{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# 🧠 BrainScan: Brain Tumor Classification using Deep Learning\n",
        "\n",
        "This notebook demonstrates the training of a deep learning model for classifying brain MRI images into four categories:\n",
        "- Glioma\n",
        "- Meningioma\n",
        "- Pituitary Tumor\n",
        "- No Tumor\n",
        "\n",
        "The model is built using transfer learning with DenseNet121 and trained using a publicly available MRI dataset."
      ],
      "metadata": {
        "id": "bNVVeuIzjDZR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📦 Importing Required Libraries\n",
        "\n",
        "In this section, we import all necessary libraries for:\n",
        "- Deep learning (TensorFlow & Keras)\n",
        "- Data preprocessing\n",
        "- Visualization\n",
        "- Dataset handling\n",
        "\n",
        "These libraries are essential for building, training, and evaluating the model."
      ],
      "metadata": {
        "id": "uUSenfZ4jG-w"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ulc9sTk6K0y_",
        "outputId": "3b4b047e-1eef-4bf8-f080-0eb9f3826ced"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.12/dist-packages (2.20.0)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (3.10.0)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (1.6.1)\n",
            "Requirement already satisfied: kagglehub in /usr/local/lib/python3.12/dist-packages (1.0.0)\n",
            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (1.4.0)\n",
            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (1.6.3)\n",
            "Requirement already satisfied: flatbuffers>=24.3.25 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (25.12.19)\n",
            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (0.7.0)\n",
            "Requirement already satisfied: google_pasta>=0.1.1 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (0.2.0)\n",
            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (18.1.1)\n",
            "Requirement already satisfied: opt_einsum>=2.3.2 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (3.4.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.12/dist-packages (from tensorflow) (26.1)\n",
            "Requirement already satisfied: protobuf>=5.28.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (5.29.6)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (2.32.4)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from tensorflow) (75.2.0)\n",
            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (1.17.0)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (3.3.0)\n",
            "Requirement already satisfied: typing_extensions>=3.6.6 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (4.15.0)\n",
            "Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (2.1.2)\n",
            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (1.80.0)\n",
            "Requirement already satisfied: tensorboard~=2.20.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (2.20.0)\n",
            "Requirement already satisfied: keras>=3.10.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (3.13.2)\n",
            "Requirement already satisfied: numpy>=1.26.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (2.0.2)\n",
            "Requirement already satisfied: h5py>=3.11.0 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (3.16.0)\n",
            "Requirement already satisfied: ml_dtypes<1.0.0,>=0.5.1 in /usr/local/lib/python3.12/dist-packages (from tensorflow) (0.5.4)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.3.3)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.1)\n",
            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n",
            "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (2.9.0.post0)\n",
            "Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.16.3)\n",
            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.5.3)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (3.6.0)\n",
            "Requirement already satisfied: kagglesdk<1.0,>=0.1.14 in /usr/local/lib/python3.12/dist-packages (from kagglehub) (0.1.20)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.12/dist-packages (from kagglehub) (6.0.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from kagglehub) (4.67.3)\n",
            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from astunparse>=1.6.0->tensorflow) (0.47.0)\n",
            "Requirement already satisfied: rich in /usr/local/lib/python3.12/dist-packages (from keras>=3.10.0->tensorflow) (13.9.4)\n",
            "Requirement already satisfied: namex in /usr/local/lib/python3.12/dist-packages (from keras>=3.10.0->tensorflow) (0.1.0)\n",
            "Requirement already satisfied: optree in /usr/local/lib/python3.12/dist-packages (from keras>=3.10.0->tensorflow) (0.19.0)\n",
            "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.4.7)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.13)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.21.0->tensorflow) (2.5.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests<3,>=2.21.0->tensorflow) (2026.4.22)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.12/dist-packages (from tensorboard~=2.20.0->tensorflow) (3.10.2)\n",
            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.12/dist-packages (from tensorboard~=2.20.0->tensorflow) (0.7.2)\n",
            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from tensorboard~=2.20.0->tensorflow) (3.1.8)\n",
            "Requirement already satisfied: markupsafe>=2.1.1 in /usr/local/lib/python3.12/dist-packages (from werkzeug>=1.0.1->tensorboard~=2.20.0->tensorflow) (3.0.3)\n",
            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich->keras>=3.10.0->tensorflow) (4.0.0)\n",
            "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich->keras>=3.10.0->tensorflow) (2.20.0)\n",
            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich->keras>=3.10.0->tensorflow) (0.1.2)\n"
          ]
        }
      ],
      "source": [
        "!pip install tensorflow matplotlib scikit-learn kagglehub\n",
        "\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras.applications import DenseNet121\n",
        "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout, BatchNormalization\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau, ModelCheckpoint\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import kagglehub\n",
        "import os"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ⚙️ Checking GPU Availability\n",
        "\n",
        "Training deep learning models is computationally intensive.  \n",
        "Here, we check if a GPU is available in the environment to speed up training."
