TrainingFacenetWithArcFaceLoss.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TrainingFacenetRemontada (1).ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/BlaiseMarvin/FaceRecognitionPaymentSystem/blob/main/TrainingFacenetWithArcFaceLoss.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8kc6LRT3n1zs"
      },
      "source": [
        "## RE-TRAINING THE FACENET MODEL USING BLACK-FACES"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mA_LhHNC9rpz",
        "outputId": "d34e3b4f-3abf-44f8-f912-3094e4907389"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4kGn24yZZfd7"
      },
      "source": [
        "## The Arcface loss class"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FGXqL3j-7t_O"
      },
      "source": [
        "import math as m\n",
        "\n",
        "import numpy as np\n",
        "from tqdm import tqdm\n",
        "import math\n",
        "import os\n",
        "\n",
        "import tensorflow as tf\n",
        "\n",
        "import tensorflow.keras\n",
        "from tensorflow.keras.models import *\n",
        "from tensorflow.keras.models import load_model\n",
        "from tensorflow.keras.layers import *\n",
        "from tensorflow.keras.layers import Dense, Flatten, Dropout, Input\n",
        "from tensorflow.keras.optimizers import Adam, RMSprop\n",
        "from tensorflow.keras.metrics import categorical_crossentropy\n",
        "from tensorflow.keras.preprocessing import image\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras.layers import BatchNormalization\n",
        "from tensorflow.keras.layers import Conv2D\n",
        "from tensorflow.keras.layers import Layer\n",
        "from tensorflow.keras.applications.densenet import DenseNet121\n",
        "from tensorflow.keras.callbacks import *\n",
        "from tensorflow.keras import backend as K\n",
        "from tensorflow.keras import regularizers\n",
        "from tensorflow.keras.metrics import categorical_accuracy\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras import Model \n",
        "\n",
        "\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_7G46HMXZeuF"
      },
      "source": [
        "# Original paper: https://arxiv.org/pdf/1801.07698.pdf\n",
        "# Original implementation: https://github.com/deepinsight/insightface\n",
        "# Adapted from tensorflow implementation: https://github.com/luckycallor/InsightFace-tensorflow\n",
        "\n",
        "\n",
        "\n",
        "class ArcFace(Layer):\n",
        "    '''Custom Keras layer implementing ArcFace including:\n",
        "    1. Generation of embeddings\n",
        "    2. Loss function\n",
        "    3. Accuracy function\n",
        "    '''\n",
        "\n",
        "    def __init__(self, output_dim, class_num, margin=0.5, scale=64., **kwargs):\n",
        "        self.output_dim = output_dim\n",
        "        self.class_num = class_num\n",
        "        self.margin = margin\n",
        "        self.s = scale\n",
        "\n",
        "        self.cos_m = tf.math.cos(margin)\n",
        "        self.sin_m = tf.math.sin(margin)\n",
        "        self.mm = self.sin_m * margin\n",
        "        self.threshold = tf.math.cos(tf.constant(m.pi) - margin)\n",
        "        super(ArcFace, self).__init__(**kwargs)\n",
        "\n",
        "\n",
        "    def build(self, input_shape):\n",
        "        # Create a trainable weight variable for this layer.\n",
        "        self.kernel = self.add_weight(name='kernel', \n",
        "                                      shape=(input_shape[1], self.class_num),\n",
        "                                      initializer='glorot_normal',\n",
        "                                      trainable=True)\n",
        "        super(ArcFace, self).build(input_shape)  # Be sure to call this at the end\n",
        "\n",
        "\n",
        "    def call(self, x):\n",
        "        embeddings = tf.nn.l2_normalize(x, axis=1, name='normed_embeddings')\n",
        "        weights = tf.nn.l2_normalize(self.kernel, axis=0, name='normed_weights')\n",
        "        cos_t = tf.matmul(embeddings, weights, name='cos_t')\n",
        "        return cos_t\n",
        "\n",
        "\n",
        "    def get_logits(self, labels, y_pred):\n",
        "        cos_t = y_pred\n",
        "        cos_t2 = tf.square(cos_t, name='cos_2')\n",
        "        sin_t2 = tf.subtract(1., cos_t2, name='sin_2')\n",
        "        sin_t = tf.sqrt(sin_t2, name='sin_t')\n",
        "        cos_mt = self.s * tf.subtract(tf.multiply(cos_t, self.cos_m), tf.multiply(sin_t, self.sin_m), name='cos_mt')\n",
        "        cond_v = cos_t - self.threshold\n",
        "        cond = tf.cast(tf.nn.relu(cond_v, name='if_else'), dtype=tf.bool)\n",
        "        keep_val = self.s*(cos_t - self.mm)\n",
        "        cos_mt_temp = tf.where(cond, cos_mt, keep_val)\n",
        "        mask = tf.one_hot(labels, depth=self.class_num, name='one_hot_mask')\n",
        "        inv_mask = tf.subtract(1., mask, name='inverse_mask')\n",
        "        s_cos_t = tf.multiply(self.s, cos_t, name='scalar_cos_t')\n",
        "        output = tf.add(tf.multiply(s_cos_t, inv_mask), tf.multiply(cos_mt_temp, mask), name='arcface_logits')\n",
        "        return output\n",
        "\n",
        "\n",
        "    def loss(self, y_true, y_pred):\n",
        "        labels = K.argmax(y_true, axis=-1)\n",
        "        logits = self.get_logits(labels, y_pred)\n",
        "        loss = tf.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits)\n",
        "        return loss\n",
        "\n",
        "\n",
        "    def accuracy(self, y_true, y_pred):\n",
        "        labels = K.argmax(y_true, axis=-1)\n",
        "        logits = self.get_logits(labels, y_pred)\n",
        "        accuracy = categorical_accuracy(y_true=labels, y_pred=logits)\n",
        "        return accuracy\n",
        "    \n",
        "\n",
        "    def compute_output_shape(self, input_shape):\n",
        "        return (input_shape[0], self.output_dim)\n",
        "\n"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wPpKDHgpzMWU",
        "outputId": "87bc8279-55c5-429d-c544-3177405cf85f"
      },
      "source": [
        "import os\n",
        "from os import listdir\n",
        "\n",
        "path=\"/content/drive/MyDrive/Dataset/Training/\"\n",
        "count=0\n",
        "for f in listdir(path):\n",
        "  count=0\n",
        "  for nome in listdir(path+f):\n",
        "    count+=1\n",
        "  print(\"Name: \",f,\"count: \",count)\n",
        "\n",
        "\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Name:  Ruth count:  20\n",
            "Name:  Sandra count:  39\n",
            "Name:  Samson count:  68\n",
            "Name:  Vanny count:  38\n",
            "Name:  Pesh count:  58\n",
            "Name:  Menk count:  56\n",
            "Name:  Nabata count:  48\n",
            "Name:  Mcvex count:  50\n",
            "Name:  Raymond count:  21\n",
            "Name:  Nduhukire count:  54\n",
            "Name:  Renal count:  26\n",
            "Name:  Remuneration count:  71\n",
            "Name:  Martha count:  43\n",
            "Name:  Marcus count:  45\n",
            "Name:  Lucky count:  57\n",
            "Name:  Katamba count:  40\n",
            "Name:  Kansiime count:  37\n",
            "Name:  Kanyomozi count:  79\n",
            "Name:  Kabareebe count:  53\n",
            "Name:  Lynda count:  54\n",
            "Name:  KenMugabi count:  59\n",
            "Name:  Malaika count:  57\n",
            "Name:  Katatumba count:  62\n",
            "Name:  Kabuura count:  23\n",
            "Name:  Gaetanok count:  42\n",
            "Name:  Dorothy count:  26\n",
            "Name:  Jazmine count:  56\n",
            "Name:  Farid count:  73\n",
            "Name:  Desire count:  73\n",
            "Name:  Judithiana count:  50\n",
            "Name:  GNL count:  30\n",
            "Name:  Julian count:  67\n",
            "Name:  Diana count:  62\n",
            "Name:  Gamzi count:  30\n",
            "Name:  Apass count:  31\n",
            "Name:  Aloyo count:  49\n",
            "Name:  Becky count:  39\n",
            "Name:  Cindy count:  52\n",
            "Name:  Brian count:  39\n",
            "Name:  Daniel count:  77\n",
            "Name:  Canary count:  39\n",
            "Name:  Cleopatra count:  39\n",
            "Name:  Barbie count:  25\n",
            "Name:  Babygloria count:  53\n",
            "Name:  Alex count:  35\n",
            "Name:  Abenaki count:  51\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K4HiJlgE0JUU",
        "outputId": "f15c79f3-05cb-4b17-e511-479b547ccc80"
      },
      "source": [
        "import os\n",
        "from os import listdir\n",
        "\n",
        "path=\"/content/drive/MyDrive/Dataset/Validation/\"\n",
        "count=0\n",
        "for f in listdir(path):\n",
        "  count=0\n",
        "  for nome in listdir(path+f):\n",
        "    count+=1\n",
        "  print(\"Name: \",f,\"count: \",count)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Name:  Pesh count:  13\n",
            "Name:  Nabata count:  22\n",
            "Name:  Nduhukire count:  8\n",
            "Name:  Vanny count:  14\n",
            "Name:  Ruth count:  9\n",
            "Name:  Renal count:  8\n",
            "Name:  Samson count:  22\n",
            "Name:  Raymond count:  6\n",
            "Name:  Sandra count:  10\n",
            "Name:  Remuneration count:  21\n",
            "Name:  Katatumba count:  20\n",
            "Name:  Malaika count:  11\n",
            "Name:  Martha count:  9\n",
            "Name:  Marcus count:  9\n",
            "Name:  Katamba count:  10\n",
            "Name:  Mcvex count:  8\n",
            "Name:  Menk count:  10\n",
            "Name:  Lucky count:  16\n",
            "Name:  Lynda count:  11\n",
            "Name:  KenMugabi count:  14\n",
            "Name:  Gaetanok count:  6\n",
            "Name:  Julian count:  14\n",
            "Name:  Jazmine count:  9\n",
            "Name:  Judithiana count:  12\n",
            "Name:  GNL count:  7\n",
            "Name:  Kanyomozi count:  12\n",
            "Name:  Kabareebe count:  10\n",
            "Name:  Gamzi count:  9\n",
            "Name:  Kabuura count:  8\n",
            "Name:  Kansiime count:  7\n",
            "Name:  Cleopatra count:  10\n",
            "Name:  Canary count:  17\n",
            "Name:  Cindy count:  17\n",
            "Name:  Diana count:  11\n",
            "Name:  Desire count:  21\n",
            "Name:  Farid count:  17\n",
            "Name:  Daniel count:  17\n",
            "Name:  Dorothy count:  3\n",
            "Name:  Becky count:  10\n",
            "Name:  Brian count:  7\n",
            "Name:  Aloyo count:  12\n",
            "Name:  Abenaki count:  10\n",
            "Name:  Alex count:  6\n",
            "Name:  Babygloria count:  10\n",
            "Name:  Barbie count:  4\n",
            "Name:  Apass count:  9\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Min14FmgoLZ7"
      },
      "source": [
        "#### Setting up the Image Data Generator API"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_oP9GPv9eyP_",
        "outputId": "9b45cfac-6ceb-4b3f-efd3-a6bf6d8888af"
      },
      "source": [
        "#Import shutil first, this package deletes ipnb_checkpoints files that create a ghost class\n",
        "import shutil\n",
        "#The next step is to delete every ipynb_checkpoints file created by colab\n",
        "#shutil.rmtree(\"/tmp/training/.ipynb_checkpoints\") #be careful with shutil.rmtree() because it deletes every tree in that path. In other words, do not make mistakes.\n",
        "#shutil.rmtree(\"/tmp/testing/.ipynb_checkpoints\")\n",
        "\n",
        "#specify both the training and validation directories\n",
        "TRAINING_DIR=\"/content/drive/MyDrive/Dataset/Training/\"\n",
        "VALIDATION_DIR=\"/content/drive/MyDrive/Dataset/Validation/\"\n",
        "\n",
        "#Initialize Image Data Generator objects, and rescale the image \n",
        "training_datagen=ImageDataGenerator(rescale=1/255)\n",
        "validation_datagen=ImageDataGenerator(rescale=1/255)\n",
        "\n",
        "#Create the image generators that create the create the classes for all images uploaded\n",
        "training_generator=training_datagen.flow_from_directory(TRAINING_DIR,class_mode='categorical',target_size=(160,160), shuffle=False)\n",
        "validation_generator=validation_datagen.flow_from_directory(VALIDATION_DIR,class_mode='categorical',target_size=(160,160), shuffle=False, batch_size=1)\n",
        "\n",
        "#Load the facenet model architecture\n",
        "#model=load_model('/tmp/facenet/facenet_keras.h5')\n"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2196 images belonging to 46 classes.\n",
            "Found 526 images belonging to 46 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xni0h7FSQ7oq"
      },
      "source": [
        "## Loading the facenet Model architecture"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IAs1PSgVLNP0",
        "outputId": "f3aa00a9-d242-4e11-d84e-f169c43b659e"
      },
      "source": [
        "model=load_model('/content/drive/MyDrive/facenet_keras (1).hdf5')\n",
        "#A summary of the model architecture\n",
        "model.summary()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.\n",
            "Model: \"inception_resnet_v1\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 160, 160, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3 (Conv2D)          (None, 79, 79, 32)   864         input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_BatchNorm (BatchN (None, 79, 79, 32)   96          Conv2d_1a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_Activation (Activ (None, 79, 79, 32)   0           Conv2d_1a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3 (Conv2D)          (None, 77, 77, 32)   9216        Conv2d_1a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_BatchNorm (BatchN (None, 77, 77, 32)   96          Conv2d_2a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_Activation (Activ (None, 77, 77, 32)   0           Conv2d_2a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3 (Conv2D)          (None, 77, 77, 64)   18432       Conv2d_2a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_BatchNorm (BatchN (None, 77, 77, 64)   192         Conv2d_2b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_Activation (Activ (None, 77, 77, 64)   0           Conv2d_2b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "MaxPool_3a_3x3 (MaxPooling2D)   (None, 38, 38, 64)   0           Conv2d_2b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1 (Conv2D)          (None, 38, 38, 80)   5120        MaxPool_3a_3x3[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_BatchNorm (BatchN (None, 38, 38, 80)   240         Conv2d_3b_1x1[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_Activation (Activ (None, 38, 38, 80)   0           Conv2d_3b_1x1_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3 (Conv2D)          (None, 36, 36, 192)  138240      Conv2d_3b_1x1_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_BatchNorm (BatchN (None, 36, 36, 192)  576         Conv2d_4a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_Activation (Activ (None, 36, 36, 192)  0           Conv2d_4a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3 (Conv2D)          (None, 17, 17, 256)  442368      Conv2d_4a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_BatchNorm (BatchN (None, 17, 17, 256)  768         Conv2d_4b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_Activation (Activ (None, 17, 17, 256)  0           Conv2d_4b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Conv2d_4b_3x3_Activation[0][0]   \n",
            "                                                                 Block35_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Activation (Activatio (None, 17, 17, 256)  0           Block35_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_1_Activation[0][0]       \n",
