Copy_of_TrainingFacenetRemontada.ipynb

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    "colab": {
      "name": "Copy of TrainingFacenetRemontada.ipynb",
      "provenance": [],
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "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/Copy_of_TrainingFacenetRemontada.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": "markdown",
      "metadata": {
        "id": "4kGn24yZZfd7"
      },
      "source": [
        "## The Arcface loss class"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_7G46HMXZeuF"
      },
      "source": [
        "\n",
        "from tensorflow import keras \n",
        "\n",
        "from keras import regularizers\n",
        "\n",
        "\n",
        "\n",
        "# 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",
        "from keras import backend as K\n",
        "from keras.layers import Layer\n",
        "from keras.metrics import categorical_accuracy\n",
        "\n",
        "import tensorflow as tf\n",
        "import math as m\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": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uc5CotoFIHcg"
      },
      "source": [
        "### Alternative implementation of arcface"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cRqNl77CISg7"
      },
      "source": [
        "from keras import backend as K\n",
        "from keras.layers import Layer\n",
        "from keras import regularizers\n",
        "\n",
        "import tensorflow as tf\n",
        "\n",
        "\n",
        "class ArcFace(Layer):\n",
        "    def __init__(self, n_classes=10, s=30.0, m=0.50, regularizer=None, **kwargs):\n",
        "        super(ArcFace, self).__init__(**kwargs)\n",
        "        self.n_classes = n_classes\n",
        "        self.s = s\n",
        "        self.m = m\n",
        "        self.regularizer = regularizers.get(regularizer)\n",
        "\n",
        "    def build(self, input_shape):\n",
        "        super(ArcFace, self).build(input_shape[0])\n",
        "        self.W = self.add_weight(name='W',\n",
        "                                shape=(input_shape[0][-1], self.n_classes),\n",
        "                                initializer='glorot_uniform',\n",
        "                                trainable=True,\n",
        "                                regularizer=self.regularizer)\n",
        "\n",
        "    def call(self, inputs):\n",
        "        x, y = inputs\n",
        "        c = K.shape(x)[-1]\n",
        "        # normalize feature\n",
        "        x = tf.nn.l2_normalize(x, axis=1)\n",
        "        # normalize weights\n",
        "        W = tf.nn.l2_normalize(self.W, axis=0)\n",
        "        # dot product\n",
        "        logits = x @ W\n",
        "        # add margin\n",
        "        # clip logits to prevent zero division when backward\n",
        "        theta = tf.acos(K.clip(logits, -1.0 + K.epsilon(), 1.0 - K.epsilon()))\n",
        "        target_logits = tf.cos(theta + self.m)\n",
        "        # sin = tf.sqrt(1 - logits**2)\n",
        "        # cos_m = tf.cos(logits)\n",
        "        # sin_m = tf.sin(logits)\n",
        "        # target_logits = logits * cos_m - sin * sin_m\n",
        "        #\n",
        "        logits = logits * (1 - y) + target_logits * y\n",
        "        # feature re-scale\n",
        "        logits *= self.s\n",
        "        out = tf.nn.softmax(logits)\n",
        "\n",
        "        return out\n",
        "\n",
        "    def compute_output_shape(self, input_shape):\n",
        "        return (None, self.n_classes)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ky5pDC8BoEko"
      },
      "source": [
        "#### Importing the necessary packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wKKv6QdxOp63"
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow import keras \n",
        "from keras.preprocessing import image \n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.optimizers import RMSprop\n",
        "from keras.models import load_model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wPpKDHgpzMWU",
        "outputId": "1616682f-d39c-40ba-9bea-853b388a4edd"
      },
      "source": [
        "import os\n",
        "from os import listdir\n",
        "\n",
