Fpb8+eX37ljAOeMWYmMAmYY6316WYxCngitUtOQTFX/28JB9Py+NPIDgxvV5/46Co4BUmksh1cA2+e7fzmf+gfT37s9887a56GPgTnPlk59ZVHUT58eK3Taa/VWbD7W2eEaehDTmt5T4zwrHwLvnrIaeQxZhoER535OY9ug6X/hQ3TndHHQfc6+6d5cx0ZOCHqi/uc7QT63OZ0TS3vukBXiTM1MDf1l/CXmeSsSUzZ6Yy4pe93Rtp+EtawVOBzh77Yts7ebv51ID/T+TvbPscJvXlp4BfgBIf2I6HdCIiM986fRU1hLXz3f7DoX9D+Yid4eWIKcHqCs6fg3kXQ5jy47FXnFxtHt8L0GyFlFwx/3Pm3wxMjuPmZ7uni25zpzy2Hnvk55aQ8EfDOA24BBgAfA+9aa7eV43kjgJcBf+Ata+2zZRwzHHgJCACOWWvPOtk5FfBEag+Xy3Ln5NV8s/UI79zSj7PaVYHfuIpUFVPHOCNKD2w89UiLtU4wWPM+XPoy9L65Uko8qZIip9HF9q/gignQY7QTWr/5G+z5DiLiYfhj0P36ijU3sRYWPgvfP+sEjVHveH59WtZhZ//B1e9C/AB3J8imnr3GTwpznZb+O+Y6fy5nPeL50bDiAkjb54S9lJ3O1L6fwl9e6i/H+QVAZDOnU6uryAnN7UY4oa71OU5jDTk9yyfCnD9Bs4EwemrF18xaC+s+hLmPOqH+wmec/95Lv1cKsuHLB5yN3Vuf62wpcSbTjQtzYcooZwT3+g+h3YUVP5eUm8emaBpjIoDRwJ+BBOBNYLK1tqiMY/2BHcD5QCKwEhhtrd1S6phIYAkwwlp7wBjTwFpbxkYlv1DAE6k9npu7jf8t3M1fLu3ELYNb+rockarj8CaYMNj5oD/80fI9p6QIpl4Pu7+DMR9B2/O9W+PJuFzOtNENH8FF/4Z+d/z68T0L4eu/OtNP63eAc550ti0ob6BxlTgflle+BT3GwqWveLexxMYZ8Pl9v+y/1uZcz54/Lw0+vN75AH3xv33TGCQ39Zfgl7LLGfmLbOb8vVRG447aYNNMZ0uH+u1h3MzTXyeXfdTZx3H7bGg+2GliE32C/3daC6vfgTmPQGh95xcgzfqffs3Fhc7a1l1fOx1Ku446/XNIhXgk4BljYoBxwA1AEjAFGAJ0tdYOL+P4gcBfrbUXum8/BmCt/WepY34HNLHWlrFKuGwKeCK1w6w1iTw4fT1j+jfjmSu6qHGKSGnTb3I2Mv/DxtObcliQBe9c5Hw4v+UraNLTezWeiLUw+yEnfJ3zJAx76MTHbf0cvvm7Eyri+jrt9FsMOfn5iwtg1njY8qmzcfV5T1fOuq/kHfDxTc4UuLP+5IyweWJbhcwkZ0P21N1w1UTofOWZn1Oqrt3fwrRxEBrrNAOKaV2+5235DL78gzM6d+5TMOB35Zt6mbTOed9mJDr/rQy85/R+kTLzNtj8ie+b1tRCJwt45Zp0a4yZBSwGQoBLrbWXWWs/stb+HjhRy6umOKN8P0l031daOyDKGLPQGLPaGHNjeeoRkZpt9f5UHp25kUGtY3j6ss4KdyKlJW93Psz1u+P015PVDYexHzvdFD+8DtL2e6fGk/nmb064G3TfydcOGuM0EfndMmcELuMgvHux01jm0Pqyn1OQBVOuccLdBc/A+X+rvKYe9dvB7d9A99Hw/XNO45jsk05KOrVjO+HtC5xN7MfOULirDVqfAzd/AYXZzt990rqTH5+XBjPvcNbVRcTDnYucNaHlXVfXpAeM/96ZYjv/z/DROMhLP/XzrHWmeW7+BM7/u8JdFVPeVZWvWms7WWv/aa09VPqBEyVHoKx/UY8fLqwD9AYuBi4EnjTGtPvNiYwZb4xZZYxZlZycXM6SRaQ6SkzL5c4PVtMkMojXx/YiwN8L7btFqrNF/3aaMAy8p2LPD2/khIXifCcM5aV5tr6T+eE/8MOL0PuW8ocv/zrQ+ya4b43zQTJxFbwxDGbc6oxE/iQ72QmA+36AK99wPuRWtsAQuPJ/TkOLhOUwYSjs+7Fi5zq4GiZd6LT2v/lLpwmN1A5NezubgweEwLuXOFt8lGXXN/D6IGdq5/DH4PavoUGH079ecCRcNxku/D9njecbw5zp0SdirbNFx5r3nYZIg+87/WuKV5X3k1NH93o5AIwxUe7plSeTCJRunRSHM7Xz+GPmWmtzrLXHgEVA9+NPZK2daK3tY63tU7++miyI1FQ5BcXc/t4qCopdvHVTXyJDquieXSK+krIbNs1wOkyGxlb8PA06OM0Q0vY6Gy4XF3iuxhNZ+Zazrq7LKGeD6dMdWQsIdj5I3r/e+VC5fQ681s+ZlpawwtkPMHkHjJ7mNGbxpV43OKN5gaFOZ8Ef/uOsOyyv3d/Cu5c6z79tvm+m0opvxbaF2+Y5XUinjHK2+vhJQTZ8+SBMvsppsHTHN85a3DPp4mqM80ujW+aAq9gZPVz5thPmjrfoeVj6qrNFxznlXmUllai8XTTXWWt7HHffWmvtCf/FMcbUwWmyci5wEKfJyhhr