            "                                                                 Block35_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Activation (Activatio (None, 17, 17, 256)  0           Block35_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_2_Activation[0][0]       \n",
            "                                                                 Block35_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Activation (Activatio (None, 17, 17, 256)  0           Block35_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_3_Activation[0][0]       \n",
            "                                                                 Block35_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Activation (Activatio (None, 17, 17, 256)  0           Block35_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_4_Activation[0][0]       \n",
            "                                                                 Block35_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Activation (Activatio (None, 17, 17, 256)  0           Block35_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  49152       Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  331776      Mixed_6a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    884736      Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    442368      Mixed_6a_Branch_1_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    1152        Mixed_6a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    768         Mixed_6a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    0           Mixed_6a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_2_MaxPool_1a_3x (None, 8, 8, 256)    0           Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a (Concatenate)          (None, 8, 8, 896)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_2_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Mixed_6a[0][0]                   \n",
            "                                                                 Block17_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Activation (Activatio (None, 8, 8, 896)    0           Block17_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_1_Activation[0][0]       \n",
            "                                                                 Block17_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Activation (Activatio (None, 8, 8, 896)    0           Block17_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_2_Activation[0][0]       \n",
            "                                                                 Block17_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Activation (Activatio (None, 8, 8, 896)    0           Block17_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_3_Activation[0][0]       \n",
            "                                                                 Block17_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Activation (Activatio (None, 8, 8, 896)    0           Block17_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_4_Activation[0][0]       \n",
            "                                                                 Block17_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Activation (Activatio (None, 8, 8, 896)    0           Block17_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_6_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_6_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_6_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_6_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_5_Activation[0][0]       \n",
            "                                                                 Block17_6_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Activation (Activatio (None, 8, 8, 896)    0           Block17_6_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_7_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_7_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_7_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_7_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_6_Activation[0][0]       \n",
            "                                                                 Block17_7_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Activation (Activatio (None, 8, 8, 896)    0           Block17_7_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_8_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_8_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_8_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_8_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_7_Activation[0][0]       \n",
            "                                                                 Block17_8_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Activation (Activatio (None, 8, 8, 896)    0           Block17_8_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_9_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_9_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_9_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_9_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_8_Activation[0][0]       \n",
            "                                                                 Block17_9_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Activation (Activatio (None, 8, 8, 896)    0           Block17_9_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1  (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    384         Block17_10_Branch_0_Conv2d_1x1[0]\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    0           Block17_10_Branch_0_Conv2d_1x1_Ba\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Concatenate (Concate (None, 8, 8, 256)    0           Block17_10_Branch_0_Conv2d_1x1_Ac\n",
            "                                                                 Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Conv2d_1x1 (Conv2D)  (None, 8, 8, 896)    230272      Block17_10_Concatenate[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_ScaleSum (Lambda)    (None, 8, 8, 896)    0           Block17_9_Activation[0][0]       \n",
            "                                                                 Block17_10_Conv2d_1x1[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Activation (Activati (None, 8, 8, 896)    0           Block17_10_ScaleSum[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    589824      Mixed_7a_Branch_2_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_0_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_0_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    884736      Mixed_7a_Branch_0_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_2_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    1152        Mixed_7a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_2_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    0           Mixed_7a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_2_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_3_MaxPool_1a_3x (None, 3, 3, 896)    0           Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a (Concatenate)          (None, 3, 3, 1792)   0           Mixed_7a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_2_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_3_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_1_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_1_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_1_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_1_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_1_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Mixed_7a[0][0]                   \n",
            "                                                                 Block8_1_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Activation (Activation (None, 3, 3, 1792)   0           Block8_1_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_2_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_2_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_2_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_2_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_2_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_1_Activation[0][0]        \n",
            "                                                                 Block8_2_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Activation (Activation (None, 3, 3, 1792)   0           Block8_2_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_3_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_3_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_3_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_3_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_3_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_2_Activation[0][0]        \n",
            "                                                                 Block8_3_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Activation (Activation (None, 3, 3, 1792)   0           Block8_3_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_4_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_4_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_4_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_4_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_4_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_3_Activation[0][0]        \n",
            "                                                                 Block8_4_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Activation (Activation (None, 3, 3, 1792)   0           Block8_4_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_5_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_5_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_5_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_5_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_5_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_4_Activation[0][0]        \n",
            "                                                                 Block8_5_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Activation (Activation (None, 3, 3, 1792)   0           Block8_5_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_6_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_6_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_6_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_6_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_6_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_5_Activation[0][0]        \n",
            "                                                                 Block8_6_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "AvgPool (GlobalAveragePooling2D (None, 1792)         0           Block8_6_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Dropout (Dropout)               (None, 1792)         0           AvgPool[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck (Dense)              (None, 128)          229376      Dropout[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck_BatchNorm (BatchNorm (None, 128)          384         Bottleneck[0][0]                 \n",
            "==================================================================================================\n",
            "Total params: 22,808,144\n",
            "Trainable params: 22,779,312\n",
            "Non-trainable params: 28,832\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rH7-R2Iz6LQy",
        "outputId": "89f9dc82-28f8-4cd1-cee1-19a66e74d645"
      },
      "source": [
        "print(\"Number of layers in the base model: \", len(model.layers))"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of layers in the base model:  426\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HWNkmU4SEBEm"
      },
      "source": [
        "local_weights_file='/content/drive/MyDrive/weightss/facenet_keras_weights.hdf5'\n",
        "model.load_weights(local_weights_file)\n",
        "\n",
        "for layer in model.layers:\n",
        "  layer.trainable=False"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yjnsrv9Vhpau"
      },
      "source": [
        "#Specify the last layer from the architecture, that you actually want\n",
        "last_layer=model.get_layer('Bottleneck')\n",
        "last_output=last_layer.output"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SyOcetAV_xoP",
        "outputId": "7c232f59-f34a-431f-847e-6347136c0f5c"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"inception_resnet_v1\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 160, 160, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3 (Conv2D)          (None, 79, 79, 32)   864         input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_BatchNorm (BatchN (None, 79, 79, 32)   96          Conv2d_1a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_Activation (Activ (None, 79, 79, 32)   0           Conv2d_1a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3 (Conv2D)          (None, 77, 77, 32)   9216        Conv2d_1a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_BatchNorm (BatchN (None, 77, 77, 32)   96          Conv2d_2a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_Activation (Activ (None, 77, 77, 32)   0           Conv2d_2a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3 (Conv2D)          (None, 77, 77, 64)   18432       Conv2d_2a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_BatchNorm (BatchN (None, 77, 77, 64)   192         Conv2d_2b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_Activation (Activ (None, 77, 77, 64)   0           Conv2d_2b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "MaxPool_3a_3x3 (MaxPooling2D)   (None, 38, 38, 64)   0           Conv2d_2b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1 (Conv2D)          (None, 38, 38, 80)   5120        MaxPool_3a_3x3[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_BatchNorm (BatchN (None, 38, 38, 80)   240         Conv2d_3b_1x1[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_Activation (Activ (None, 38, 38, 80)   0           Conv2d_3b_1x1_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3 (Conv2D)          (None, 36, 36, 192)  138240      Conv2d_3b_1x1_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_BatchNorm (BatchN (None, 36, 36, 192)  576         Conv2d_4a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_Activation (Activ (None, 36, 36, 192)  0           Conv2d_4a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3 (Conv2D)          (None, 17, 17, 256)  442368      Conv2d_4a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_BatchNorm (BatchN (None, 17, 17, 256)  768         Conv2d_4b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_Activation (Activ (None, 17, 17, 256)  0           Conv2d_4b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Conv2d_4b_3x3_Activation[0][0]   \n",
            "                                                                 Block35_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Activation (Activatio (None, 17, 17, 256)  0           Block35_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_1_Activation[0][0]       \n",
            "                                                                 Block35_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Activation (Activatio (None, 17, 17, 256)  0           Block35_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_2_Activation[0][0]       \n",
            "                                                                 Block35_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Activation (Activatio (None, 17, 17, 256)  0           Block35_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_3_Activation[0][0]       \n",
            "                                                                 Block35_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Activation (Activatio (None, 17, 17, 256)  0           Block35_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_4_Activation[0][0]       \n",