      ],
      "metadata": {
        "id": "wMJOVFM0jKlw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"TensorFlow Version:\", tf.__version__)\n",
        "print(\"GPU:\", tf.config.list_physical_devices('GPU'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OkKg1uevLeGo",
        "outputId": "eb9dab4b-0d09-4dbc-830f-7794c8432be8"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "TensorFlow Version: 2.20.0\n",
            "GPU: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📂 Downloading Dataset\n",
        "\n",
        "We use KaggleHub to download the Brain Tumor MRI dataset.\n",
        "\n",
        "The dataset contains labeled MRI images divided into:\n",
        "- Training set\n",
        "- Testing set\n",
        "\n",
        "Each set includes four tumor classes."
      ],
      "metadata": {
        "id": "MT3RhZyIjOxv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "path = kagglehub.dataset_download(\"masoudnickparvar/brain-tumor-mri-dataset\")\n",
        "print(\"Dataset path:\", path)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8_pdm73CLgJy",
        "outputId": "4110f6c4-59f3-405a-f403-5622817ba288"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using Colab cache for faster access to the 'brain-tumor-mri-dataset' dataset.\n",
            "Dataset path: /kaggle/input/brain-tumor-mri-dataset\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📁 Setting Dataset Paths\n",
        "\n",
        "We define paths for:\n",
        "- Training data\n",
        "- Validation (testing) data\n",
        "\n",
        "We also define key parameters like image size and batch size."
      ],
      "metadata": {
        "id": "8RHRDwQAjS_A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "TRAIN_PATH = os.path.join(path, \"Training\")\n",
        "VAL_PATH = os.path.join(path, \"Testing\")\n",
        "\n",
        "IMG_SIZE = 224\n",
        "BATCH_SIZE = 16"
      ],
      "metadata": {
        "id": "ii6xDTvELh6K"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 🔄 Data Augmentation\n",
        "\n",
        "Data augmentation is used to artificially increase dataset diversity.\n",
        "\n",
        "Techniques applied:\n",
        "- Rotation\n",
        "- Zoom\n",
        "- Shifting\n",
        "- Horizontal flipping\n",
        "- Brightness variation\n",
        "\n",
        "This helps reduce overfitting and improves model generalization."
      ],
      "metadata": {
        "id": "LGFYFuUtjWDp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train_datagen = ImageDataGenerator(\n",
        "    rescale=1./255,\n",
        "    rotation_range=35,\n",
        "    zoom_range=0.35,\n",
        "    width_shift_range=0.15,\n",
        "    height_shift_range=0.15,\n",
        "    horizontal_flip=True,\n",
        "    brightness_range=[0.8, 1.2]\n",
        ")\n",
        "\n",
        "val_datagen = ImageDataGenerator(rescale=1./255)"
      ],
      "metadata": {
        "id": "rqAFa2qvLjwS"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📊 Creating Data Generators\n",
        "\n",
        "We load images using ImageDataGenerator and prepare them for training.\n",
        "\n",
        "The images are:\n",
        "- Rescaled (normalized)\n",
        "- Resized to a fixed dimension\n",
        "- Batched for efficient training"
      ],
      "metadata": {
        "id": "N6ZSQ69UjYxx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train_generator = train_datagen.flow_from_directory(\n",
        "    TRAIN_PATH,\n",
        "    target_size=(IMG_SIZE, IMG_SIZE),\n",
        "    batch_size=BATCH_SIZE,\n",
        "    class_mode='categorical'\n",
        ")\n",
        "\n",
        "val_generator = val_datagen.flow_from_directory(\n",
        "    VAL_PATH,\n",
        "    target_size=(IMG_SIZE, IMG_SIZE),\n",
        "    batch_size=BATCH_SIZE,\n",
        "    class_mode='categorical'\n",
        ")\n",
        "\n",
        "print(\"Class Mapping:\", train_generator.class_indices)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ff5hgswnLmFK",
        "outputId": "1620891b-abda-4ed7-d2e4-c99d4583be9a"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 5600 images belonging to 4 classes.\n",
            "Found 1600 images belonging to 4 classes.\n",
            "Class Mapping: {'glioma': 0, 'meningioma': 1, 'notumor': 2, 'pituitary': 3}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ⚖️ Handling Class Imbalance\n",
        "\n",
        "Class weights are computed to balance the dataset.\n",
        "\n",
        "This ensures that the model does not become biased toward classes with more samples."