7eZSx3QEXsUZvQsEVgDXW2s3nei8WoMnUjO5XJbxH6zmu+1HeefmvgxTx0yR3/rsHqehx/0bILzhmZ9v4wxnDU2Xq+Gqt7yz4TU42wnMGu9017tusme2E8g64rSWX/2u84E0KNKZfhrf78zP7Sn5mfD5750po+1GwBX/c6bHnszGGfDJXRVvtCE1y68a7LwADTs774+0fU4gO+dJz28Yn5MCn4x3Gqd0vcZZX1fXvSJr2QSY+wh0H+M0cfHWvxlySidbg1felkd+xhhj3WnQ3SHzpL9at9YWG2PuBebhbJMwyVq72Rhzl/vxCdbarcaYucAGwIWzlcIJw52I1Fz/mredr7ce4enLOivciZQlbT+sn+bsf+aJcAdOx7uMBGdkLSLOmTbpadtmOx9IWwyBa9713F5x4Q2dD7wD74HV7zlr3yoyPc2bguo5r3nFmzDvcWfq2zXvQdwJNoBe/obT1fBMW+VLzREc5TRbmXGLsyk6xuleevNX0GKwd64ZGgNjPoYfXnD26Du0Hq5939nGZO4j0OESuOy/CndVWHlH8J4HWgATcNbR3QUkWGtPsbOq52kET6TmmbE6kYc+Xs/Y/s34hzpmipTtyz/Amg/g/nVOGPMUa+GrP8Kqt+GsR2HA3Z4LFnsWwpRrnVGHmz6v3fujHVwN02+GrEPO3mT9xv8yTdVa+O4ZZ+qbJze7lpqjpBgWPAW2xJkWWVn/Le1dBDNucxoYlRRAy7OcbVbq1K2c68sJeWKjcz/gTpzplgaYjzPaVuLJQstDAU+kZlm1L5Uxby6nT4so3ru1n5qqiJQlMwle7g49xjgblXtaSbEzQrD1c/CvCx0vhZ5joeXwiv+WPnEVvHcZRDV3RhtONTWxNshNhU/vdhpZdLrCGQUJDHVGZla/Cz3HwSUva085qVqyDsOnv3PC5fUfOu9Z8TmPbXReFSjgidQcCam5XPHaj4QH1eHTewarqYrIicx5FFZMdDpJRrXwzjWsdaZirZ0MGz+G/HSoF+eEyh5jTrxhclkOb3I6WgZHwa1ztY6sNJcLlv4Xvn7aCb8xbWHnPBjyoLN/mWYwiEg5eGIEry3wT6AT8PNKTmttK08VWV4KeCI1Q3ZBMaP+t4SD6Xl8es9gWtc/0ZaaIrVc9lF4qavTCOWK1yvnmkX5sH22E/Z2fwtYaD7EGdXrdPnJf4OfshsmjQC/Ok64i2peOTVXN/uXOFs9ZB2CEc86U2NFRMrJE01W3gH+AvwHOBu4hbL3uRMROaUSl+WBaWvZeTSbd2/pq3AncjJL/gslhSffFNzTAoKgy1XOV8ZBWD8V1k1xphfOftjZcLvnOIjv/+sRp4xEeP9yZyrXjV8q3J1M80Fw9xJI369tEETEo8ob8IKttd+4O2nuB/5qjFmME/pERE7Lv+Zt4+utR/nb5Z0Z2lYdM0VOKCfF2Yuqy9UQ09o3NUQ0hWEPOQHzwFJYOwU2zYK1H0BMG+gx1ulg6VcH3r8C8jPgpi+cNv9yciHRWpsoIh5X3oCX7260stO99cFBoIH3yhKRqqjEZfH3O7PB+49XJfDG93sYN6AZNw5s4ZnCRGqqZa9DUU7ljt6diDHOqFPzQTDyOdjymTOF85un4du/Q0iMswHzDbOgSQ9fVysiUmuVN+A9AIQA9wF/x5mmeZOXahKRKiQrv4gFW47wxfokFu88RnCAP40jg2gSGUzjiGCaRATRODKYJpFBNIkIplFEEEEB/mWea+W+VB7/ZCOD28Twl0s7V/IrEalm8tKdxiodL4MGHX1dza/VDXPW4/Uc66y5W/ch7JwPV/7FCYAiIuIzpwx47k3Nr7XWPgxk46y/E5EaLK+whG+3HeWL9Ul8u/0ohcUumkQEMW5Ac6y1JGXkcygjj42JGaTkFP7m+TGhgU4IjAh2B8EgYsPq8szsrcRFhfD6mN7aDkHkVFZMhIJMGPawrys5uZjWcO6TzpeIiPjcKQOetbbEGNPbvf6ueu2pICLlVljsYtGOZL7YkMSCLUfILSwhNqwuY/o149LujekZH4VfGdMz84tKOJSRz6H0PCf4ub8npeexLyWHpbtTyCooBqBeUB3euqkPESEBlf3yRKqXgixnema7kdC4m6+rERGRaqS8UzTXAp8ZYz4Gcn6601o7yytViUilKC5xsWxPKl+sT2LOpkNk5hcTERzA5T2acGm3JvRvFXPKNXdBAf60jA2lZeyJ26Zn5RdxKCOf+mF1iQrVXncip7TyLchLq/qjdyIiUuWUN+BFAynAOaXus4ACnkg143JZVh9I44v1SczeeIhj2YWEBvpzQedGXNq9MUPa1CewjmenT4YHBRAepFE7kXIpzIElr0LrcyCut6+rERGRaqZcAc9aq3V3IjXA5GX7ee27XRzKyKduHT/O7diAS7s14ewODU7YGEVEKtnqdyH3GAz7k68rERGRaqhcAc8Y8w7OiN2vWGtv9XhFIuJx1lpe/mYnL329k34to3lkRAfO69SQsLrlHcQXkUpRlA8/vgIthkLzgb6uRkREqqHyfrr7stTPQcCVQJLnyxERT7PW8s8525i4aA9X94rjuau7UkcdLEVO7NhOyEyCpr2d7QAqS34GLH0dsg/DVRMr77oiIlKjlHeK5szSt40xU4GvvVKRiHiMy2V58rNNTFl+gBsHNuevl3YusxOmiLjtXADTxkJJARg/aNgFmg2A+P4Q3w8i4p0Nv8+UtZC2Fw4sh4TlkLACjm4BLLQc5nyJiIhUQEXnZ7UFmnmyEBHxrOISF3+asYFZaw9y11mteWREe4wnPpiK1FTb58L0G6B+Bzj7cTi4xglfa6c4e9IBhDdxgl58f2jWHxp1A/9yNBAqLoCkde4w5/7KSXYeq1sP4vpCp8udc8YP8EyIFBGRWqm8a/Cy+PUavMPAI16pSETOWGGxi/unrWXOpsP88fx23HtOG4U7kZPZNhum3wgNO8ONn0JwFLQf6TxWUgxHNzujbAeWOd+3fOo8VicYmvZyj/C5R/lCoiH7qHNcgvv4pLVQUug8J7oVtDnvl6BYvwP4qcmRiIh4hqlue5f36dPHrlq1ytdliFRZ+UUl3DV5NQu3J/PExR25fWgrX5ckUrVt/QI+vsXZUHzcLAiOPPVzMpN+mVqZsBwOrQdXsfNYaAPIOer87B8ITXq6w9wA53tYA6+9FBERqR2MMauttX3Keqy8I3hXAt9aazPctyOB4dbaTz1VpIicueyCYm5/byXL96byz6u6MrqfZlKLnNSWz2DGrU4IGzcTgiLK97x6TaDzlc4XQGGuM0qXsByO7YAGnZzRuSY9oE5dr5UvIiJyvHKN4Blj1llrexx331prbU9vFXYiGsETKVtGbhE3vbOCjQczePHa7lzeo6mvSxKp2jbNgpm3Q1wfGDsDgur5uiIREZFyOeMRPKCsnuraQEukijiWXcANb69g99FsXh/biws7N/J1SSJV28YZMGu8M2Vy7MdQN9zXFYmIiHhEeTfDWmWMedEY09oY08oY8x9g9ameZIwZYYzZbozZZYx5tIzHhxtjMowx69xfT53uCxCp7Q5n5HPdG0vZeyybN2/qo3AnciobpsOsO5ztD8bOULgTEZEapbyjcL8HngQ+ct+eDzxxsicYY/yB14DzgURgpTHmc2vtluMOXWytvaT8JYvITxJScxnz1jLScop475Z+9G8V4+uSRKq29dPg07uh+WAY8xEEhvq6IhEREY8q70bnOcBvRuBOoR+wy1q7B8AYMw24HDg+4IlIBexOzmbsm8vJKyphyu396R4f6euSRKq2tVPgs3ucTcRHT4PAEF9XJCIi4nHlmqJpjFng7pz50+0oY8y8UzytKZBQ6nai+77jDTTGrDfGzDHGdC5PPSK13dZDmVz3xlKKXS6mjR+gcCdyKmved8Jdq+HukTuFOxERqZnKuwYv1lqb/tMNa20acKqNfMraVfn4lp1rgObW2u7Af4FPyzyRMeONMauMMauSk5PLWbJIzbQuIZ3rJy4jwN+P6XcOpGNjdf6TKujYLvjhJTi0wdeVwKp34PPfQ5tzYfRUCAj2dUUiIiJeU96A5zLG/LyhljGmBb8Na8dLBOJL3Y4DkkofYK3NtNZmu3+eDQQYY2KPP5G1dqK1to+1tk/9+vXLWbJIzTN302HGvrmMiOAApt85kFb1w3xdkshv7foG3jwHvv4LvDEUJgyBZRMgN7Xya1n5Fnz5ALS9AK6bonAnIiI1XnkD3p+BH4wxHxhjPgC+Bx47xXNWAm2NMS2NMYHA9cDnpQ8wxjQyxhj3z/3c9aSczgsQqQ0Ki108/cVm7pq8mtYNwvj4roHER2uKmVRByyfClGsgMh7uXAwX/RuMP8x9BF5oD9NvhB3zoaTY+7WseBO++iO0GwnXTYaAIO9fU0RExMfK22RlrjGmDzAeWAd8BuSd4jnFxph7gXmAPzDJWrvZGHOX+/EJwCjgbmNMsft819vy7LwuUoskpuVyz4drWZ+Qzs2DWvDYRR2oW8ff12WJ/FpJEcx91Bkxa38RXPUm1A2Dxt2g3x1weBOsmwIbPoItn0F4Y+h+PfQYB7FtPF/PsglOqGx/MVzzLtQJ9Pw1REREqiBTnjxljLkduB9nmuU6YACw1Fp7jlerK0OfPn3sqlWrKvuyIj7x9ZYj/PHj9bhcln+N6sbIro19XZLIb+WlwfSbYO/3MPh+OPcv4HeCX0IUF8LOeU5Hy53zwZZAfH/oMRY6XwlBp7GmtKQY0vfDsZ2QstP9fbfzc/YR6HgpXD1J4U5ERGocY8xqa22fMh8rZ8DbCPQFlllrexhjOgBPW2uv82ypp6aAJ75mrWX7kSzaNgjH36+sXkJnrqjExfPztjNx0R46N6nH62N70TxG+3VJFXRsF0y9DtL2w2WvQI8x5X9u1hHYMM0Je8e2Q0AIdLrcCXvNB4OfH1gLuSnu8LbLHeTc31P3gqvol/OFxEBMW4hp44wc9rkV/AM8/5pFRER87GQBr7wbnedba/ONMRhj6lprtxlj2nuwRpFqY/qqBB6ZuZHmMSHcPqQlo3rHExzouSmTSel5/H7qWlbvT2PcgGY8cXEnggI0JVOqoD0LnTV1fnXgpi+g+cDTe354Q2fEb9B9cHA1rP0ANs2C9VMhqgWE1neCXX76L8/xD4ToVhDbDjpc7AS6WHeoC4n24IsTERGpnso7gvcJcAvwAHAOkAYEWGsv8mp1ZdAInvhSbmExw59fSHRoIEEB/qxLSCcqJIAbBrbgpoHNiQmre0bn/277UR78aB2FxS6evbobl3Zv4qHKpdYpyoe9i5wpjB0ugXoent678m2Y/TDUb+9sPRDVwjPnLcyFbV86a/WKC9zh7acQ1xoim594+qeIiEgtccZTNI872VlABDDXWlvogfpOiwKe+NIr3+zkxQU7mHn3QHo1i2LlvjQmLtrD11uPULeOH1f3juOOoa1oGXt60ymLS1y8uGAHry/cTYdG4bw+tpe2QJDTl53srG/bPgd2fwtFuc79xg/anOdMfWw/EuqcwS8iSoph3uOw4g1oeyFc/dbprZsTERGRM+bRgOdrCnjiK8lZBQx//juGtq3PhBt6/+qxXUezeWvxHmatOUiRy8UFnRoyflgrejc/9ZSxI5n5/H7qWlbsTWV0v3j+cmlnTcmU8rEWkrfDjjlOqEtYAVgIb+IEufYXQUQcbJwO66ZCVhIER0O3a52w17jb6V0vLx1m3OKEx4H3wvl/02iaiIiIDyjgiXjAk59u4sMVB1jwh2EnHF07mpXP+0v288Gy/WTkFdG7eRTjh7Xi/I4N8SujIcvinck8MG0duYUl/N9VXbiyZ5y3X4ZUdyXFcGCpE+i2z4a0vc79jbs7ga79SGjUDcxx7zdXCez5DtZOhm1fQUkhNOrqbFPQ7dpTr19L2Q1Tr3cam1zyIvS60TuvT0RERE5JAU/kDO1OzuaC/yxiTL9m/P2KLqc8PqegmOmrEnj7h70kpuXRMjaU24e25OpecQQF+FPisrz8zU7+++1O2jYI4/WxvWjTILwSXolUS/kZsOtr2D7X2VogP91pNtLyLCfQtRsBEU3Lf77cVNg00wl7h9Y552o/0gl7rc8B/+P6b+1dDNNvAAxc9wG0GOLBFyciIiKnSwFP5Azd+cEqfth5jO//dDaxp9FIpbjExZxNh5m4aA8bD2YQExrIDQObs2JvKkt2pzCqdxx/u7wzIYHlbWgrtYa1sPsbZ8PuPd+Bq9jZBqDdCOer9TnORuJnqvQG5Lkpv92AfPV78NWDEN0axkxzOliKiIiITyngiZyBlftSuWbCUv54fjt+f27bCp3DWsuyPalMXLSb77YnExTgx98v78I1feI9XK1Ue8WFzujakv/C0c0Q1siZQtnhYojr6701b2VtQF6/AyRvcxq0jJoEQRHeubaIiIicFgU8kQqy1nLV/5aQlJ7HwofO9sh+d/uO5RAU4E+jiCAPVCg1Rn4mrH4Xlv3PaYZSvyMM+j10vQbqBFZuLVlHnBG9LZ9Bi8FwzlO/nbYpIiIiPuOJjc5FaqW5mw6z9kA6z13d1WObmbc4zS0UpIbLOAjL/+dMhSzIhBZD4bJXnFGz4xulVJbwhjD4PudLREREqhUFPJETKCx28dzcbbRrGMao3ppKKR52eJMzDXPTDLAu6Hyls/VA016+rkxERESqMQU8kROYuuIA+1JyeefmvviXscWByGmzFvYsdILd7m8gIAT63g4DfgdRzX1dnYiIiNQACngiZcjKL+Llb3YysFUMw9vX93U5Ut2VFMHmT2HJK3B4A4Q2gHOehD63nnr/OREREZHToIAnUoYJ3+8mNaeQxy/qiPHVOijxnN3fwq5vYNjDEBxZede1FjbOgG+ehowEiGkLl74C3a6DADXZEREREc9TwBM5zqGMPN5avJfLezSha5zawld7uakw83Znj7fNn8Dlrzp7yHlbzjH48g+w9XNo0gsueh7aXgh+ft6/toiIiNRa+qQhcpwX5+/AWnjogva+LkU8Yf6TkJ8BV74BgWHwwZXw1R+hMMd719w2G14fADvmwnl/hdu/hvYjFe5ERETE6/RpQ6SUbYczmbEmkZsGNSc+OsTX5ciZ2rsY1k129pPrfj3c+b3TqXLl2zBhCBxY7tnr5WfAp7+DaaOdDcrHL4Qhf/De5uQiIiIix1HAEynl2TnbCK9bh3vObuPrUuRMFRc4UyQjm8OwPzn3BQTDhc/AzV+CqxjeGQEL/uIce6b2fA//Gwzrp8LQh+COb6Fh5zM/r4iIiMhpUMATcftx1zEWbk/m9+e0JTIk0NflyJn64T+QshMueRECjxuNbTEE7l4CPW+AH1+CicPh0IaKXacwF2b/Cd6/DOrUhdsWwLlPQh29h0RERKTyKeCJAC6X5f9mb6VpZDA3DNR+ZNVe8g5Y/AJ0GQVtziv7mLrhcNkrMOZjpxHLm2fD989DSXH5r5OwEt4YCivegP53wZ2LIa6PZ16DiIiISAV4NeAZY0YYY7YbY3YZYx49yXF9jTElxphR3qxH5EQ+W3+QzUmZPHxhe4ICtF6qWrPWmZoZEAwj/nnq49tdAL9bCp0uh+/+AZMugGM7T/6c4kL45m/OscUFcOPnMPK5344UioiIiFQyrwU8Y4w/8BowEugEjDbGdDrBcc8B87xVi8jJ5BeV8O95O+jStB6XdW/i63LkTK2bAvt/gPP/BmENyveckGgYNQlGvQOpe5wGLMv+By7Xb489vAnePMcZIew+Bu7+EVqd5dnXICIiIlJB3hzB6wfsstbusdYWAtOAy8s47vfATOCoF2sROaH3l+7jYHoej4/siJ+fNjWv1nKOwfwnIH4A9Lzx9J/f5Sr43TJoOQzmPuqsq0s/4DzmKoHFLzrr9bKPwOhpcMVrEKS9EkVERKTq8OZG502BhFK3E4H+pQ8wxjQFrgTOAfp6sRaRMqXnFvLqt7s4u319BrWJ9XU5cqbm/RkKsuHSlyu+51x4IxgzHda8D/Meh9cHwdmPweZPIXGFM5Xz4v9AaIxHSxcRERHxBG8GvLKGQuxxt18CHrHWlhhz4pETY8x4YDxAs2bNPFWfCK9+u4vsgmIeHdnR16XImdqzEDZMc7YoaNDhzM5lDPS+yZl6+ek9TtALioCr3oKuo5zHRURERKogbwa8RCC+1O04IOm4Y/oA09zhLha4yBhTbK39tPRB1tqJwESAPn36HB8SRSokITWX95fuZ1TvONo3Cvd1OXImivKcxirRrWDYQ547b1QLuOkL2P4VNO0D9Rp77twiIiIiXuDNgLcSaGuMaQkcBK4HxpQ+wFrb8qefjTHvAl8eH+5EvOX5edvx84MHz2/v61LkTC1+wWmOcuNnTvdMT/Lzg46XevacIiIiIl7itYBnrS02xtyL0x3TH5hkrd1sjLnL/fgEb11b5FQ2JKbz+fok7j27DY0ignxdjpyJo9vgh5eg2/XQarivqxERERHxKW+O4GGtnQ3MPu6+MoOdtfZmb9YiVY+1lryiEjLzisnKLyIzv4jM/GIy85zvWflFZOYVk5lfRJb7/qxSx+QWlmBtxWbsFpa4iAkN5M6zWnn4VUmlcrngywegbhhc+IyvqxERERHxOa8GPJETKXFZxr21nKV7Uk56XKC/H/WC6xAeFEC9IOd7o4gg6gUFEBJYhzPZ1eDibo0JDwqo+AnE99a+DweWwuWvQai6oIqIiIgo4IlPfLr2IEv3pHDzoBa0axj+mxBXL7gO9YICCArw93WpUlVlH4UFT0HzIdBjrK+rEREREakSFPCk0hUUl/Digh10aVqPpy7ppM3FpWLmPuZ0z7zkP9q2QERERMStgjsBi1Tch8sPcDA9jz9d2EHhTipm19ewaQYMeRDqt/N1NSIiIiJVhgKeVKrsgmJe/XYXg1rHMLSt1kxJBRTmwpcPQkwbGPIHX1cjIiIiUqVoiqZUqrcW7yElp5A/jeiA0bQ6qYhF/4L0/XDTlxCgLS5EREREStMInlSaY9kFvLloDyO7NKJHfKSvy5Hq6MhmWPJfp6lKy6G+rkZERESkylHAk0rz2ne7yCsq4Y8XtPd1KVIduVzwxf0QFAEX/MPX1YiIiIhUSZqiKZUiITWXKcsOcG2feNo0CPN1OVIdrZ4EiSvhigkQEu3rakRERESqJAU8qRT/+XoHxsD957X1dSlS3RzdBusmw8pJ0HIYdL/e1xWJiIiIVFkKeOJ12w9n8cnag4wf2orGEcG+Lkeqg/wM2DQT1k6Gg6vBrw60GwEjntWedyIiIiInoYAnXvf8vG2E1a3D3cNb+7oUqcpcLti3yAl1W7+A4nxo0Aku/D/oei2E1fd1hSIiIiJVngKeeNWqfal8vfUoD1/YnsiQQF+XI1VR2j5Y9yGsmwoZB5wmKj3HOZ0ym/TUiJ2IiIjIaVDAE6+x1vLc3G3UD6/LLYNb+LocqUoKc2Hr585o3b7FgIHWZ8N5f4EOl2h/OxEREZEKUsATr/lu+1FW7kvj71d0ISRQb7Vaz1qnC+baybBpFhRmQVRLOPsJp3FKZLyvKxQRERGp9vSpW7zC5bL8a+52mseEcH1ffXCv9XZ/B988DUlrISAEOl/pTMFsPkhTMEVEREQ8SAFPvOKz9QfZdjiLV0b3JMDfz9fliK8cXA1fPw17v4eIeLjkJeg6CuqG+7oyERERkRpJAU88rrDYxQvzd9C5ST0u6drY1+WILyTvgG//7qyzC4lxtjfocyvUqevrykRERERqNAU88bgPl+8nMS2PZ67sip+fpt/VKhmJsPBZWDfFmYo5/DEYeI9G7EREREQqiQKeeFR2QTH//XYXA1vFMKxtrK/LkcqSmwqLX4AVbwIW+t8FQ/8IoXoPiIiIiFQmBTzxqLcX7yUlp5A/jWiPUfOMmq8wB5a9Dj++AgVZ0H00DH8Uopr7ujIRERGRWkkBTzwmJbuANxfv4cLODenZLMrX5Yg3FRfCmvfg+39BzlFofzGc8wQ07OTrykRERERqNa8GPGPMCOBlwB94y1r77HGPXw78HXABxcAD1tofvFmTeM/rC3eTW1jMwxe293Up4i0uF2yaCd/9A9L2QfPBcP0UiO/n68pEREREBC8GPGOMP/AacD6QCKw0xnxurd1S6rBvgM+ttdYY0w2YDnTwVk3iPYlpuXywdD+jesfRpoEaalRISTHkp0NuirOmLTcF8lJ/+3NxPvS9AzpcVLn17V8Cs/8ERzZCw64wdga0OU/72ImIiIhUId4cwesH7LLW7gEwxkwDLgd+DnjW2uxSx4cC1ov1iBe99PVOMPDAee18XUrVt3MBbJpVKrS5A11++omf41/X2W4gJAYKMmHaaGg3AkY+B1EtvFtvdjIseBLWT3X2srv6beh8Ffhpf0MRERGRqsabAa8pkFDqdiLQ//iDjDFXAv8EGgAXl3UiY8x4YDxAs2bNPF6onJkdR7KYtSaR24a0pElksK/LqdpS98BH4yAwFCLiIDgaIptDSLQT3oKj3T8fdzsg5JeRspIiWD4BvvsnvNYfhj4Eg+/z/B5zrhJY/Q588zcozHW6Yg59CAJDPHsdEREREfEYbwa8suZt/WaEzlr7CfCJMWYYznq888o4ZiIwEaBPnz4a5atinp+3ndDAOvxueBtfl1K1WQtf/RH8AuCuH6Bek4qdxz8ABv3eGUWb95izHm79VLj439D6HM/UenC1U2vSWmg5DC56AeprdFZERESkqvPmHKtEIL7U7Tgg6UQHW2sXAa2NMdo4qxpZvT+VBVuOcOdZrYgKDfR1OVXbxhmw+1s496mKh7vSIprCte/DuJmAhQ+uhI9vhswT/md2anlp8OUf4M1znfNc/Tbc+LnCnYiIiEg14c2AtxJoa4xpaYwJBK4HPi99gDGmjXFvlmaM6QUEAilerEk8yFrLc3O2ExtWl1uHtPR1OVVbbqoz2ta0N/S9zbPnbnMe3L0Uzv4zbJ8Dr/aFJa86UznLy1pYOwX+2wdWv+tsVH7vSug6Sk1URERERKoRr03RtNYWG2PuBebhbJMwyVq72Rhzl/vxCcDVwI3GmCIgD7jOWqspmNXEvM2HWbEvlb9f3pmQQG2peFJf/9UJeeNmgZ+/588fEARn/Qm6XgNz/gTz/wzrpsDFL0LzgSd/7pHNznTMA0shrh9c/Ak07ub5GkVERETE60x1y1N9+vSxq1at8nUZtd6BlFwu/u9imseEMOvuwQTWUUfFE9q/BN4Z6aybu+Af3r+etbDtK5jzCGQmQo+xcN7TEFb/18cVZMHCZ2HZ/yAoAs5/GnqMU3dMERERkSrOGLPaWtunrMc07CKnLb+ohLsmr8bPGP43trfC3ckUF8IXD0BEMxj+WOVc0xjoeAm0PhsWPe9M19z2pbP2r/ctYPxg8ycw73HIOgS9boLz/up06xQRERGRak0BT06LtZYnPt3ElkOZvHNzX+Kj1TL/pH58GY5thzEfO1sjVKbAUCe4dR/tTMH86o+wdjIERcKe76BRN7j2A4jvW7l1iYiIiIjXKODJafloZQIzVidy3zltOLtDA1+XU7Wl7HZG0DpfCe0u8F0d9dvDTV84XTzn/9mpa+S/oM9t4K9/AkRERERqEn26k3LbmJjBU59vZmjbWO4/T23zT8pa+PIBZ/PxEc/6uhpn2ma3a6DDxVBSCMGRvq5IRERERLxAAU/KJT23kLunrCY2NJCXr++Jv59a55/Uho9g7yK4+AUIb+Tran4RGAJoWq2IiIhITaWAJ6fkclke+GgdRzLz+fiuQURrQ/OTy0lxGpjE9YXet/q6GhERERGpRdT+UE7p1e92sXB7Mk9d2pke8ZG+LqfqW/AU5GfApS9rywERERERqVT69CkntWhHMv/5egdX9mzKuP7NfF1O1bd3Mayb7Ox517Czr6sRERERkVpGAU9OKDEtl/unraVdg3CeubILxmjd3UkVFziNVSKbw7A/+boaEREREamFtAZPylRQXMI9U9ZQXGKZcENvQgL1VjmlxS9Cyi4YN9PdzEREREREpHLpU7uU6e9fbmF9YgYTxvWmZWwlb9BdHSXvgB9ehC6joM15vq5GRERERGopTdGU35i1JpHJyw5w57BWjOhShVr8V1XWwpd/gIBgGPFPX1cjIiIiIrWYRvDkV7YeyuTxTzbSr2U0D1/Y3tflVA/rpsD+H5yumWENfF2NiIiIiNRiGsGTn2XmF3H35NXUCwrg1TE9qeOvt8cp5RyD+U9As4HQ80ZfVyMiIiIitZxG8AQAay0PTV9PQloe08YPoEF4kK9Lqh7m/RkKsuGSl7TnnYiIiIj4nD6RCgATF+1h/pYjPDayA31bRPu6nOphz0LYMA2GPAANOvi6GhERERERBTyBpbtTeG7uNi7q2ojbhrT0dTnVQ1Ge01gluhUM/aOvqxERERERATRFs9Y7kpnP76euoUVsKP8a1V2bmZfX4hcgdQ/c+JnTPVNEREREpArQCF4tVljs4p4pa8gtLOGNcb0Jq6u8Xy5Ht8IPL0G366HVcF9XIyIiIiLyM32ir8X+8dUWVu1P45XRPWnbMNzX5VQPJcXw2T0QVA8ufMbX1YiIiIiI/IoCXi01fVUC7y/dz/hhrbisexNfl1N9LHsdDq6Gq9+G0FhfVyMiIiIi8itenaJpjBlhjNlujNlljHm0jMfHGmM2uL+WGGO6e7MecaxLSOeJTzYxuE0Mf9Jm5uV3bBd89wx0uAS6XO3rakREREREfsNrAc8Y4w+8BowEOgGjjTGdjjtsL3CWtbYb8HdgorfqEUdyVgF3fbCa+uF1+e/oXtrMvLxcLmdqZp26cPELoGY0IiIiIlIFefPTfT9gl7V2j7W2EJgGXF76AGvtEmttmvvmMiDOi/XUekUlLu75cA1puYW8cUNvokMDfV1S9bFiIiQsgxHPQngjX1cjIiIiIlImbwa8pkBCqduJ7vtO5DZgjhfrqfWe+WorK/am8tzV3ejSNMLX5VQfqXvhm6ehzfnQfbSvqxEREREROSFvNlkpaw6bLfNAY87GCXhDTvD4eGA8QLNmzTxVX60yY3Ui7y7Zx21DWnJFz5PlbPkVlws+/z0Yf7j0JU3NFBEREZEqzZsjeIlAfKnbcUDS8QcZY7oBbwGXW2tTyjqRtXaitbaPtbZP/fr1vVJsTbYxMYPHP9nIgFbRPDayg6/LqV7WvAv7FsOF/4AIzSAWERERkarNmwFvJdDWGNPSGBMIXA98XvoAY0wzYBZwg7V2hxdrqbVSsgu484NVxIYG8toYNVU5LekJMP8paHkW9LrJ19WIiIiIiJyS16ZoWmuLjTH3AvMAf2CStXazMeYu9+MTgKeAGOB140x9K7bW9vFWTbXNT01VUnIKmXHXIGLC6vq6pOrDWvjifrAuuOwVTc0UERERkWrBqxudW2tnA7OPu29CqZ9vB273Zg212T9nb2PZnlRevLY7XePUVOW0rJsCu7+Bkc9DVAtfVyMiIiIiUi6ar1dDfbI2kUk/7uXmQS24qpfWjp2WzEMw93FoNgj66vcPIiIiIlJ9KODVQJsOZvDozI30axnNny/u6Otyqhdr4cs/QEkBXP4q+Ok/ERERERGpPvTptYZJzSnkzg9WE+1uqhKgpiqnZ+MM2DEHznkSYlr7uhoRERERkdPi1TV4UrmKS1zc++EakrML+PjOgdQPV1OV05J9FOY8DHF9YcDdvq5GREREROS0aXinBnlu7jaW7E7hmSu60D0+0tflVD+zH4LCHLj8NfDz93U1IiIiIiKnTQGvhvhs3UHeXLyXGwc255o+8ad+gvza5k9hy2cw/FGo397X1YiIiIiIVIgCXg2wJSmTR2ZuoG+LKJ64uJOvy6l+clKc0bvG3WHQfb6uRkRERESkwrQGr5pLyS7gzsmriAwO5LWxvQiso8x+2uY+AnlpcMOn4B/g62pERERERCpMAa8aW7j9KI/M3EBaThEf3TmABuFBvi6p8iSuhh9fguhWEN8f4vtBaOzpn2fbbNj4MZz1KDTq4vEyRUREREQqkwJeNZRTUMwzs7fy4fIDtGsYxts39aVL0whfl1V5DiyHyVc7e9Rtn+MEPYCYNr+EvfgBENvu5PvY5aU5e9416AxD/1gppYuIiIiIeJMCXjWzYm8qD328noS0XO4c1oo/nN+OoIBa1PFx/1KYMgrCGsJNX0BINCStg4RlkLACdsyFdVOcY4MiIK4fNOvvBL+mvSEw9JdzzXsCcpJhzDSoE+iTlyMiIiIi4kkKeNVEflEJLy7YwZuL9xAfFcJH4wfSr2W0r8uqXPt+hCnXQL3GcNOXzneA5gOdLwBrIWU3JCz/5evbBc5jxh8adXXCXlh9WDcZhjwITXr65vWIiIiIiHiYAl41sOlgBg9OX8eOI9mM7d+Mxy/qSGjdWvZXt3cxfHgtRMQ5I3fhjco+zhiIbeN89Rzr3JeXBomr4MAyJ/Ct/QCKcp0pnGc9UnmvQURERETEy2pZSqheikpcvP7dbv777U5iwgJ595a+DG/fwNdlVb49C+HD6yGquRPuwk7zzyA4Ctqe73wBlBTD0c0Q3gQCalFjGhERERGp8RTwqqhdR7N4cPp6NiRmcEWPJjx9WRciQmphC//d38LU0U63zBs/d6ZWnin/Os6edyIiIiIiNYwCXhXjclneWbKPf83dRkigP6+P7cVFXRv7uizf2PU1TB0DsW3hxs8qtg2CiIiIiEgtooBXhSSk5vLQx+tZvjeV8zo24P+u6lq79rYrbcd8+Ggc1G8HN3wGoTG+rkhEREREpMpTwKsCrLVMX5XA377YgjGGf43qxjW94zDG+Lo039g+F6bfAA06wg2fOlshiIiIiIjIKSng+VhuYTH3T1vHgi1HGNgqhuev6UZcVIivy/KdbV/B9JugURe44ROnQYqIiIiIiJSLAp4PZRcUc+s7K1m1P5UnLu7IrYNb4udXS0ftALZ+AR/f7DRAGTcLgiN9XZGIiIiISLWigOcjGXlF3PzOCjYkZvDy9T25tHsTX5fkW1s+gxm3OpuOj5sJQRG+rkhEREREpNrx8+bJjTEjjDHbjTG7jDGPlvF4B2PMUmNMgTHmIW/WUpWk5RQy9q1lbDqYwWtjeincbZoFH98CTXs7I3cKdyIiIiIiFeK1ETxjjD/wGnA+kAisNMZ8bq3dUuqwVOA+4Apv1VHVHMsuYNxby9lzLIeJN/Th7A61cOPy0jbOgFnjIb4fjP0Y6ob7uiIRERERkWrLm1M0+wG7rLV7AIwx04DLgZ8DnrX2KHDUGHOxF+