            "                                                                 Block35_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Activation (Activatio (None, 17, 17, 256)  0           Block35_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  49152       Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  331776      Mixed_6a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    884736      Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    442368      Mixed_6a_Branch_1_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    1152        Mixed_6a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    768         Mixed_6a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    0           Mixed_6a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_2_MaxPool_1a_3x (None, 8, 8, 256)    0           Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a (Concatenate)          (None, 8, 8, 896)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_2_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Mixed_6a[0][0]                   \n",
            "                                                                 Block17_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Activation (Activatio (None, 8, 8, 896)    0           Block17_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_1_Activation[0][0]       \n",
            "                                                                 Block17_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Activation (Activatio (None, 8, 8, 896)    0           Block17_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_2_Activation[0][0]       \n",
            "                                                                 Block17_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Activation (Activatio (None, 8, 8, 896)    0           Block17_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_3_Activation[0][0]       \n",
            "                                                                 Block17_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Activation (Activatio (None, 8, 8, 896)    0           Block17_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_4_Activation[0][0]       \n",
            "                                                                 Block17_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Activation (Activatio (None, 8, 8, 896)    0           Block17_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_6_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_6_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_6_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_6_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_5_Activation[0][0]       \n",
            "                                                                 Block17_6_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Activation (Activatio (None, 8, 8, 896)    0           Block17_6_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_7_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_7_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_7_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_7_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_6_Activation[0][0]       \n",
            "                                                                 Block17_7_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Activation (Activatio (None, 8, 8, 896)    0           Block17_7_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_8_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_8_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_8_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_8_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_7_Activation[0][0]       \n",
            "                                                                 Block17_8_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Activation (Activatio (None, 8, 8, 896)    0           Block17_8_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_9_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_9_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_9_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_9_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_8_Activation[0][0]       \n",
            "                                                                 Block17_9_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Activation (Activatio (None, 8, 8, 896)    0           Block17_9_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1  (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    384         Block17_10_Branch_0_Conv2d_1x1[0]\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    0           Block17_10_Branch_0_Conv2d_1x1_Ba\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Concatenate (Concate (None, 8, 8, 256)    0           Block17_10_Branch_0_Conv2d_1x1_Ac\n",
            "                                                                 Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Conv2d_1x1 (Conv2D)  (None, 8, 8, 896)    230272      Block17_10_Concatenate[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_ScaleSum (Lambda)    (None, 8, 8, 896)    0           Block17_9_Activation[0][0]       \n",
            "                                                                 Block17_10_Conv2d_1x1[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Activation (Activati (None, 8, 8, 896)    0           Block17_10_ScaleSum[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    589824      Mixed_7a_Branch_2_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_0_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_0_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    884736      Mixed_7a_Branch_0_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_2_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    1152        Mixed_7a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_2_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    0           Mixed_7a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_2_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_3_MaxPool_1a_3x (None, 3, 3, 896)    0           Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a (Concatenate)          (None, 3, 3, 1792)   0           Mixed_7a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_2_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_3_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_1_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_1_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_1_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_1_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_1_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Mixed_7a[0][0]                   \n",
            "                                                                 Block8_1_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Activation (Activation (None, 3, 3, 1792)   0           Block8_1_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_2_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_2_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_2_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_2_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_2_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_1_Activation[0][0]        \n",
            "                                                                 Block8_2_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Activation (Activation (None, 3, 3, 1792)   0           Block8_2_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_3_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_3_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_3_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_3_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_3_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_2_Activation[0][0]        \n",
            "                                                                 Block8_3_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Activation (Activation (None, 3, 3, 1792)   0           Block8_3_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_4_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_4_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_4_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_4_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_4_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_3_Activation[0][0]        \n",
            "                                                                 Block8_4_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Activation (Activation (None, 3, 3, 1792)   0           Block8_4_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_5_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_5_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_5_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_5_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_5_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_4_Activation[0][0]        \n",
            "                                                                 Block8_5_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Activation (Activation (None, 3, 3, 1792)   0           Block8_5_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_6_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_6_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_6_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_6_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_6_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_5_Activation[0][0]        \n",
            "                                                                 Block8_6_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "AvgPool (GlobalAveragePooling2D (None, 1792)         0           Block8_6_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Dropout (Dropout)               (None, 1792)         0           AvgPool[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck (Dense)              (None, 128)          229376      Dropout[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck_BatchNorm (BatchNorm (None, 128)          384         Bottleneck[0][0]                 \n",
            "==================================================================================================\n",
            "Total params: 22,808,144\n",
            "Trainable params: 0\n",
            "Non-trainable params: 22,808,144\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "QdPuJW4ilhaj",
        "outputId": "d0c9ce7c-be96-4bb4-c507-c4fc85aef7be"
      },
      "source": [
        "#Code from arcface repo\n",
        "#customizable arcface layer\n",
        "#af_layer = ArcFace(output_dim=128, class_num=128, margin=0.5, scale=64.)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "#Flatten the output layer to one dimension\n",
        "x=layers.Flatten()(last_output)\n",
        "\n",
        "af_layer = ArcFace(n_classes=128)[x]\n",
        "#arcface_output = af_layer(last_output)\n",
        "arcface_output=af_layer\n",
        "print(arcface_output)\n",
        "x=layers.Dense(1024,activation='relu')(arcface_output)\n",
        "x=layers.Dense(512,activation='relu')(x)\n",
        "x=layers.Dense(128,activation='relu')(x)\n",
        "x=layers.Dense(15,activation='softmax')(arcface_output)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "#We're temporarily adding a classification layer, for training purposes\n",
        "#x=layers.Dense(15,activation='softmax')(x)\n",
        "#x=layers.Dense(1024,activation='relu')(x)\n",
        "#x=layers.Dense(128,activation='relu')(x)\n",
        "#x=layers.Dense(15,activation='softmax')(x)\n",
        "\n",
        "model=Model(model.input,x)\n",
        "\n",
        "#Compiling the model using the RMSprop optimizer and categorical cross entropy loss\n",
        "model.compile(optimizer=RMSprop(lr=0.0001),loss='categorical_crossentropy',metrics=['accuracy'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-13-e734edb92129>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;31m#Flatten the output layer to one dimension\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFlatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlast_output\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0maf_layer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mArcFace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_classes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m128\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1028\u001b[0m         with autocast_variable.enable_auto_cast_variables(\n\u001b[1;32m   1029\u001b[0m             self._compute_dtype_object):\n\u001b[0;32m-> 1030\u001b[0;31m           \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcall_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1031\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1032\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_activity_regularizer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/core.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m    672\u001b[0m       \u001b[0;31m# Full static shape is guaranteed to be available.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    673\u001b[0m       \u001b[0;31m# Performance: Using `constant_op` is much faster than passing a list.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 674\u001b[0;31m       \u001b[0mflattened_shape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconstant_op\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    675\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0marray_ops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflattened_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    676\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/constant_op.py\u001b[0m in \u001b[0;36mconstant\u001b[0;34m(value, dtype, shape, name)\u001b[0m\n\u001b[1;32m    263\u001b[0m   \"\"\"\n\u001b[1;32m    264\u001b[0m   return _constant_impl(value, dtype, shape, name, verify_shape=False,\n\u001b[0;32m--> 265\u001b[0;31m                         allow_broadcast=True)\n\u001b[0m\u001b[1;32m    266\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    267\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/constant_op.py\u001b[0m in \u001b[0;36m_constant_impl\u001b[0;34m(value, dtype, shape, name, verify_shape, allow_broadcast)\u001b[0m\n\u001b[1;32m    274\u001b[0m       \u001b[0;32mwith\u001b[0m \u001b[0mtrace\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"tf.constant\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    275\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0m_constant_eager_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverify_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 276\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_constant_eager_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverify_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    277\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    278\u001b[0m   \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_default_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/constant_op.py\u001b[0m in \u001b[0;36m_constant_eager_impl\u001b[0;34m(ctx, value, dtype, shape, verify_shape)\u001b[0m\n\u001b[1;32m    299\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_constant_eager_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverify_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    300\u001b[0m   \u001b[0;34m\"\"\"Implementation of eager constant.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 301\u001b[0;31m   \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconvert_to_eager_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    302\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0mshape\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    303\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/constant_op.py\u001b[0m in \u001b[0;36mconvert_to_eager_tensor\u001b[0;34m(value, ctx, dtype)\u001b[0m\n\u001b[1;32m     96\u001b[0m       \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_datatype_enum\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     97\u001b[0m   \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m   \u001b[0;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEagerTensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     99\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Attempt to convert a value (None) with an unsupported type (<class 'NoneType'>) to a Tensor."