        "path=\"/tmp/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": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Name:  saldana count:  80\n",
            "Name:  kanye count:  100\n",
            "Name:  morgan count:  100\n",
            "Name:  zendaya count:  80\n",
            "Name:  will count:  80\n",
            "Name:  thiery count:  100\n",
            "Name:  anthony count:  111\n",
            "Name:  daniel count:  104\n",
            "Name:  idris count:  102\n",
            "Name:  obama count:  62\n",
            "Name:  viola count:  76\n",
            "Name:  michael count:  66\n",
            "Name:  lupita count:  100\n",
            "Name:  rihanna count:  100\n",
            "Name:  olivia count:  100\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K4HiJlgE0JUU",
        "outputId": "7235bb91-919a-429b-ff31-ac72133faf0c"
      },
      "source": [
        "import os\n",
        "from os import listdir\n",
        "\n",
        "path=\"/tmp/testing/\"\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": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Name:  saldana count:  5\n",
            "Name:  kanye count:  10\n",
            "Name:  morgan count:  7\n",
            "Name:  zendaya count:  6\n",
            "Name:  will count:  5\n",
            "Name:  thiery count:  8\n",
            "Name:  anthony count:  9\n",
            "Name:  daniel count:  10\n",
            "Name:  idris count:  10\n",
            "Name:  obama count:  5\n",
            "Name:  viola count:  5\n",
            "Name:  michael count:  5\n",
            "Name:  lupita count:  9\n",
            "Name:  rihanna count:  10\n",
            "Name:  olivia 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": "1b96c986-8820-42ac-a1a6-5a8868014413"
      },
      "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=\"/tmp/training/\"\n",
        "VALIDATION_DIR=\"/tmp/testing/\"\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))\n",
        "validation_generator=validation_datagen.flow_from_directory(VALIDATION_DIR,class_mode='categorical',target_size=(160,160))\n",
        "\n",
        "#Load the facenet model architecture\n",
        "#model=load_model('/tmp/facenet/facenet_keras.h5')\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 1361 images belonging to 15 classes.\n",
            "Found 113 images belonging to 15 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": "0a3393f5-a56d-4737-c9d4-9b2b6458a4d2"
      },
      "source": [
        "model=load_model('/tmp/facerecog-facenet/facenet_keras.h5')\n",
        "#A summary of the model architecture\n",
        "model.summary()"
      ],
      "execution_count": null,
      "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": "ff62f6f8-db9a-442c-847a-f962ec81c84a"
      },
      "source": [
        "print(\"Number of layers in the base model: \", len(model.layers))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of layers in the base model:  426\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JB7bBtTPVmzS"
      },
      "source": [
        "local_weights_file='/tmp/facerecog-facenet/facenet_keras_weights.h5'\n",
        "model.load_weights(local_weights_file)\n",
        "\n",
        "for layer in model.layers[:413]:\n",
        "  layer.trainable=False"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HWNkmU4SEBEm"
      },
      "source": [
        "local_weights_file='/tmp/facerecog-facenet/facenet_keras_weights.h5'\n",
        "model.load_weights(local_weights_file)\n",
        "\n",
        "for layer in model.layers:\n",
        "  layer.trainable=False"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yjnsrv9Vhpau"
      },
      "source": [
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras import Model \n",
        "\n",
        "#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": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 231
        },
        "id": "QdPuJW4ilhaj",
        "outputId": "0f5c0b99-934a-4b27-c1df-bff91b3dc41f"
      },
      "source": [
        "#Code from arcface repo\n",
        "from keras.layers import Input\n",
        "from keras.layers import BatchNormalization\n",
        "\n",
        "\n",