uoMo5k5jPmzWUcTM9j0k19GdK2mu/rln3UWTfnKqnY83OOwuIXoNlAGDMd6oZ5tj4RERERkVrGmwGvKZBQ6nYi0N+L16vSDqbnMebNZRzLKuC9W/rRv1U13tfNVQIr34Zv/wEFGWd2rlbD4foPITDUI6WJiIiIiNRm3gx4ZbWDtBU6kTHjgfHum9nGmO0Vrsp7YoFj5TlwwN+9XEm18jncpJG7Cij3+03kDOm9JpVF7zWpLHqvSWXy1vut+Yke8GbASwTiS92OA5IqciJr7URgoieK8hZjzCprbR9f1yG1g95vUln0XpPKoveaVBa916Qy+eL95s0umiuBtsaYlsaYQOB64HMvXk9ERERERKRW89oInrW22BhzLzAP8AcmWWs3G2Pucj8+wRjTCFgF1ANcxpgHgE7W2kxv1SUiIiIiIlJTeXWjc2vtbGD2cfdNKPXzYZypmzVBlZ5CKjWO3m9SWfRek8qi95pUFr3XpDJV+vvNWFuhviciIiIiIiJSxXhzDZ6IiIiIiIhUIgU8DzDGjDDGbDfG7DLGPOrreqTmMMZMMsYcNcZsKnVftDFmgTFmp/t7lC9rlJrBGBNvjPnOGLPVGLPZGHO/+36938SjjDFBxpgVxpj17vfa0+779V4TrzDG+Btj1hpjvnTf1ntNvMIYs88Ys9EYs84Ys8p9X6W/3xTwzpAxxh94DRgJdAJGG2M6+bYqqUHeBUYcd9+jwDfW2rbAN+7bImeqGPijtbYjMAC4x/1vmd5v4mkFwDnW2u5AD2CEMWYAeq+J99wPbC11W+818aazrbU9Sm2NUOnvNwW8M9cP2GWt3WOtLQSmAZf7uCapIay1i4DU4+6+HHjP/fN7wBWVWZPUTNbaQ9baNe6fs3A+DDVF7zfxMOvIdt8McH9Z9F4TLzDGxAEXA2+VulvvNalMlf5+U8A7c02BhFK3E933iXhLQ2vtIXA+lAMNfFyP1DDGmBZAT2A5er+JF7inzK0DjgILrLV6r4m3vAT8CXCVuk/vNfEWC8w3xqw2xox331fp7zevbpNQS5gy7lNrUhGplowxYcBM4AFrbaYxZf0TJ3JmrLUlQA9jTCTwiTGmi49LkhrIGHMJcNRau9oYM9zH5UjtMNham2SMaQAsMMZs80URGsE7c4lAfKnbcUCSj2qR2uGIMaYxgPv7UR/XIzWEMSYAJ9xNsdbOct+t95t4jbU2HViIs9ZY7zXxtMHAZcaYfThLaM4xxkxG7zXxEmttkvv7UeATnKVclf5+U8A7cyuBtsaYlsaYQOB64HMf1yQ12+fATe6fbwI+82EtUkMYZ6jubWCrtfbFUg/p/SYeZYyp7x65wxgTDJwHbEPvNfEwa+1j1to4a20LnM9n31prx6H3mniBMSbUGBP+08/ABcAmfPB+00bnHmCMuQhnjrc/MMla+4xvK5KawhgzFRgOxAJHgL8AnwLTgWbAAeAaa+3xjVhETosxZgiwGNjIL2tVHsdZh6f3m3iMMaYbTqMBf5xfNE+31v7NGBOD3mviJe4pmg9Zay/Re028wRjTCmfUDpxlcB9aa5/xxftNAU9ERERERKSG0BRNERERERGRGkIBT0REREREpIZQwBMREREREakhFPBERERERERqCAU8ERERERGRGkIBT0RExMOMMcONMV/6ug4REal9FPBERERERERqCAU8ERGptYwx44wxK4wx64wxbxhj/I0x2caYF4wxa4wx3xhj6ruP7WGMWWaM2WCM+cQYE+W+v40x5mtjzHr3c1q7Tx9mjJlhjNlmjJlijDE+e6EiIlJrKOCJiEitZIzpCFwHDLbW9gBKgLFAKLDGWtsL+B74i/sp7wOPWGu7ARtL3T8FeM1a2x0YBBxy398TeADoBLQCBnv5JYmIiFDH1wWIiIj4yLlAb2Cle3AtGDgKuICP3MdMBmYZYyKASGvt9+773wM+NsaEA02ttZ8AWGvzAdznW2GtTXTfXge0AH7w+qsSEZFaTQFPRERqKwO8Z6197Fd3GvPkccfZU5zjRApK/VyC/p8rIiKVQFM0RUSktvoGGGWMaQBgjIk2xjTH+X/jKPcxY4AfrLUZQJoxZqj7/huA7621mUCiMeYK9znqGmNCKvNFiIiIlKbfJoqISK1krd1ijHkCmG+M8QOKgHuAHKCzMWY1kIGzTg/gJmCCO8DtAW5x338D8IYx5m/uc1xTiS9DRETkV4y1J5t5IiIiUrsYY7KttWG+rkNERKQiNEVTRERERESkhtAInoiIiIiISA2hETwREREREZEaQgFPRERERESkhlDAExERERERqSEU8ERERERERGoIBTwREREREZEaQgFPRERERESkhvh/UtNdkj/QpqwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.ylim(0.1,1)\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28dd2b7d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}