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1Kr5tbk2mHEi"
      },
      "source": [
        "### **Temporary Alternative to the above code cell**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NSQETUqLmN1n"
      },
      "source": [
        "#Code from arcface repo\n",
        "\n",
        "#customizable arcface layer\n",
        "af_layer = ArcFace(output_dim=128, class_num=128, margin=0.5, scale=64.)\n",
        "\n",
        "arcface_output = af_layer(last_output)\n",
        "x=layers.Flatten()(arcface_output)\n",
        "#print(arcface_output)\n",
        "x = Dropout(rate=0.3)(x)\n",
        "\n",
        "x=layers.Dense(1024,activation='relu')(arcface_output)\n",
        "\n",
        "x=layers.Dense(512,activation='relu')(x)\n",
        "x = Dropout(rate=0.5)(x)\n",
        "x=layers.Dense(128,activation='relu')(x)\n",
        "x=layers.Dense(46,activation='softmax')(arcface_output)\n",
        "\n",
        "model=Model(model.input,x)\n",
        "model.compile(optimizer=RMSprop(learning_rate=0.0001),loss='categorical_crossentropy',metrics=['accuracy',tf.keras.metrics.AUC(multi_label = True), tf.keras.metrics.Recall(),tf.keras.metrics.Precision()])"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qje4VW0jl8d5",
        "outputId": "3b10454d-49ad-4a60-d0e2-157dc43130a6"
      },
      "source": [
        "#training for 100 epochs\n",
        "history=model.fit(training_generator,validation_data=validation_generator,epochs=100,verbose=2)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "69/69 - 17s - loss: 0.2605 - accuracy: 0.9526 - auc: 0.9989 - recall: 0.8939 - precision: 0.9934 - val_loss: 0.7849 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9393\n",
            "Epoch 2/100\n",
            "69/69 - 16s - loss: 0.2540 - accuracy: 0.9513 - auc: 0.9992 - recall: 0.8948 - precision: 0.9924 - val_loss: 0.7846 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9391\n",
            "Epoch 3/100\n",
            "69/69 - 16s - loss: 0.2538 - accuracy: 0.9554 - auc: 0.9993 - recall: 0.8980 - precision: 0.9935 - val_loss: 0.7847 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9391\n",
            "Epoch 4/100\n",
            "69/69 - 16s - loss: 0.2533 - accuracy: 0.9563 - auc: 0.9993 - recall: 0.8957 - precision: 0.9944 - val_loss: 0.7840 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 5/100\n",
            "69/69 - 16s - loss: 0.2572 - accuracy: 0.9508 - auc: 0.9992 - recall: 0.8980 - precision: 0.9940 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 6/100\n",
            "69/69 - 16s - loss: 0.2588 - accuracy: 0.9513 - auc: 0.9992 - recall: 0.8957 - precision: 0.9929 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 7/100\n",
            "69/69 - 16s - loss: 0.2555 - accuracy: 0.9545 - auc: 0.9992 - recall: 0.8939 - precision: 0.9959 - val_loss: 0.7841 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 8/100\n",
            "69/69 - 16s - loss: 0.2539 - accuracy: 0.9540 - auc: 0.9990 - recall: 0.8971 - precision: 0.9939 - val_loss: 0.7844 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 9/100\n",
            "69/69 - 16s - loss: 0.2530 - accuracy: 0.9572 - auc: 0.9993 - recall: 0.8953 - precision: 0.9954 - val_loss: 0.7843 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 10/100\n",
            "69/69 - 16s - loss: 0.2562 - accuracy: 0.9499 - auc: 0.9993 - recall: 0.8898 - precision: 0.9929 - val_loss: 0.7843 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 11/100\n",
            "69/69 - 16s - loss: 0.2531 - accuracy: 0.9540 - auc: 0.9990 - recall: 0.8966 - precision: 0.9919 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 12/100\n",
            "69/69 - 16s - loss: 0.2586 - accuracy: 0.9476 - auc: 0.9992 - recall: 0.8875 - precision: 0.9929 - val_loss: 0.7839 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 13/100\n",
            "69/69 - 16s - loss: 0.2546 - accuracy: 0.9522 - auc: 0.9993 - recall: 0.8930 - precision: 0.9954 - val_loss: 0.7840 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 14/100\n",
            "69/69 - 16s - loss: 0.2573 - accuracy: 0.9508 - auc: 0.9990 - recall: 0.8930 - precision: 0.9944 - val_loss: 0.7844 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 15/100\n",
            "69/69 - 16s - loss: 0.2579 - accuracy: 0.9504 - auc: 0.9993 - recall: 0.8930 - precision: 0.9929 - val_loss: 0.7842 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 16/100\n",
            "69/69 - 16s - loss: 0.2597 - accuracy: 0.9504 - auc: 0.9992 - recall: 0.8903 - precision: 0.9944 - val_loss: 0.7841 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7643 - val_precision: 0.9415\n",
            "Epoch 17/100\n",
            "69/69 - 16s - loss: 0.2574 - accuracy: 0.9513 - auc: 0.9990 - recall: 0.8975 - precision: 0.9950 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 18/100\n",
            "69/69 - 16s - loss: 0.2583 - accuracy: 0.9490 - auc: 0.9992 - recall: 0.8912 - precision: 0.9939 - val_loss: 0.7839 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 19/100\n",
            "69/69 - 17s - loss: 0.2618 - accuracy: 0.9495 - auc: 0.9990 - recall: 0.8934 - precision: 0.9929 - val_loss: 0.7836 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 20/100\n",
            "69/69 - 16s - loss: 0.2576 - accuracy: 0.9549 - auc: 0.9992 - recall: 0.8903 - precision: 0.9934 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 21/100\n",
            "69/69 - 16s - loss: 0.2575 - accuracy: 0.9522 - auc: 0.9992 - recall: 0.8939 - precision: 0.9954 - val_loss: 0.7840 - val_accuracy: 0.8156 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9413\n",
            "Epoch 22/100\n",
            "69/69 - 16s - loss: 0.2558 - accuracy: 0.9558 - auc: 0.9990 - recall: 0.8925 - precision: 0.9949 - val_loss: 0.7836 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 23/100\n",
            "69/69 - 16s - loss: 0.2560 - accuracy: 0.9522 - auc: 0.9993 - recall: 0.8912 - precision: 0.9939 - val_loss: 0.7838 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 24/100\n",
            "69/69 - 16s - loss: 0.2558 - accuracy: 0.9545 - auc: 0.9990 - recall: 0.8939 - precision: 0.9944 - val_loss: 0.7839 - val_accuracy: 0.8118 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 25/100\n",
            "69/69 - 14s - loss: 0.2589 - accuracy: 0.9572 - auc: 0.9992 - recall: 0.8907 - precision: 0.9964 - val_loss: 0.7840 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 26/100\n",
            "69/69 - 14s - loss: 0.2626 - accuracy: 0.9531 - auc: 0.9989 - recall: 0.8912 - precision: 0.9944 - val_loss: 0.7842 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 27/100\n",
            "69/69 - 14s - loss: 0.2594 - accuracy: 0.9563 - auc: 0.9990 - recall: 0.8930 - precision: 0.9939 - val_loss: 0.7845 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7624 - val_precision: 0.9435\n",
            "Epoch 28/100\n",
            "69/69 - 14s - loss: 0.2584 - accuracy: 0.9531 - auc: 0.9993 - recall: 0.8912 - precision: 0.9934 - val_loss: 0.7850 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7624 - val_precision: 0.9435\n",
            "Epoch 29/100\n",
            "69/69 - 14s - loss: 0.2598 - accuracy: 0.9499 - auc: 0.9992 - recall: 0.8934 - precision: 0.9949 - val_loss: 0.7857 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 30/100\n",
            "69/69 - 14s - loss: 0.2592 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8907 - precision: 0.9944 - val_loss: 0.7858 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 31/100\n",
            "69/69 - 14s - loss: 0.2600 - accuracy: 0.9531 - auc: 0.9992 - recall: 0.8916 - precision: 0.9954 - val_loss: 0.7859 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7586 - val_precision: 0.9433\n",
            "Epoch 32/100\n",
            "69/69 - 14s - loss: 0.2598 - accuracy: 0.9549 - auc: 0.9993 - recall: 0.8921 - precision: 0.9934 - val_loss: 0.7862 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 33/100\n",
            "69/69 - 14s - loss: 0.2592 - accuracy: 0.9558 - auc: 0.9990 - recall: 0.8912 - precision: 0.9934 - val_loss: 0.7869 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 34/100\n",
            "69/69 - 14s - loss: 0.2603 - accuracy: 0.9545 - auc: 0.9993 - recall: 0.8898 - precision: 0.9959 - val_loss: 0.7869 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 35/100\n",
            "69/69 - 14s - loss: 0.2617 - accuracy: 0.9513 - auc: 0.9992 - recall: 0.8898 - precision: 0.9934 - val_loss: 0.7870 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 36/100\n",
            "69/69 - 14s - loss: 0.2574 - accuracy: 0.9558 - auc: 0.9991 - recall: 0.8921 - precision: 0.9939 - val_loss: 0.7872 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9456\n",
            "Epoch 37/100\n",
            "69/69 - 14s - loss: 0.2599 - accuracy: 0.9563 - auc: 0.9990 - recall: 0.8921 - precision: 0.9939 - val_loss: 0.7874 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9456\n",
            "Epoch 38/100\n",
            "69/69 - 14s - loss: 0.2559 - accuracy: 0.9531 - auc: 0.9990 - recall: 0.8953 - precision: 0.9944 - val_loss: 0.7874 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 39/100\n",
            "69/69 - 14s - loss: 0.2592 - accuracy: 0.9572 - auc: 0.9992 - recall: 0.8907 - precision: 0.9939 - val_loss: 0.7871 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 40/100\n",
            "69/69 - 14s - loss: 0.2589 - accuracy: 0.9549 - auc: 0.9993 - recall: 0.8912 - precision: 0.9949 - val_loss: 0.7878 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9456\n",
            "Epoch 41/100\n",
            "69/69 - 14s - loss: 0.2574 - accuracy: 0.9536 - auc: 0.9993 - recall: 0.8912 - precision: 0.9929 - val_loss: 0.7882 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7586 - val_precision: 0.9455\n",
            "Epoch 42/100\n",
            "69/69 - 14s - loss: 0.2595 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8903 - precision: 0.9939 - val_loss: 0.7884 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7586 - val_precision: 0.9433\n",
            "Epoch 43/100\n",
            "69/69 - 14s - loss: 0.2604 - accuracy: 0.9549 - auc: 0.9992 - recall: 0.8912 - precision: 0.9944 - val_loss: 0.7884 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7586 - val_precision: 0.9433\n",
            "Epoch 44/100\n",
            "69/69 - 14s - loss: 0.2614 - accuracy: 0.9536 - auc: 0.9993 - recall: 0.8893 - precision: 0.9944 - val_loss: 0.7883 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 45/100\n",
            "69/69 - 14s - loss: 0.2565 - accuracy: 0.9526 - auc: 0.9992 - recall: 0.8948 - precision: 0.9949 - val_loss: 0.7886 - val_accuracy: 0.8137 - val_auc: 0.9765 - val_recall: 0.7586 - val_precision: 0.9433\n",
            "Epoch 46/100\n",
            "69/69 - 14s - loss: 0.2626 - accuracy: 0.9517 - auc: 0.9993 - recall: 0.8916 - precision: 0.9959 - val_loss: 0.7887 - val_accuracy: 0.8137 - val_auc: 0.9765 - val_recall: 0.7586 - val_precision: 0.9433\n",
            "Epoch 47/100\n",
            "69/69 - 14s - loss: 0.2640 - accuracy: 0.9531 - auc: 0.9992 - recall: 0.8866 - precision: 0.9939 - val_loss: 0.7890 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 48/100\n",
            "69/69 - 14s - loss: 0.2631 - accuracy: 0.9526 - auc: 0.9992 - recall: 0.8921 - precision: 0.9949 - val_loss: 0.7893 - val_accuracy: 0.8137 - val_auc: 0.9765 - val_recall: 0.7586 - val_precision: 0.9455\n",
            "Epoch 49/100\n",
            "69/69 - 14s - loss: 0.2613 - accuracy: 0.9558 - auc: 0.9993 - recall: 0.8871 - precision: 0.9939 - val_loss: 0.7891 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 50/100\n",
            "69/69 - 14s - loss: 0.2604 - accuracy: 0.9522 - auc: 0.9992 - recall: 0.8916 - precision: 0.9954 - val_loss: 0.7893 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 51/100\n",
            "69/69 - 14s - loss: 0.2619 - accuracy: 0.9558 - auc: 0.9991 - recall: 0.8880 - precision: 0.9939 - val_loss: 0.7895 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 52/100\n",
            "69/69 - 14s - loss: 0.2642 - accuracy: 0.9526 - auc: 0.9992 - recall: 0.8893 - precision: 0.9944 - val_loss: 0.7894 - val_accuracy: 0.8137 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 53/100\n",
            "69/69 - 14s - loss: 0.2622 - accuracy: 0.9531 - auc: 0.9992 - recall: 0.8934 - precision: 0.9914 - val_loss: 0.7897 - val_accuracy: 0.8137 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 54/100\n",
            "69/69 - 14s - loss: 0.2624 - accuracy: 0.9526 - auc: 0.9990 - recall: 0.8875 - precision: 0.9949 - val_loss: 0.7897 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 55/100\n",
            "69/69 - 14s - loss: 0.2610 - accuracy: 0.9545 - auc: 0.9993 - recall: 0.8925 - precision: 0.9934 - val_loss: 0.7902 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9434\n",
            "Epoch 56/100\n",
            "69/69 - 14s - loss: 0.2626 - accuracy: 0.9563 - auc: 0.9992 - recall: 0.8907 - precision: 0.9949 - val_loss: 0.7904 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9456\n",
            "Epoch 57/100\n",
            "69/69 - 14s - loss: 0.2621 - accuracy: 0.9531 - auc: 0.9992 - recall: 0.8884 - precision: 0.9939 - val_loss: 0.7905 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7586 - val_precision: 0.9455\n",
            "Epoch 58/100\n",
            "69/69 - 14s - loss: 0.2581 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8939 - precision: 0.9964 - val_loss: 0.7902 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7605 - val_precision: 0.9479\n",
            "Epoch 59/100\n",
            "69/69 - 14s - loss: 0.2629 - accuracy: 0.9526 - auc: 0.9990 - recall: 0.8939 - precision: 0.9939 - val_loss: 0.7903 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7605 - val_precision: 0.9479\n",
            "Epoch 60/100\n",
            "69/69 - 14s - loss: 0.2608 - accuracy: 0.9490 - auc: 0.9990 - recall: 0.8898 - precision: 0.9949 - val_loss: 0.7904 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7586 - val_precision: 0.9477\n",
            "Epoch 61/100\n",
            "69/69 - 14s - loss: 0.2643 - accuracy: 0.9531 - auc: 0.9993 - recall: 0.8884 - precision: 0.9954 - val_loss: 0.7902 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7567 - val_precision: 0.9454\n",
            "Epoch 62/100\n",
            "69/69 - 14s - loss: 0.2632 - accuracy: 0.9508 - auc: 0.9993 - recall: 0.8903 - precision: 0.9964 - val_loss: 0.7899 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7548 - val_precision: 0.9430\n",
            "Epoch 63/100\n",
            "69/69 - 14s - loss: 0.2645 - accuracy: 0.9563 - auc: 0.9992 - recall: 0.8912 - precision: 0.9944 - val_loss: 0.7901 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7548 - val_precision: 0.9452\n",
            "Epoch 64/100\n",
            "69/69 - 14s - loss: 0.2626 - accuracy: 0.9549 - auc: 0.9993 - recall: 0.8916 - precision: 0.9944 - val_loss: 0.7907 - val_accuracy: 0.8118 - val_auc: 0.9765 - val_recall: 0.7548 - val_precision: 0.9452\n",
            "Epoch 65/100\n",
            "69/69 - 14s - loss: 0.2640 - accuracy: 0.9545 - auc: 0.9993 - recall: 0.8866 - precision: 0.9944 - val_loss: 0.7902 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7548 - val_precision: 0.9430\n",