        "\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": "TypeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-31-e734edb92129>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     14\u001b[0m \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[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \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[0m\u001b[1;32m     17\u001b[0m \u001b[0;31m#arcface_output = af_layer(last_output)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0marcface_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maf_layer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: __init__() missing 2 required positional arguments: 'output_dim' and 'class_num'"
          ]
        }
      ]
    },
    {
      "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",
        "from keras.layers import Input\n",
        "from keras.layers import BatchNormalization\n",
        "from keras.layers import Dropout\n",
        "\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(15,activation='softmax')(arcface_output)\n",
        "\n",
        "model=Model(model.input,x)\n",
        "model.compile(optimizer=RMSprop(lr=0.0001),loss='categorical_crossentropy',metrics=['accuracy',tf.keras.metrics.AUC(multi_label = True)])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qje4VW0jl8d5",
        "outputId": "a501bd4f-51fc-4d8c-bc1f-b2c14918dc44"
      },
      "source": [
        "#training for 100 epochs\n",
        "history=model.fit(training_generator,validation_data=validation_generator,epochs=100,verbose=2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "43/43 - 11s - loss: 2.6495 - accuracy: 0.1359 - auc_3: 0.6645 - val_loss: 2.6046 - val_accuracy: 0.2743 - val_auc_3: 0.7577\n",
            "Epoch 2/100\n",
            "43/43 - 2s - loss: 2.5465 - accuracy: 0.4673 - auc_3: 0.8483 - val_loss: 2.5069 - val_accuracy: 0.5310 - val_auc_3: 0.9018\n",
            "Epoch 3/100\n",
            "43/43 - 2s - loss: 2.4505 - accuracy: 0.6510 - auc_3: 0.9373 - val_loss: 2.4114 - val_accuracy: 0.6637 - val_auc_3: 0.9636\n",
            "Epoch 4/100\n",
            "43/43 - 2s - loss: 2.3549 - accuracy: 0.7671 - auc_3: 0.9755 - val_loss: 2.3172 - val_accuracy: 0.7611 - val_auc_3: 0.9879\n",
            "Epoch 5/100\n",
            "43/43 - 2s - loss: 2.2605 - accuracy: 0.8611 - auc_3: 0.9897 - val_loss: 2.2236 - val_accuracy: 0.8053 - val_auc_3: 0.9956\n",
            "Epoch 6/100\n",
            "43/43 - 2s - loss: 2.1660 - accuracy: 0.8898 - auc_3: 0.9942 - val_loss: 2.1298 - val_accuracy: 0.8584 - val_auc_3: 0.9974\n",
            "Epoch 7/100\n",
            "43/43 - 2s - loss: 2.0714 - accuracy: 0.9052 - auc_3: 0.9966 - val_loss: 2.0363 - val_accuracy: 0.8850 - val_auc_3: 0.9985\n",
            "Epoch 8/100\n",
            "43/43 - 2s - loss: 1.9783 - accuracy: 0.9133 - auc_3: 0.9972 - val_loss: 1.9435 - val_accuracy: 0.8850 - val_auc_3: 0.9990\n",
            "Epoch 9/100\n",
            "43/43 - 3s - loss: 1.8847 - accuracy: 0.9155 - auc_3: 0.9978 - val_loss: 1.8515 - val_accuracy: 0.8938 - val_auc_3: 0.9992\n",
            "Epoch 10/100\n",
            "43/43 - 3s - loss: 1.7934 - accuracy: 0.9199 - auc_3: 0.9980 - val_loss: 1.7622 - val_accuracy: 0.8938 - val_auc_3: 0.9993\n",
            "Epoch 11/100\n",
            "43/43 - 2s - loss: 1.7050 - accuracy: 0.9236 - auc_3: 0.9983 - val_loss: 1.6751 - val_accuracy: 0.9115 - val_auc_3: 0.9996\n",
            "Epoch 12/100\n",
            "43/43 - 2s - loss: 1.6181 - accuracy: 0.9324 - auc_3: 0.9985 - val_loss: 1.5898 - val_accuracy: 0.9115 - val_auc_3: 0.9996\n",
            "Epoch 13/100\n",
            "43/43 - 3s - loss: 1.5322 - accuracy: 0.9353 - auc_3: 0.9986 - val_loss: 1.5068 - val_accuracy: 0.9204 - val_auc_3: 0.9997\n",
            "Epoch 14/100\n",
            "43/43 - 3s - loss: 1.4498 - accuracy: 0.9405 - auc_3: 0.9987 - val_loss: 1.4268 - val_accuracy: 0.9204 - val_auc_3: 0.9998\n",
            "Epoch 15/100\n",
            "43/43 - 3s - loss: 1.3710 - accuracy: 0.9515 - auc_3: 0.9988 - val_loss: 1.3489 - val_accuracy: 0.9292 - val_auc_3: 0.9998\n",
            "Epoch 16/100\n",
            "43/43 - 3s - loss: 1.2921 - accuracy: 0.9500 - auc_3: 0.9990 - val_loss: 1.2739 - val_accuracy: 0.9381 - val_auc_3: 0.9998\n",
            "Epoch 17/100\n",
            "43/43 - 3s - loss: 1.2193 - accuracy: 0.9566 - auc_3: 0.9990 - val_loss: 1.2025 - val_accuracy: 0.9381 - val_auc_3: 0.9999\n",