      ],
      "metadata": {
        "id": "HyClxDSQjbcq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.utils.class_weight import compute_class_weight\n",
        "\n",
        "class_weights = compute_class_weight(\n",
        "    class_weight='balanced',\n",
        "    classes=np.unique(train_generator.classes),\n",
        "    y=train_generator.classes\n",
        ")\n",
        "\n",
        "class_weights = dict(enumerate(class_weights))\n",
        "print(\"Class Weights:\", class_weights)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qKGxcFXOLnwy",
        "outputId": "eb77a115-2036-4fd9-9857-b322d17e07f8"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Class Weights: {0: np.float64(1.0), 1: np.float64(1.0), 2: np.float64(1.0), 3: np.float64(1.0)}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 🧠 Building the Model\n",
        "\n",
        "We use DenseNet121 as the base model with pretrained ImageNet weights.\n",
        "\n",
        "Steps:\n",
        "- Freeze base layers\n",
        "- Add custom classification layers\n",
        "- Apply dropout and batch normalization\n",
        "\n",
        "This approach is known as transfer learning."
      ],
      "metadata": {
        "id": "coaBLKP0jePS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "base_model = DenseNet121(weights='imagenet', include_top=False, input_shape=(224,224,3))\n",
        "\n",
        "for layer in base_model.layers:\n",
        "    layer.trainable = False\n",
        "\n",
        "x = base_model.output\n",
        "x = GlobalAveragePooling2D()(x)\n",
        "x = BatchNormalization()(x)\n",
        "x = Dropout(0.5)(x)\n",
        "output = Dense(4, activation='softmax')(x)\n",
        "\n",
        "model = Model(inputs=base_model.input, outputs=output)\n",
        "\n",
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "uK7I1BdCLpKj",
        "outputId": "2150077b-4696-4a4f-efab-9f649aaa6fcd"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_1\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)       \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m   Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to     \u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ -                 │\n",
              "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ zero_padding2d_2    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ input_layer_1[\u001b[38;5;34m0\u001b[0m]… │\n",
              "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │      \u001b[38;5;34m9,408\u001b[0m │ zero_padding2d_2… │\n",
              "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │        \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ zero_padding2d_3    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m,  │          \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool1               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ zero_padding2d_3… │\n",
              "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m256\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m8,192\u001b[0m │ conv2_block1_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block1_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block1_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m],      │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m96\u001b[0m)               │            │ conv2_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m384\u001b[0m │ conv2_block1_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m96\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m12,288\u001b[0m │ conv2_block2_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block2_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block1_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m128\u001b[0m)              │            │ conv2_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block2_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv2_block3_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block3_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block3_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block2_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv2_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv2_block3_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv2_block4_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block4_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block4_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block3_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv2_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv2_block4_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv2_block5_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block5_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block5_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block4_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv2_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv2_block5_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv2_block6_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv2_block6_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block6_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv2_block6_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv2_block5_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv2_block6_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│                     │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m16,384\u001b[0m │ conv3_block1_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block1_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m160\u001b[0m)              │            │ conv3_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m640\u001b[0m │ conv3_block1_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m160\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m20,480\u001b[0m │ conv3_block2_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block2_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block1_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m192\u001b[0m)              │            │ conv3_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m768\u001b[0m │ conv3_block2_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m192\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m24,576\u001b[0m │ conv3_block3_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block3_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block2_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m224\u001b[0m)              │            │ conv3_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m896\u001b[0m │ conv3_block3_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m224\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m28,672\u001b[0m │ conv3_block4_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block4_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block3_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m256\u001b[0m)              │            │ conv3_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ conv3_block4_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv3_block5_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block5_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block5_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block4_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv3_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv3_block5_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block6_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block5_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv3_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv3_block6_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv3_block7_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block7_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block7_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block6_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv3_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv3_block7_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv3_block8_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block8_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block8_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block7_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv3_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv3_block8_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv3_block9_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block9_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block9_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block8_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv3_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv3_block9_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv3_block10_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block10_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block10_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block9_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv3_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv3_block10_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv3_block11_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block11_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block11_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block10_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv3_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv3_block11_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv3_block12_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv3_block12_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block12_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv3_block12_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv3_block11_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv3_block12_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,072\u001b[0m │ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│                     │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,024\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m32,768\u001b[0m │ conv4_block1_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block1_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block1_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m288\u001b[0m)              │            │ conv4_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,152\u001b[0m │ conv4_block1_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m288\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block2_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block1_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m320\u001b[0m)              │            │ conv4_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,280\u001b[0m │ conv4_block2_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m320\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m40,960\u001b[0m │ conv4_block3_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block3_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block3_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block2_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m352\u001b[0m)              │            │ conv4_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,408\u001b[0m │ conv4_block3_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m352\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m45,056\u001b[0m │ conv4_block4_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block4_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block4_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block3_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m384\u001b[0m)              │            │ conv4_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,536\u001b[0m │ conv4_block4_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m384\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m49,152\u001b[0m │ conv4_block5_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block5_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block5_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block4_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m416\u001b[0m)              │            │ conv4_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,664\u001b[0m │ conv4_block5_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m416\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m53,248\u001b[0m │ conv4_block6_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block6_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block6_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block5_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m448\u001b[0m)              │            │ conv4_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,792\u001b[0m │ conv4_block6_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m448\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m57,344\u001b[0m │ conv4_block7_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block7_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block7_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block6_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m480\u001b[0m)              │            │ conv4_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m1,920\u001b[0m │ conv4_block7_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m480\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m61,440\u001b[0m │ conv4_block8_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block8_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block8_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block7_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m512\u001b[0m)              │            │ conv4_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,048\u001b[0m │ conv4_block8_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m65,536\u001b[0m │ conv4_block9_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block9_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block9_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block8_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m544\u001b[0m)              │            │ conv4_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,176\u001b[0m │ conv4_block9_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m544\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m69,632\u001b[0m │ conv4_block10_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block10_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block10_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block9_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m576\u001b[0m)              │            │ conv4_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,304\u001b[0m │ conv4_block10_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m576\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m73,728\u001b[0m │ conv4_block11_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block11_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block11_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block10_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m608\u001b[0m)              │            │ conv4_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,432\u001b[0m │ conv4_block11_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m608\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m77,824\u001b[0m │ conv4_block12_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block12_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block12_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block11_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m640\u001b[0m)              │            │ conv4_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,560\u001b[0m │ conv4_block12_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m640\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m81,920\u001b[0m │ conv4_block13_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block13_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block13_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block12_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m672\u001b[0m)              │            │ conv4_block13_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,688\u001b[0m │ conv4_block13_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m672\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m86,016\u001b[0m │ conv4_block14_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block14_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block14_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block13_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m704\u001b[0m)              │            │ conv4_block14_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,816\u001b[0m │ conv4_block14_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m704\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m90,112\u001b[0m │ conv4_block15_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block15_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block15_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block14_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m736\u001b[0m)              │            │ conv4_block15_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m2,944\u001b[0m │ conv4_block15_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m736\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m94,208\u001b[0m │ conv4_block16_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block16_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block16_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block15_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m768\u001b[0m)              │            │ conv4_block16_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,072\u001b[0m │ conv4_block16_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m768\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m98,304\u001b[0m │ conv4_block17_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block17_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block17_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block16_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m800\u001b[0m)              │            │ conv4_block17_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,200\u001b[0m │ conv4_block17_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m800\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m102,400\u001b[0m │ conv4_block18_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block18_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block18_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block17_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m832\u001b[0m)              │            │ conv4_block18_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,328\u001b[0m │ conv4_block18_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m832\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m106,496\u001b[0m │ conv4_block19_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block19_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block19_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block18_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m864\u001b[0m)              │            │ conv4_block19_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,456\u001b[0m │ conv4_block19_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m864\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m110,592\u001b[0m │ conv4_block20_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block20_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block20_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block19_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m896\u001b[0m)              │            │ conv4_block20_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,584\u001b[0m │ conv4_block20_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m896\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m114,688\u001b[0m │ conv4_block21_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block21_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block21_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block20_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m928\u001b[0m)              │            │ conv4_block21_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,712\u001b[0m │ conv4_block21_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m928\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m118,784\u001b[0m │ conv4_block22_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block22_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block22_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block21_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m960\u001b[0m)              │            │ conv4_block22_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,840\u001b[0m │ conv4_block22_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m960\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m122,880\u001b[0m │ conv4_block23_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block23_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block23_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block22_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m992\u001b[0m)              │            │ conv4_block23_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m3,968\u001b[0m │ conv4_block23_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m992\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m126,976\u001b[0m │ conv4_block24_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │        \u001b[38;5;34m512\u001b[0m │ conv4_block24_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block24_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │     \u001b[38;5;34m36,864\u001b[0m │ conv4_block24_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m32\u001b[0m)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ conv4_block23_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block24_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_bn            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │      \u001b[38;5;34m4,096\u001b[0m │ conv4_block24_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_relu          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │          \u001b[38;5;34m0\u001b[0m │ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m524,288\u001b[0m │ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│                     │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_pool          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mAveragePooling2D\u001b[0m)  │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m65,536\u001b[0m │ conv5_block1_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block1_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block1_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │      \u001b[38;5;34m2,176\u001b[0m │ conv5_block1_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m69,632\u001b[0m │ conv5_block2_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block2_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block2_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │      \u001b[38;5;34m2,304\u001b[0m │ conv5_block2_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m73,728\u001b[0m │ conv5_block3_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block3_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block3_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │      \u001b[38;5;34m2,432\u001b[0m │ conv5_block3_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m77,824\u001b[0m │ conv5_block4_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block4_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block4_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │      \u001b[38;5;34m2,560\u001b[0m │ conv5_block4_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m81,920\u001b[0m │ conv5_block5_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block5_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block5_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block4_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │      \u001b[38;5;34m2,688\u001b[0m │ conv5_block5_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m86,016\u001b[0m │ conv5_block6_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block6_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block6_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block5_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │      \u001b[38;5;34m2,816\u001b[0m │ conv5_block6_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m90,112\u001b[0m │ conv5_block7_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block7_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block7_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block6_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │      \u001b[38;5;34m2,944\u001b[0m │ conv5_block7_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m94,208\u001b[0m │ conv5_block8_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block8_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block8_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block7_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_0_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │      \u001b[38;5;34m3,072\u001b[0m │ conv5_block8_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_0_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │     \u001b[38;5;34m98,304\u001b[0m │ conv5_block9_0_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block9_1_c… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_1_b… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_2_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block9_1_r… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block8_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │      \u001b[38;5;34m3,200\u001b[0m │ conv5_block9_con… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m102,400\u001b[0m │ conv5_block10_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block10_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block10_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block9_con… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │      \u001b[38;5;34m3,328\u001b[0m │ conv5_block10_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m106,496\u001b[0m │ conv5_block11_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block11_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block11_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block10_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │      \u001b[38;5;34m3,456\u001b[0m │ conv5_block11_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m110,592\u001b[0m │ conv5_block12_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block12_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block12_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block11_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │      \u001b[38;5;34m3,584\u001b[0m │ conv5_block12_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m114,688\u001b[0m │ conv5_block13_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block13_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block13_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block12_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block13_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │      \u001b[38;5;34m3,712\u001b[0m │ conv5_block13_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m118,784\u001b[0m │ conv5_block14_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block14_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block14_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block13_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block14_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │      \u001b[38;5;34m3,840\u001b[0m │ conv5_block14_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m122,880\u001b[0m │ conv5_block15_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block15_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block15_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block14_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │                   │            │ conv5_block15_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_0_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │      \u001b[38;5;34m3,968\u001b[0m │ conv5_block15_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_0_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_0_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │    \u001b[38;5;34m126,976\u001b[0m │ conv5_block16_0_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_bn  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │        \u001b[38;5;34m512\u001b[0m │ conv5_block16_1_… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_re… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block16_1_… │\n",
              "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_2_co… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m)  │     \u001b[38;5;34m36,864\u001b[0m │ conv5_block16_1_… │\n",
              "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_conc… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ conv5_block15_co… │\n",
              "│ (\u001b[38;5;33mConcatenate\u001b[0m)       │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv5_block16_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ bn                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m4,096\u001b[0m │ conv5_block16_co… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ relu (\u001b[38;5;33mActivation\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │          \u001b[38;5;34m0\u001b[0m │ bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n",
              "│                     │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]        │\n",
              "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ batch_normalizatio… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │      \u001b[38;5;34m4,096\u001b[0m │ global_average_p… │\n",
              "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ batch_normalizat… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m)         │      \u001b[38;5;34m4,100\u001b[0m │ dropout_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",
              "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)        </span>┃<span style=\"font-weight: bold\"> Output Shape      </span>┃<span style=\"font-weight: bold\">    Param # </span>┃<span style=\"font-weight: bold\"> Connected to      </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                 │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ zero_padding2d_2    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">230</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ input_layer_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │      <span style=\"color: #00af00; text-decoration-color: #00af00\">9,408</span> │ zero_padding2d_2… │\n",