            "Epoch 66/100\n",
            "69/69 - 14s - loss: 0.2611 - accuracy: 0.9558 - auc: 0.9993 - recall: 0.8884 - precision: 0.9959 - val_loss: 0.7907 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7529 - val_precision: 0.9429\n",
            "Epoch 67/100\n",
            "69/69 - 14s - loss: 0.2643 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8930 - precision: 0.9939 - val_loss: 0.7909 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 68/100\n",
            "69/69 - 14s - loss: 0.2633 - accuracy: 0.9599 - auc: 0.9992 - recall: 0.8880 - precision: 0.9939 - val_loss: 0.7914 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 69/100\n",
            "69/69 - 14s - loss: 0.2634 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8880 - precision: 0.9954 - val_loss: 0.7909 - val_accuracy: 0.8118 - val_auc: 0.9764 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 70/100\n",
            "69/69 - 14s - loss: 0.2661 - accuracy: 0.9504 - auc: 0.9992 - recall: 0.8898 - precision: 0.9959 - val_loss: 0.7914 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7529 - val_precision: 0.9474\n",
            "Epoch 71/100\n",
            "69/69 - 14s - loss: 0.2639 - accuracy: 0.9536 - auc: 0.9993 - recall: 0.8889 - precision: 0.9959 - val_loss: 0.7921 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7529 - val_precision: 0.9429\n",
            "Epoch 72/100\n",
            "69/69 - 14s - loss: 0.2635 - accuracy: 0.9536 - auc: 0.9992 - recall: 0.8912 - precision: 0.9949 - val_loss: 0.7920 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7510 - val_precision: 0.9427\n",
            "Epoch 73/100\n",
            "69/69 - 14s - loss: 0.2652 - accuracy: 0.9549 - auc: 0.9992 - recall: 0.8889 - precision: 0.9944 - val_loss: 0.7919 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 74/100\n",
            "69/69 - 14s - loss: 0.2667 - accuracy: 0.9504 - auc: 0.9992 - recall: 0.8880 - precision: 0.9944 - val_loss: 0.7921 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7490 - val_precision: 0.9426\n",
            "Epoch 75/100\n",
            "69/69 - 14s - loss: 0.2662 - accuracy: 0.9531 - auc: 0.9993 - recall: 0.8880 - precision: 0.9929 - val_loss: 0.7920 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 76/100\n",
            "69/69 - 14s - loss: 0.2642 - accuracy: 0.9517 - auc: 0.9993 - recall: 0.8852 - precision: 0.9949 - val_loss: 0.7920 - val_accuracy: 0.8137 - val_auc: 0.9763 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 77/100\n",
            "69/69 - 14s - loss: 0.2660 - accuracy: 0.9517 - auc: 0.9992 - recall: 0.8903 - precision: 0.9959 - val_loss: 0.7926 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 78/100\n",
            "69/69 - 14s - loss: 0.2676 - accuracy: 0.9495 - auc: 0.9993 - recall: 0.8875 - precision: 0.9929 - val_loss: 0.7923 - val_accuracy: 0.8118 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 79/100\n",
            "69/69 - 14s - loss: 0.2633 - accuracy: 0.9536 - auc: 0.9992 - recall: 0.8880 - precision: 0.9949 - val_loss: 0.7922 - val_accuracy: 0.8118 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 80/100\n",
            "69/69 - 14s - loss: 0.2657 - accuracy: 0.9549 - auc: 0.9992 - recall: 0.8889 - precision: 0.9954 - val_loss: 0.7927 - val_accuracy: 0.8118 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 81/100\n",
            "69/69 - 14s - loss: 0.2683 - accuracy: 0.9522 - auc: 0.9992 - recall: 0.8880 - precision: 0.9939 - val_loss: 0.7927 - val_accuracy: 0.8137 - val_auc: 0.9769 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 82/100\n",
            "69/69 - 14s - loss: 0.2653 - accuracy: 0.9563 - auc: 0.9993 - recall: 0.8880 - precision: 0.9924 - val_loss: 0.7927 - val_accuracy: 0.8137 - val_auc: 0.9764 - val_recall: 0.7510 - val_precision: 0.9450\n",
            "Epoch 83/100\n",
            "69/69 - 14s - loss: 0.2675 - accuracy: 0.9536 - auc: 0.9993 - recall: 0.8871 - precision: 0.9949 - val_loss: 0.7926 - val_accuracy: 0.8137 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 84/100\n",
            "69/69 - 14s - loss: 0.2660 - accuracy: 0.9549 - auc: 0.9993 - recall: 0.8884 - precision: 0.9934 - val_loss: 0.7926 - val_accuracy: 0.8137 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 85/100\n",
            "69/69 - 14s - loss: 0.2640 - accuracy: 0.9558 - auc: 0.9993 - recall: 0.8880 - precision: 0.9959 - val_loss: 0.7928 - val_accuracy: 0.8137 - val_auc: 0.9769 - val_recall: 0.7490 - val_precision: 0.9448\n",
            "Epoch 86/100\n",
            "69/69 - 14s - loss: 0.2678 - accuracy: 0.9513 - auc: 0.9993 - recall: 0.8866 - precision: 0.9944 - val_loss: 0.7931 - val_accuracy: 0.8137 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 87/100\n",
            "69/69 - 14s - loss: 0.2678 - accuracy: 0.9513 - auc: 0.9992 - recall: 0.8834 - precision: 0.9949 - val_loss: 0.7940 - val_accuracy: 0.8118 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 88/100\n",
            "69/69 - 14s - loss: 0.2663 - accuracy: 0.9558 - auc: 0.9993 - recall: 0.8839 - precision: 0.9944 - val_loss: 0.7942 - val_accuracy: 0.8118 - val_auc: 0.9767 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 89/100\n",
            "69/69 - 14s - loss: 0.2677 - accuracy: 0.9522 - auc: 0.9992 - recall: 0.8880 - precision: 0.9939 - val_loss: 0.7943 - val_accuracy: 0.8118 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 90/100\n",
            "69/69 - 14s - loss: 0.2646 - accuracy: 0.9554 - auc: 0.9992 - recall: 0.8893 - precision: 0.9959 - val_loss: 0.7944 - val_accuracy: 0.8118 - val_auc: 0.9767 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 91/100\n",
            "69/69 - 14s - loss: 0.2695 - accuracy: 0.9513 - auc: 0.9993 - recall: 0.8848 - precision: 0.9959 - val_loss: 0.7948 - val_accuracy: 0.8118 - val_auc: 0.9767 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 92/100\n",
            "69/69 - 14s - loss: 0.2695 - accuracy: 0.9545 - auc: 0.9991 - recall: 0.8852 - precision: 0.9928 - val_loss: 0.7947 - val_accuracy: 0.8118 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 93/100\n",
            "69/69 - 14s - loss: 0.2687 - accuracy: 0.9545 - auc: 0.9992 - recall: 0.8857 - precision: 0.9959 - val_loss: 0.7947 - val_accuracy: 0.8137 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 94/100\n",
            "69/69 - 14s - loss: 0.2696 - accuracy: 0.9540 - auc: 0.9993 - recall: 0.8871 - precision: 0.9954 - val_loss: 0.7948 - val_accuracy: 0.8137 - val_auc: 0.9767 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 95/100\n",
            "69/69 - 14s - loss: 0.2715 - accuracy: 0.9531 - auc: 0.9992 - recall: 0.8889 - precision: 0.9939 - val_loss: 0.7951 - val_accuracy: 0.8137 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 96/100\n",
            "69/69 - 14s - loss: 0.2688 - accuracy: 0.9508 - auc: 0.9993 - recall: 0.8871 - precision: 0.9944 - val_loss: 0.7950 - val_accuracy: 0.8118 - val_auc: 0.9767 - val_recall: 0.7510 - val_precision: 0.9472\n",
            "Epoch 97/100\n",
            "69/69 - 14s - loss: 0.2684 - accuracy: 0.9517 - auc: 0.9992 - recall: 0.8893 - precision: 0.9944 - val_loss: 0.7948 - val_accuracy: 0.8137 - val_auc: 0.9768 - val_recall: 0.7510 - val_precision: 0.9472\n",
            "Epoch 98/100\n",
            "69/69 - 14s - loss: 0.2688 - accuracy: 0.9517 - auc: 0.9993 - recall: 0.8871 - precision: 0.9954 - val_loss: 0.7951 - val_accuracy: 0.8137 - val_auc: 0.9767 - val_recall: 0.7510 - val_precision: 0.9472\n",
            "Epoch 99/100\n",
            "69/69 - 14s - loss: 0.2732 - accuracy: 0.9522 - auc: 0.9992 - recall: 0.8848 - precision: 0.9949 - val_loss: 0.7952 - val_accuracy: 0.8137 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n",
            "Epoch 100/100\n",
            "69/69 - 14s - loss: 0.2687 - accuracy: 0.9545 - auc: 0.9992 - recall: 0.8889 - precision: 0.9964 - val_loss: 0.7951 - val_accuracy: 0.8118 - val_auc: 0.9768 - val_recall: 0.7490 - val_precision: 0.9471\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4F1yNvnnqpjc"
      },
      "source": [
        "### Lets visualize the output of the training phase"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XYaRMnfWC-d2"
      },
      "source": [
        "## 413 from 426"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "uWpYratUmo8T",
        "outputId": "fbf0e862-a014-4fbe-d6a6-3d50a1e9997b"
      },
      "source": [
        "auc=history.history['auc']\n",
        "val_auc=history.history['val_auc']\n",
        "\n",
        "acc=history.history['accuracy']\n",
        "val_acc=history.history['val_accuracy']\n",
        "loss=history.history['loss']\n",
        "val_loss=history.history['val_loss']\n",
        "\n",
        "recall=history.history['recall']\n",
        "val_recall=history.history['val_recall']\n",
        "\n",
        "precision=history.history['precision']\n",
        "val_precision=history.history['val_precision']\n",
        "\n",
        "epochs=range(len(acc))\n",
        "\n",
        "plt.plot(epochs,loss,'bo',label=\"Training Loss\")\n",
        "plt.plot(epochs,val_loss,'r',label=\"Validation Loss\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "\n",
        "plt.plot(epochs,auc,'bo',label=\"Training AUC\")\n",
        "plt.plot(epochs,val_auc,'r',label=\"Validation AUC\")\n",
        "plt.legend()\n",
        "plt.figure()\n",
        "\n",
        "plt.plot(epochs,acc,'bo',label=\"Training Accuracy\")\n",
        "plt.plot(epochs,val_acc,'r',label=\"Validation Accuracy\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.plot(epochs,recall,'bo',label=\"Training Recall\")\n",
        "plt.plot(epochs,val_recall,'r',label=\"Validation Recall\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.plot(epochs,precision,'bo',label=\"Training Precision\")\n",
        "plt.plot(epochs,val_precision,'r',label=\"Validation Precision\")\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "80bffwUd1P36"
      },
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "from sklearn.metrics import plot_confusion_matrix"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dnSdnAbc2i8A"
      },
      "source": [
        "filenames = validation_generator.filenames\n",
        "nb_samples = len(filenames)"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "deP7NsH13khH",
        "outputId": "78e85f19-09be-41a2-9135-cf5f5c3903bf"
      },
      "source": [
        "predict = model.predict_generator(validation_generator,steps = nb_samples)\n",
        "y_pred = np.argmax(predict, axis=1)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py:2001: UserWarning: `Model.predict_generator` is deprecated and will be removed in a future version. Please use `Model.predict`, which supports generators.\n",
            "  warnings.warn('`Model.predict_generator` is deprecated and '\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bP5ERVgy3xNC",
        "outputId": "85d2b232-c14a-424e-9b73-c50a4cb01ac9"
      },
      "source": [
        "print('Confusion Matrix')\n",
        "print(confusion_matrix(validation_generator.classes, y_pred))"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Confusion Matrix\n",
            "[[10  0  0 ...  0  0  0]\n",
            " [ 0  5  0 ...  0  0  0]\n",
            " [ 0  0  9 ...  0  1  0]\n",
            " ...\n",
            " [ 0  0  0 ... 21  0  0]\n",
            " [ 0  0  0 ...  0  8  0]\n",
            " [ 0  0  0 ...  0  1  9]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gzf0xvqV4Wa-",
        "outputId": "e4aa6307-4609-4980-c47f-36d60cbc9fe7"
      },
      "source": [
        "target_names=list(training_generator.class_indices.keys())\n",
        "print(classification_report(validation_generator.classes, y_pred, target_names=target_names))"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "     Abenaki       1.00      1.00      1.00        10\n",
            "        Alex       1.00      0.83      0.91         6\n",
            "       Aloyo       0.75      0.75      0.75        12\n",
            "       Apass       0.89      0.89      0.89         9\n",
            "  Babygloria       0.64      0.90      0.75        10\n",
            "      Barbie       0.67      0.50      0.57         4\n",
            "       Becky       0.90      0.90      0.90        10\n",
            "       Brian       0.86      0.86      0.86         7\n",
            "      Canary       1.00      0.88      0.94        17\n",
            "       Cindy       0.74      0.82      0.78        17\n",
            "   Cleopatra       0.90      0.90      0.90        10\n",
            "      Daniel       0.94      1.00      0.97        17\n",
            "      Desire       0.90      0.86      0.88        21\n",
            "       Diana       0.42      1.00      0.59        11\n",
            "     Dorothy       1.00      0.33      0.50         3\n",
            "       Farid       0.83      0.88      0.86        17\n",
            "         GNL       0.88      1.00      0.93         7\n",
            "    Gaetanok       0.67      1.00      0.80         6\n",
            "       Gamzi       0.75      0.33      0.46         9\n",
            "     Jazmine       0.73      0.89      0.80         9\n",
            "  Judithiana       1.00      0.92      0.96        12\n",
            "      Julian       0.65      0.79      0.71        14\n",
            "   Kabareebe       1.00      0.90      0.95        10\n",
            "     Kabuura       1.00      0.50      0.67         8\n",
            "    Kansiime       0.71      0.71      0.71         7\n",
            "   Kanyomozi       0.61      0.92      0.73        12\n",
            "     Katamba       1.00      0.90      0.95        10\n",
            "   Katatumba       0.95      0.90      0.92        20\n",
            "   KenMugabi       0.73      0.57      0.64        14\n",
            "       Lucky       1.00      0.88      0.93        16\n",
            "       Lynda       0.86      0.55      0.67        11\n",
            "     Malaika       0.64      0.64      0.64        11\n",
            "      Marcus       1.00      1.00      1.00         9\n",
            "      Martha       1.00      0.56      0.71         9\n",
            "       Mcvex       0.88      0.88      0.88         8\n",
            "        Menk       0.67      0.60      0.63        10\n",
            "      Nabata       1.00      0.86      0.93        22\n",
            "   Nduhukire       1.00      0.62      0.77         8\n",
            "        Pesh       0.91      0.77      0.83        13\n",
            "     Raymond       0.50      0.83      0.62         6\n",
            "Remuneration       0.91      0.95      0.93        21\n",
            "       Renal       0.71      0.62      0.67         8\n",
            "        Ruth       0.50      0.33      0.40         9\n",
            "      Samson       0.95      0.95      0.95        22\n",
            "      Sandra       0.67      0.80      0.73        10\n",
            "       Vanny       0.60      0.64      0.62        14\n",
            "\n",
            "    accuracy                           0.81       526\n",