            "Epoch 18/100\n",
            "43/43 - 3s - loss: 1.1480 - accuracy: 0.9603 - auc_3: 0.9991 - val_loss: 1.1342 - val_accuracy: 0.9469 - val_auc_3: 0.9999\n",
            "Epoch 19/100\n",
            "43/43 - 3s - loss: 1.0795 - accuracy: 0.9655 - auc_3: 0.9991 - val_loss: 1.0692 - val_accuracy: 0.9469 - val_auc_3: 0.9999\n",
            "Epoch 20/100\n",
            "43/43 - 2s - loss: 1.0172 - accuracy: 0.9691 - auc_3: 0.9992 - val_loss: 1.0077 - val_accuracy: 0.9469 - val_auc_3: 0.9999\n",
            "Epoch 21/100\n",
            "43/43 - 2s - loss: 0.9556 - accuracy: 0.9706 - auc_3: 0.9993 - val_loss: 0.9485 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 22/100\n",
            "43/43 - 2s - loss: 0.8961 - accuracy: 0.9743 - auc_3: 0.9993 - val_loss: 0.8934 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 23/100\n",
            "43/43 - 3s - loss: 0.8415 - accuracy: 0.9750 - auc_3: 0.9994 - val_loss: 0.8401 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 24/100\n",
            "43/43 - 2s - loss: 0.7897 - accuracy: 0.9772 - auc_3: 0.9994 - val_loss: 0.7908 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 25/100\n",
            "43/43 - 2s - loss: 0.7414 - accuracy: 0.9802 - auc_3: 0.9994 - val_loss: 0.7443 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 26/100\n",
            "43/43 - 2s - loss: 0.6957 - accuracy: 0.9816 - auc_3: 0.9995 - val_loss: 0.7016 - val_accuracy: 0.9735 - val_auc_3: 0.9999\n",
            "Epoch 27/100\n",
            "43/43 - 2s - loss: 0.6530 - accuracy: 0.9831 - auc_3: 0.9995 - val_loss: 0.6603 - val_accuracy: 0.9823 - val_auc_3: 0.9999\n",
            "Epoch 28/100\n",
            "43/43 - 2s - loss: 0.6136 - accuracy: 0.9824 - auc_3: 0.9996 - val_loss: 0.6222 - val_accuracy: 0.9912 - val_auc_3: 0.9999\n",
            "Epoch 29/100\n",
            "43/43 - 2s - loss: 0.5763 - accuracy: 0.9809 - auc_3: 0.9996 - val_loss: 0.5866 - val_accuracy: 0.9912 - val_auc_3: 0.9999\n",
            "Epoch 30/100\n",
            "43/43 - 2s - loss: 0.5410 - accuracy: 0.9846 - auc_3: 0.9997 - val_loss: 0.5537 - val_accuracy: 0.9912 - val_auc_3: 0.9999\n",
            "Epoch 31/100\n",
            "43/43 - 2s - loss: 0.5099 - accuracy: 0.9853 - auc_3: 0.9997 - val_loss: 0.5231 - val_accuracy: 1.0000 - val_auc_3: 0.9999\n",
            "Epoch 32/100\n",
            "43/43 - 2s - loss: 0.4803 - accuracy: 0.9838 - auc_3: 0.9997 - val_loss: 0.4943 - val_accuracy: 1.0000 - val_auc_3: 0.9999\n",
            "Epoch 33/100\n",
            "43/43 - 2s - loss: 0.4516 - accuracy: 0.9846 - auc_3: 0.9997 - val_loss: 0.4668 - val_accuracy: 1.0000 - val_auc_3: 0.9999\n",
            "Epoch 34/100\n",
            "43/43 - 2s - loss: 0.4259 - accuracy: 0.9846 - auc_3: 0.9998 - val_loss: 0.4416 - val_accuracy: 1.0000 - val_auc_3: 0.9999\n",
            "Epoch 35/100\n",
            "43/43 - 2s - loss: 0.4029 - accuracy: 0.9853 - auc_3: 0.9997 - val_loss: 0.4182 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 36/100\n",
            "43/43 - 2s - loss: 0.3797 - accuracy: 0.9860 - auc_3: 0.9998 - val_loss: 0.3967 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 37/100\n",
            "43/43 - 2s - loss: 0.3591 - accuracy: 0.9875 - auc_3: 0.9998 - val_loss: 0.3763 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 38/100\n",
            "43/43 - 2s - loss: 0.3403 - accuracy: 0.9860 - auc_3: 0.9998 - val_loss: 0.3572 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 39/100\n",
            "43/43 - 2s - loss: 0.3234 - accuracy: 0.9868 - auc_3: 0.9998 - val_loss: 0.3396 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 40/100\n",
            "43/43 - 2s - loss: 0.3056 - accuracy: 0.9890 - auc_3: 0.9999 - val_loss: 0.3237 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 41/100\n",
            "43/43 - 2s - loss: 0.2921 - accuracy: 0.9868 - auc_3: 0.9999 - val_loss: 0.3088 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 42/100\n",
            "43/43 - 2s - loss: 0.2762 - accuracy: 0.9882 - auc_3: 0.9999 - val_loss: 0.2944 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 43/100\n",
            "43/43 - 2s - loss: 0.2644 - accuracy: 0.9875 - auc_3: 0.9999 - val_loss: 0.2813 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 44/100\n",
            "43/43 - 2s - loss: 0.2527 - accuracy: 0.9875 - auc_3: 0.9999 - val_loss: 0.2689 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 45/100\n",
            "43/43 - 2s - loss: 0.2412 - accuracy: 0.9882 - auc_3: 0.9999 - val_loss: 0.2576 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 46/100\n",
            "43/43 - 2s - loss: 0.2298 - accuracy: 0.9890 - auc_3: 0.9999 - val_loss: 0.2466 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 47/100\n",
            "43/43 - 2s - loss: 0.2204 - accuracy: 0.9904 - auc_3: 0.9999 - val_loss: 0.2367 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 48/100\n",
            "43/43 - 2s - loss: 0.2104 - accuracy: 0.9897 - auc_3: 0.9999 - val_loss: 0.2273 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 49/100\n",
            "43/43 - 2s - loss: 0.2026 - accuracy: 0.9890 - auc_3: 0.9999 - val_loss: 0.2181 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 50/100\n",
            "43/43 - 2s - loss: 0.1940 - accuracy: 0.9890 - auc_3: 0.9999 - val_loss: 0.2092 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 51/100\n",
            "43/43 - 2s - loss: 0.1869 - accuracy: 0.9904 - auc_3: 0.9999 - val_loss: 0.2008 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 52/100\n",
            "43/43 - 2s - loss: 0.1786 - accuracy: 0.9897 - auc_3: 0.9999 - val_loss: 0.1934 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 53/100\n",
            "43/43 - 2s - loss: 0.1728 - accuracy: 0.9919 - auc_3: 0.9999 - val_loss: 0.1862 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 54/100\n",
            "43/43 - 2s - loss: 0.1663 - accuracy: 0.9897 - auc_3: 0.9999 - val_loss: 0.1797 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 55/100\n",
            "43/43 - 2s - loss: 0.1601 - accuracy: 0.9904 - auc_3: 0.9999 - val_loss: 0.1734 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 56/100\n",
            "43/43 - 2s - loss: 0.1542 - accuracy: 0.9904 - auc_3: 0.9999 - val_loss: 0.1675 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 57/100\n",
            "43/43 - 2s - loss: 0.1500 - accuracy: 0.9912 - auc_3: 0.9999 - val_loss: 0.1617 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 58/100\n",
            "43/43 - 2s - loss: 0.1449 - accuracy: 0.9890 - auc_3: 0.9999 - val_loss: 0.1566 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 59/100\n",
            "43/43 - 2s - loss: 0.1401 - accuracy: 0.9912 - auc_3: 0.9999 - val_loss: 0.1515 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 60/100\n",
            "43/43 - 2s - loss: 0.1359 - accuracy: 0.9912 - auc_3: 0.9999 - val_loss: 0.1467 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 61/100\n",
            "43/43 - 2s - loss: 0.1321 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.1423 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 62/100\n",
            "43/43 - 3s - loss: 0.1273 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.1377 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 63/100\n",
            "43/43 - 2s - loss: 0.1243 - accuracy: 0.9897 - auc_3: 1.0000 - val_loss: 0.1334 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 64/100\n",
            "43/43 - 2s - loss: 0.1199 - accuracy: 0.9897 - auc_3: 1.0000 - val_loss: 0.1295 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 65/100\n",
            "43/43 - 2s - loss: 0.1161 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.1258 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 66/100\n",
            "43/43 - 2s - loss: 0.1136 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.1222 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 67/100\n",
            "43/43 - 2s - loss: 0.1114 - accuracy: 0.9919 - auc_3: 1.0000 - val_loss: 0.1186 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 68/100\n",
            "43/43 - 2s - loss: 0.1073 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.1155 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 69/100\n",
            "43/43 - 2s - loss: 0.1041 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.1124 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 70/100\n",
            "43/43 - 2s - loss: 0.1019 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.1095 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 71/100\n",
            "43/43 - 2s - loss: 0.0992 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.1066 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 72/100\n",
            "43/43 - 2s - loss: 0.0964 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.1039 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 73/100\n",
            "43/43 - 2s - loss: 0.0941 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.1015 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 74/100\n",
            "43/43 - 2s - loss: 0.0918 - accuracy: 0.9912 - auc_3: 1.0000 - val_loss: 0.0988 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 75/100\n",
            "43/43 - 2s - loss: 0.0890 - accuracy: 0.9919 - auc_3: 1.0000 - val_loss: 0.0965 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 76/100\n",
            "43/43 - 2s - loss: 0.0875 - accuracy: 0.9919 - auc_3: 1.0000 - val_loss: 0.0943 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 77/100\n",
            "43/43 - 2s - loss: 0.0851 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0921 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 78/100\n",
            "43/43 - 2s - loss: 0.0837 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.0898 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 79/100\n",
            "43/43 - 2s - loss: 0.0824 - accuracy: 0.9934 - auc_3: 1.0000 - val_loss: 0.0879 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 80/100\n",
            "43/43 - 2s - loss: 0.0804 - accuracy: 0.9927 - auc_3: 1.0000 - val_loss: 0.0859 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 81/100\n",
            "43/43 - 2s - loss: 0.0783 - accuracy: 0.9949 - auc_3: 1.0000 - val_loss: 0.0841 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 82/100\n",
            "43/43 - 2s - loss: 0.0767 - accuracy: 0.9919 - auc_3: 1.0000 - val_loss: 0.0823 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 83/100\n",
            "43/43 - 2s - loss: 0.0752 - accuracy: 0.9934 - auc_3: 1.0000 - val_loss: 0.0808 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 84/100\n",
            "43/43 - 2s - loss: 0.0736 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0790 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 85/100\n",
            "43/43 - 2s - loss: 0.0717 - accuracy: 0.9949 - auc_3: 1.0000 - val_loss: 0.0774 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 86/100\n",
            "43/43 - 2s - loss: 0.0711 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0758 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 87/100\n",
            "43/43 - 2s - loss: 0.0698 - accuracy: 0.9949 - auc_3: 1.0000 - val_loss: 0.0744 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 88/100\n",
            "43/43 - 2s - loss: 0.0671 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0729 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 89/100\n",
            "43/43 - 2s - loss: 0.0667 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0716 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 90/100\n",
            "43/43 - 2s - loss: 0.0643 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0700 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 91/100\n",
            "43/43 - 2s - loss: 0.0635 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0689 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 92/100\n",
            "43/43 - 2s - loss: 0.0626 - accuracy: 0.9963 - auc_3: 1.0000 - val_loss: 0.0675 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 93/100\n",
            "43/43 - 2s - loss: 0.0621 - accuracy: 0.9941 - auc_3: 1.0000 - val_loss: 0.0662 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 94/100\n",
            "43/43 - 2s - loss: 0.0608 - accuracy: 0.9949 - auc_3: 1.0000 - val_loss: 0.0650 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 95/100\n",
            "43/43 - 2s - loss: 0.0593 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0639 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 96/100\n",
            "43/43 - 2s - loss: 0.0588 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0629 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 97/100\n",
            "43/43 - 2s - loss: 0.0574 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0619 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 98/100\n",
            "43/43 - 2s - loss: 0.0556 - accuracy: 0.9963 - auc_3: 1.0000 - val_loss: 0.0607 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 99/100\n",