            "   macro avg       0.82      0.79      0.79       526\n",
            "weighted avg       0.84      0.81      0.81       526\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2k8RzXSFvYjT",
        "outputId": "a21565a8-4579-4bdb-a2b2-da8341c5275c"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_9\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 160, 160, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3 (Conv2D)          (None, 79, 79, 32)   864         input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_BatchNorm (BatchN (None, 79, 79, 32)   96          Conv2d_1a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_Activation (Activ (None, 79, 79, 32)   0           Conv2d_1a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3 (Conv2D)          (None, 77, 77, 32)   9216        Conv2d_1a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_BatchNorm (BatchN (None, 77, 77, 32)   96          Conv2d_2a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_Activation (Activ (None, 77, 77, 32)   0           Conv2d_2a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3 (Conv2D)          (None, 77, 77, 64)   18432       Conv2d_2a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_BatchNorm (BatchN (None, 77, 77, 64)   192         Conv2d_2b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_Activation (Activ (None, 77, 77, 64)   0           Conv2d_2b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "MaxPool_3a_3x3 (MaxPooling2D)   (None, 38, 38, 64)   0           Conv2d_2b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1 (Conv2D)          (None, 38, 38, 80)   5120        MaxPool_3a_3x3[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_BatchNorm (BatchN (None, 38, 38, 80)   240         Conv2d_3b_1x1[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_Activation (Activ (None, 38, 38, 80)   0           Conv2d_3b_1x1_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3 (Conv2D)          (None, 36, 36, 192)  138240      Conv2d_3b_1x1_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_BatchNorm (BatchN (None, 36, 36, 192)  576         Conv2d_4a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_Activation (Activ (None, 36, 36, 192)  0           Conv2d_4a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3 (Conv2D)          (None, 17, 17, 256)  442368      Conv2d_4a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_BatchNorm (BatchN (None, 17, 17, 256)  768         Conv2d_4b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_Activation (Activ (None, 17, 17, 256)  0           Conv2d_4b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Conv2d_4b_3x3_Activation[0][0]   \n",
            "                                                                 Block35_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Activation (Activatio (None, 17, 17, 256)  0           Block35_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_1_Activation[0][0]       \n",
            "                                                                 Block35_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Activation (Activatio (None, 17, 17, 256)  0           Block35_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_2_Activation[0][0]       \n",
            "                                                                 Block35_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Activation (Activatio (None, 17, 17, 256)  0           Block35_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_3_Activation[0][0]       \n",
            "                                                                 Block35_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Activation (Activatio (None, 17, 17, 256)  0           Block35_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_4_Activation[0][0]       \n",
            "                                                                 Block35_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Activation (Activatio (None, 17, 17, 256)  0           Block35_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  49152       Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  331776      Mixed_6a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    884736      Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    442368      Mixed_6a_Branch_1_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    1152        Mixed_6a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    768         Mixed_6a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    0           Mixed_6a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_2_MaxPool_1a_3x (None, 8, 8, 256)    0           Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a (Concatenate)          (None, 8, 8, 896)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_2_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Mixed_6a[0][0]                   \n",
            "                                                                 Block17_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Activation (Activatio (None, 8, 8, 896)    0           Block17_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_1_Activation[0][0]       \n",
            "                                                                 Block17_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Activation (Activatio (None, 8, 8, 896)    0           Block17_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_2_Activation[0][0]       \n",
            "                                                                 Block17_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Activation (Activatio (None, 8, 8, 896)    0           Block17_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_3_Activation[0][0]       \n",
            "                                                                 Block17_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Activation (Activatio (None, 8, 8, 896)    0           Block17_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_4_Activation[0][0]       \n",
            "                                                                 Block17_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Activation (Activatio (None, 8, 8, 896)    0           Block17_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_6_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_6_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_6_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_6_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_5_Activation[0][0]       \n",
            "                                                                 Block17_6_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Activation (Activatio (None, 8, 8, 896)    0           Block17_6_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_7_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_7_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_7_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_7_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_6_Activation[0][0]       \n",
            "                                                                 Block17_7_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Activation (Activatio (None, 8, 8, 896)    0           Block17_7_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_8_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_8_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_8_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_8_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_7_Activation[0][0]       \n",
            "                                                                 Block17_8_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Activation (Activatio (None, 8, 8, 896)    0           Block17_8_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_9_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_9_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_9_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_9_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_8_Activation[0][0]       \n",
            "                                                                 Block17_9_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Activation (Activatio (None, 8, 8, 896)    0           Block17_9_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1  (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    384         Block17_10_Branch_0_Conv2d_1x1[0]\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    0           Block17_10_Branch_0_Conv2d_1x1_Ba\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Concatenate (Concate (None, 8, 8, 256)    0           Block17_10_Branch_0_Conv2d_1x1_Ac\n",
            "                                                                 Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Conv2d_1x1 (Conv2D)  (None, 8, 8, 896)    230272      Block17_10_Concatenate[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_ScaleSum (Lambda)    (None, 8, 8, 896)    0           Block17_9_Activation[0][0]       \n",
            "                                                                 Block17_10_Conv2d_1x1[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Activation (Activati (None, 8, 8, 896)    0           Block17_10_ScaleSum[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    589824      Mixed_7a_Branch_2_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_0_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_0_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    884736      Mixed_7a_Branch_0_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_2_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    1152        Mixed_7a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_2_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    0           Mixed_7a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_2_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_3_MaxPool_1a_3x (None, 3, 3, 896)    0           Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a (Concatenate)          (None, 3, 3, 1792)   0           Mixed_7a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_2_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_3_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_1_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_1_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_1_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_1_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_1_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Mixed_7a[0][0]                   \n",
            "                                                                 Block8_1_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Activation (Activation (None, 3, 3, 1792)   0           Block8_1_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_2_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_2_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_2_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_2_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_2_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_1_Activation[0][0]        \n",
            "                                                                 Block8_2_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Activation (Activation (None, 3, 3, 1792)   0           Block8_2_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_3_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_3_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_3_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_3_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_3_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_2_Activation[0][0]        \n",
            "                                                                 Block8_3_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Activation (Activation (None, 3, 3, 1792)   0           Block8_3_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_4_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_4_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_4_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_4_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_4_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_3_Activation[0][0]        \n",
            "                                                                 Block8_4_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Activation (Activation (None, 3, 3, 1792)   0           Block8_4_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_5_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_5_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_5_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_5_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_5_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_4_Activation[0][0]        \n",
            "                                                                 Block8_5_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Activation (Activation (None, 3, 3, 1792)   0           Block8_5_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_6_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_6_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_6_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_6_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_6_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_5_Activation[0][0]        \n",
            "                                                                 Block8_6_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "AvgPool (GlobalAveragePooling2D (None, 1792)         0           Block8_6_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Dropout (Dropout)               (None, 1792)         0           AvgPool[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck (Dense)              (None, 128)          229376      Dropout[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "arc_face_7 (ArcFace)            (None, 128)          16384       Bottleneck[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "dense_27 (Dense)                (None, 15)           1935        arc_face_7[0][0]                 \n",
            "==================================================================================================\n",
            "Total params: 22,826,079\n",
            "Trainable params: 18,319\n",
            "Non-trainable params: 22,807,760\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vpB6CtjbveC7",
        "outputId": "3a50fbdd-cf2c-4238-e368-3f1d1b344076"
      },
      "source": [
        "model2=Model(model.input,model.layers[-3].output)\n",