            "43/43 - 3s - loss: 0.0563 - accuracy: 0.9956 - auc_3: 1.0000 - val_loss: 0.0598 - val_accuracy: 1.0000 - val_auc_3: 1.0000\n",
            "Epoch 100/100\n",
            "43/43 - 2s - loss: 0.0544 - accuracy: 0.9963 - auc_3: 1.0000 - val_loss: 0.0588 - val_accuracy: 1.0000 - val_auc_3: 1.0000\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": 762
        },
        "id": "uWpYratUmo8T",
        "outputId": "ab8c999d-7b5e-4b27-d578-26e00f3863ba"
      },
      "source": [
        "auc=history.history['auc_1']\n",
        "val_auc=history.history['val_auc_1']\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",
        "epochs=range(len(acc))\n",
        "\n",
        "import matplotlib.pyplot as plt\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()"
      ],
      "execution_count": null,
      "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"
          }
        }
      ]
    },
    {
      "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",
            "model_12/Conv2d_2b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_2b_3x3_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_2b_3x3_Activation/Relu\n",
            "model_12/MaxPool_3a_3x3/MaxPool\n",
            "model_12/Conv2d_3b_1x1/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_3b_1x1/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_3b_1x1/Conv2D\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/scale\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_3b_1x1_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_3b_1x1_Activation/Relu\n",
            "model_12/Conv2d_4a_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_4a_3x3/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_4a_3x3/Conv2D\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/scale\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_4a_3x3_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_4a_3x3_Activation/Relu\n",
            "model_12/Conv2d_4b_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Conv2d_4b_3x3/Conv2D/ReadVariableOp\n",
            "model_12/Conv2d_4b_3x3/Conv2D\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/scale\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/ReadVariableOp\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Conv2d_4b_3x3_BatchNorm/FusedBatchNormV3\n",
            "model_12/Conv2d_4b_3x3_Activation/Relu\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1/Conv2D/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1/Conv2D/ReadVariableOp\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1/Conv2D\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/scale\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/ReadVariableOp\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_BatchNorm/FusedBatchNormV3\n",
            "model_12/Block35_1_Branch_0_Conv2d_1x1_Activation/Relu\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1/Conv2D/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1/Conv2D/ReadVariableOp\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1/Conv2D\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/scale\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/ReadVariableOp\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1/resource\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/FusedBatchNormV3/ReadVariableOp_1\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_BatchNorm/FusedBatchNormV3\n",
            "model_12/Block35_1_Branch_1_Conv2d_0a_1x1_Activation/Relu\n",
            "model_12/Block35_1_Branch_1_Conv2d_0b_3x3/Conv2D/ReadVariableOp/resource\n",
            "model_12/Block35_1_Branch_1_Conv2d_0b_3x3/Conv2D/ReadVariableOp\n",
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            "model_12/Block8_6_Concatenate/concat/axis\n",
            "model_12/Block8_6_Concatenate/concat\n",
            "model_12/Block8_6_Conv2d_1x1/Conv2D/ReadVariableOp/resource\n",
            "model_12/Block8_6_Conv2d_1x1/Conv2D/ReadVariableOp\n",
            "model_12/Block8_6_Conv2d_1x1/Conv2D\n",
            "model_12/Block8_6_Conv2d_1x1/BiasAdd/ReadVariableOp/resource\n",
            "model_12/Block8_6_Conv2d_1x1/BiasAdd/ReadVariableOp\n",
            "model_12/Block8_6_Conv2d_1x1/BiasAdd\n",
            "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": []
    }
  ]
}