        "model2.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_12\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 160, 160, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3 (Conv2D)          (None, 79, 79, 32)   864         input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_BatchNorm (BatchN (None, 79, 79, 32)   96          Conv2d_1a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_1a_3x3_Activation (Activ (None, 79, 79, 32)   0           Conv2d_1a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3 (Conv2D)          (None, 77, 77, 32)   9216        Conv2d_1a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_BatchNorm (BatchN (None, 77, 77, 32)   96          Conv2d_2a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2a_3x3_Activation (Activ (None, 77, 77, 32)   0           Conv2d_2a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3 (Conv2D)          (None, 77, 77, 64)   18432       Conv2d_2a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_BatchNorm (BatchN (None, 77, 77, 64)   192         Conv2d_2b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_2b_3x3_Activation (Activ (None, 77, 77, 64)   0           Conv2d_2b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "MaxPool_3a_3x3 (MaxPooling2D)   (None, 38, 38, 64)   0           Conv2d_2b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1 (Conv2D)          (None, 38, 38, 80)   5120        MaxPool_3a_3x3[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_BatchNorm (BatchN (None, 38, 38, 80)   240         Conv2d_3b_1x1[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_3b_1x1_Activation (Activ (None, 38, 38, 80)   0           Conv2d_3b_1x1_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3 (Conv2D)          (None, 36, 36, 192)  138240      Conv2d_3b_1x1_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_BatchNorm (BatchN (None, 36, 36, 192)  576         Conv2d_4a_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4a_3x3_Activation (Activ (None, 36, 36, 192)  0           Conv2d_4a_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3 (Conv2D)          (None, 17, 17, 256)  442368      Conv2d_4a_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_BatchNorm (BatchN (None, 17, 17, 256)  768         Conv2d_4b_3x3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "Conv2d_4b_3x3_Activation (Activ (None, 17, 17, 256)  0           Conv2d_4b_3x3_BatchNorm[0][0]    \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Conv2d_4b_3x3_Activation[0][0]   \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_1_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_1_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_1_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_1_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_1_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Conv2d_4b_3x3_Activation[0][0]   \n",
            "                                                                 Block35_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_1_Activation (Activatio (None, 17, 17, 256)  0           Block35_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_2_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_2_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_2_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_2_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_2_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_1_Activation[0][0]       \n",
            "                                                                 Block35_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_2_Activation (Activatio (None, 17, 17, 256)  0           Block35_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_3_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_3_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_3_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_3_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_3_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_2_Activation[0][0]       \n",
            "                                                                 Block35_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_3_Activation (Activatio (None, 17, 17, 256)  0           Block35_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_4_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_4_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_4_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_4_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_4_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_3_Activation[0][0]       \n",
            "                                                                 Block35_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_4_Activation (Activatio (None, 17, 17, 256)  0           Block35_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0a_1x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1 ( (None, 17, 17, 32)   8192        Block35_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   9216        Block35_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   9216        Block35_5_Branch_2_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_B (None, 17, 17, 32)   96          Block35_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   96          Block35_5_Branch_1_Conv2d_0b_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   96          Block35_5_Branch_2_Conv2d_0c_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_0_Conv2d_1x1_A (None, 17, 17, 32)   0           Block35_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_1_Conv2d_0b_3x (None, 17, 17, 32)   0           Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Branch_2_Conv2d_0c_3x (None, 17, 17, 32)   0           Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Concatenate (Concaten (None, 17, 17, 96)   0           Block35_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block35_5_Branch_1_Conv2d_0b_3x3_\n",
            "                                                                 Block35_5_Branch_2_Conv2d_0c_3x3_\n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Conv2d_1x1 (Conv2D)   (None, 17, 17, 256)  24832       Block35_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_ScaleSum (Lambda)     (None, 17, 17, 256)  0           Block35_4_Activation[0][0]       \n",
            "                                                                 Block35_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block35_5_Activation (Activatio (None, 17, 17, 256)  0           Block35_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  49152       Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0a_1x1 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  331776      Mixed_6a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  576         Mixed_6a_Branch_1_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_0b_3x3 (None, 17, 17, 192)  0           Mixed_6a_Branch_1_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    884736      Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    442368      Mixed_6a_Branch_1_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    1152        Mixed_6a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    768         Mixed_6a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_0_Conv2d_1a_3x3 (None, 8, 8, 384)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_1_Conv2d_1a_3x3 (None, 8, 8, 256)    0           Mixed_6a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a_Branch_2_MaxPool_1a_3x (None, 8, 8, 256)    0           Block35_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_6a (Concatenate)          (None, 8, 8, 896)    0           Mixed_6a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_6a_Branch_2_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Mixed_6a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_1_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_1_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_1_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_1_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_1_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_1_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_1_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Mixed_6a[0][0]                   \n",
            "                                                                 Block17_1_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_1_Activation (Activatio (None, 8, 8, 896)    0           Block17_1_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_1_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_2_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_2_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_2_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_2_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_2_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_2_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_2_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_1_Activation[0][0]       \n",
            "                                                                 Block17_2_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_2_Activation (Activatio (None, 8, 8, 896)    0           Block17_2_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_2_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_3_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_3_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_3_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_3_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_3_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_3_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_3_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_2_Activation[0][0]       \n",
            "                                                                 Block17_3_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_3_Activation (Activatio (None, 8, 8, 896)    0           Block17_3_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_3_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_4_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_4_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_4_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_4_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_4_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_4_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_4_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_3_Activation[0][0]       \n",
            "                                                                 Block17_4_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_4_Activation (Activatio (None, 8, 8, 896)    0           Block17_4_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_4_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_5_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_5_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_5_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_5_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_5_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_5_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_5_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_4_Activation[0][0]       \n",
            "                                                                 Block17_5_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_5_Activation (Activatio (None, 8, 8, 896)    0           Block17_5_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_5_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_6_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_6_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_6_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_6_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_6_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_6_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_6_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_5_Activation[0][0]       \n",
            "                                                                 Block17_6_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_6_Activation (Activatio (None, 8, 8, 896)    0           Block17_6_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_6_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_7_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_7_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_7_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_7_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_7_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_7_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_7_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_6_Activation[0][0]       \n",
            "                                                                 Block17_7_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_7_Activation (Activatio (None, 8, 8, 896)    0           Block17_7_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_7_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_8_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_8_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_8_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_8_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_8_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_8_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_8_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_7_Activation[0][0]       \n",
            "                                                                 Block17_8_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_8_Activation (Activatio (None, 8, 8, 896)    0           Block17_8_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0a_1x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0a_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0a_1x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0b_1x7[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0b_1x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1 ( (None, 8, 8, 128)    114688      Block17_8_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    114688      Block17_9_Branch_1_Conv2d_0b_1x7_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_B (None, 8, 8, 128)    384         Block17_9_Branch_0_Conv2d_1x1[0][\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    384         Block17_9_Branch_1_Conv2d_0c_7x1[\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_0_Conv2d_1x1_A (None, 8, 8, 128)    0           Block17_9_Branch_0_Conv2d_1x1_Bat\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Branch_1_Conv2d_0c_7x (None, 8, 8, 128)    0           Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Concatenate (Concaten (None, 8, 8, 256)    0           Block17_9_Branch_0_Conv2d_1x1_Act\n",
            "                                                                 Block17_9_Branch_1_Conv2d_0c_7x1_\n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Conv2d_1x1 (Conv2D)   (None, 8, 8, 896)    230272      Block17_9_Concatenate[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_ScaleSum (Lambda)     (None, 8, 8, 896)    0           Block17_8_Activation[0][0]       \n",
            "                                                                 Block17_9_Conv2d_1x1[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_9_Activation (Activatio (None, 8, 8, 896)    0           Block17_9_ScaleSum[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0a_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0a_1x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0b_1 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1  (None, 8, 8, 128)    114688      Block17_9_Activation[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    114688      Block17_10_Branch_1_Conv2d_0b_1x7\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    384         Block17_10_Branch_0_Conv2d_1x1[0]\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    384         Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_0_Conv2d_1x1_ (None, 8, 8, 128)    0           Block17_10_Branch_0_Conv2d_1x1_Ba\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Branch_1_Conv2d_0c_7 (None, 8, 8, 128)    0           Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Concatenate (Concate (None, 8, 8, 256)    0           Block17_10_Branch_0_Conv2d_1x1_Ac\n",
            "                                                                 Block17_10_Branch_1_Conv2d_0c_7x1\n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Conv2d_1x1 (Conv2D)  (None, 8, 8, 896)    230272      Block17_10_Concatenate[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_ScaleSum (Lambda)    (None, 8, 8, 896)    0           Block17_9_Activation[0][0]       \n",
            "                                                                 Block17_10_Conv2d_1x1[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Block17_10_Activation (Activati (None, 8, 8, 896)    0           Block17_10_ScaleSum[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    229376      Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    589824      Mixed_7a_Branch_2_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_0_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    768         Mixed_7a_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    768         Mixed_7a_Branch_2_Conv2d_0b_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_0_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_0a_1x1 (None, 8, 8, 256)    0           Mixed_7a_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_0b_3x3 (None, 8, 8, 256)    0           Mixed_7a_Branch_2_Conv2d_0b_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    884736      Mixed_7a_Branch_0_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    589824      Mixed_7a_Branch_2_Conv2d_0b_3x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    1152        Mixed_7a_Branch_0_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_1_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    768         Mixed_7a_Branch_2_Conv2d_1a_3x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_0_Conv2d_1a_3x3 (None, 3, 3, 384)    0           Mixed_7a_Branch_0_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_1_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_1_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_2_Conv2d_1a_3x3 (None, 3, 3, 256)    0           Mixed_7a_Branch_2_Conv2d_1a_3x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a_Branch_3_MaxPool_1a_3x (None, 3, 3, 896)    0           Block17_10_Activation[0][0]      \n",
            "__________________________________________________________________________________________________\n",
            "Mixed_7a (Concatenate)          (None, 3, 3, 1792)   0           Mixed_7a_Branch_0_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_1_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_2_Conv2d_1a_3x3_A\n",
            "                                                                 Mixed_7a_Branch_3_MaxPool_1a_3x3[\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Mixed_7a[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_1_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_1_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_1_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_1_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_1_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_1_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_1_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_1_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Mixed_7a[0][0]                   \n",
            "                                                                 Block8_1_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_1_Activation (Activation (None, 3, 3, 1792)   0           Block8_1_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_1_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_2_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_2_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_2_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_2_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_2_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_2_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_2_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_2_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_1_Activation[0][0]        \n",
            "                                                                 Block8_2_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_2_Activation (Activation (None, 3, 3, 1792)   0           Block8_2_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_2_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_3_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_3_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_3_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_3_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_3_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_3_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_3_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_3_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_2_Activation[0][0]        \n",
            "                                                                 Block8_3_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_3_Activation (Activation (None, 3, 3, 1792)   0           Block8_3_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_3_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_4_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_4_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_4_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_4_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_4_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_4_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_4_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_4_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_3_Activation[0][0]        \n",
            "                                                                 Block8_4_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_4_Activation (Activation (None, 3, 3, 1792)   0           Block8_4_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_4_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_5_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_5_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_5_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_5_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_5_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_5_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_5_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_5_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_4_Activation[0][0]        \n",
            "                                                                 Block8_5_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_5_Activation (Activation (None, 3, 3, 1792)   0           Block8_5_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0a_1x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0a_1x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0a_1x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0a_1x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0b_1x3[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0b_1x3 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0b_1x3_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1 (C (None, 3, 3, 192)    344064      Block8_5_Activation[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    110592      Block8_6_Branch_1_Conv2d_0b_1x3_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ba (None, 3, 3, 192)    576         Block8_6_Branch_0_Conv2d_1x1[0][0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    576         Block8_6_Branch_1_Conv2d_0c_3x1[0\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_0_Conv2d_1x1_Ac (None, 3, 3, 192)    0           Block8_6_Branch_0_Conv2d_1x1_Batc\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Branch_1_Conv2d_0c_3x1 (None, 3, 3, 192)    0           Block8_6_Branch_1_Conv2d_0c_3x1_B\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Concatenate (Concatena (None, 3, 3, 384)    0           Block8_6_Branch_0_Conv2d_1x1_Acti\n",
            "                                                                 Block8_6_Branch_1_Conv2d_0c_3x1_A\n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_Conv2d_1x1 (Conv2D)    (None, 3, 3, 1792)   689920      Block8_6_Concatenate[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "Block8_6_ScaleSum (Lambda)      (None, 3, 3, 1792)   0           Block8_5_Activation[0][0]        \n",
            "                                                                 Block8_6_Conv2d_1x1[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "AvgPool (GlobalAveragePooling2D (None, 1792)         0           Block8_6_ScaleSum[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "Dropout (Dropout)               (None, 1792)         0           AvgPool[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "Bottleneck (Dense)              (None, 128)          229376      Dropout[0][0]                    \n",
            "==================================================================================================\n",
            "Total params: 22,807,760\n",
            "Trainable params: 0\n",
            "Non-trainable params: 22,807,760\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ILR3Wqmb7bwV"
      },
      "source": [
        "import tensorflow.compat.v1 as tf\n",
        "tf.disable_v2_behavior()\n",
        "sess=tf.Session()\n",
        "from tensorflow.python.framework import graph_io\n",
        "frozen = tf.graph_util.convert_variables_to_constants(sess, sess.graph_def, [\"name_of_the_output_node\"])\n",
        "graph_io.write_graph(frozen, '/tmp/session-frozens', 'inference_graph.pb', as_text=False)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 89
        },
        "id": "Wci41p_z2LSO",
        "outputId": "1dcb8f36-ea34-4e23-bce6-af6f8c04c912"
      },
      "source": [
        "import tensorflow.compat.v1 as tf\n",
        "tf.disable_v2_behavior()\n",
        "\n",
        "from keras import backend as K \n",
        "from keras.models import Sequential, Model\n",
        "\n",
        "\n",
        "sess=tf.Session()\n",
        "K.set_learning_phase(0)   # Set the learning phase to 0\n",
        "model = model2 \n",
        "config = model2.get_config()\n",
        "#weights = model2.get_weights()\n",
        "#model = Sequential.from_config(config)\n",
        "output_node = model2.output.name.split(':')[0]  # We need this in the next step\n",
        "graph_file = \"kerasFacenet.pb\" \n",
        "ckpt_file = \"kerasFacenet.ckpt\"\n",
        "saver = tf.train.Saver(sharded=True)\n",
        "tf.train.write_graph(sess.graph_def, '', graph_file)\n",
        "#saver.save(sess, ckpt_file) "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/backend.py:434: UserWarning: `tf.keras.backend.set_learning_phase` is deprecated and will be removed after 2020-10-11. To update it, simply pass a True/False value to the `training` argument of the `__call__` method of your layer or model.\n",
            "  warnings.warn('`tf.keras.backend.set_learning_phase` is deprecated and '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'kerasFacenet.pb'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kue-AGmHwiod",
        "outputId": "5beaef0a-adcf-4f50-9456-352c2bc2ed0e"
      },
      "source": [
        "from tensorflow.python.framework.convert_to_constants import convert_variables_to_constants_v2\n",
        "\n",
        "tf.saved_model.save(model2, \"/tmp/saved-models\")\n",
        "\n",
        "# Convert Keras model to ConcreteFunction\n",
        "full_model = tf.function(lambda x: model2(x))\n",
        "full_model = full_model.get_concrete_function(\n",
        "    tf.TensorSpec(model.inputs[0].shape, model.inputs[0].dtype))\n",
        "\n",
        "# Get frozen ConcreteFunction\n",
        "frozen_func = convert_variables_to_constants_v2(full_model)\n",
        "frozen_func.graph.as_graph_def()\n",
        "\n",
        "layers = [op.name for op in frozen_func.graph.get_operations()]\n",
        "#print(\"-\" * 50)\n",
        "#print(\"Frozen model layers: \")\n",
        "for layer in layers:\n",
        "    print(layer)\n",
        "\n",
        "#print(\"-\" * 50)\n",
        "#print(\"Frozen model inputs: \")\n",
        "#print(frozen_func.inputs)\n",
        "#print(\"Frozen model outputs: \")\n",
        "#print(frozen_func.outputs)\n",
        "\n",
        "# Save frozen graph from frozen ConcreteFunction to hard drive\n",
        "tf.io.write_graph(graph_or_graph_def=frozen_func.graph,\n",
        "                  logdir=\"/tmp/saved-model\",\n",
        "                  name=\"facenet-Original-LastLayer.pb\",\n",
        "                  as_text=False)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/saved-models/assets\n",
            "x\n",
            "model_12/Conv2d_1a_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_1a_3x3/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_1a_3x3/Conv2D\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/scale\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_1a_3x3_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_1a_3x3_Activation/Relu\n",
            "model_12/Conv2d_2a_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_2a_3x3/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_2a_3x3/Conv2D\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/scale\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_2a_3x3_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_2a_3x3_Activation/Relu\n",
            "model_12/Conv2d_2b_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_2b_3x3/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_2b_3x3/Conv2D\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/scale\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
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            "model_12/Block8_6_Concatenate/concat/axis\n",
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            "model_12/Block8_6_Conv2d_1x1/Conv2D/ReadVariableOp/resource\n",
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            "model_12/Block8_6_ScaleSum/mul/y\n",
            "model_12/Block8_6_ScaleSum/mul\n",
            "model_12/Block8_6_ScaleSum/add\n",
            "model_12/AvgPool/Mean/reduction_indices\n",
            "model_12/AvgPool/Mean\n",
            "model_12/Dropout/Identity\n",
            "model_12/Bottleneck/MatMul/ReadVariableOp/resource\n",
            "model_12/Bottleneck/MatMul/ReadVariableOp\n",
            "model_12/Bottleneck/MatMul\n",
            "Identity\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'/tmp/saved-model/facenet-Original-LastLayer.pb'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0NvKeRsc8Xgd"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}