              "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ conv1_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv1_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">112</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ zero_padding2d_3    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">114</span>,  │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv1_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool1               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ zero_padding2d_3… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">8,192</span> │ conv2_block1_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block1_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block1_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>],      │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │ conv2_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> │ conv2_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">12,288</span> │ conv2_block2_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block2_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │ conv2_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv2_block3_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block3_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block3_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv2_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv2_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv2_block4_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block4_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block4_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv2_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv2_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv2_block5_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block5_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block5_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv2_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv2_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv2_block6_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv2_block6_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block6_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv2_block6_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv2_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv2_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv2_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">56</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ pool2_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool2_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">16,384</span> │ conv3_block1_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block1_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block1_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool2_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │ conv3_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span> │ conv3_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">160</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">20,480</span> │ conv3_block2_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block2_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block2_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │ conv3_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span> │ conv3_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">192</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">24,576</span> │ conv3_block3_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block3_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block3_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │ conv3_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │ conv3_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">28,672</span> │ conv3_block4_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block4_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block4_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv3_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ conv3_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv3_block5_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block5_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block5_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv3_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv3_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block6_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block6_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv3_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv3_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv3_block7_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block7_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block7_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv3_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv3_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv3_block8_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block8_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block8_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv3_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv3_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv3_block9_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block9_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block9_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv3_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv3_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv3_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv3_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv3_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv3_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv3_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv3_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv3_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv3_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv3_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv3_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv3_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv3_block12_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">131,072</span> │ pool3_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool3_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">32,768</span> │ conv4_block1_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block1_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block1_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool3_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │ conv4_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,152</span> │ conv4_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">288</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block2_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block2_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │ conv4_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280</span> │ conv4_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">40,960</span> │ conv4_block3_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block3_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block3_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │ conv4_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,408</span> │ conv4_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">352</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">45,056</span> │ conv4_block4_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block4_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block4_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │ conv4_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,536</span> │ conv4_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">384</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">49,152</span> │ conv4_block5_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block5_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block5_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │ conv4_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,664</span> │ conv4_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">416</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">53,248</span> │ conv4_block6_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block6_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block6_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │ conv4_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │ conv4_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">57,344</span> │ conv4_block7_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block7_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block7_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │ conv4_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,920</span> │ conv4_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">480</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">61,440</span> │ conv4_block8_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block8_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block8_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv4_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv4_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv4_block9_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block9_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block9_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │ conv4_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv4_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv4_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │ conv4_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv4_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv4_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │ conv4_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv4_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv4_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │ conv4_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv4_block12_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv4_block13_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block12_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │ conv4_block13_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv4_block13_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv4_block14_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block13_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │ conv4_block14_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv4_block14_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv4_block15_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block14_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │ conv4_block15_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv4_block15_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv4_block16_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block15_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │ conv4_block16_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv4_block16_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv4_block17_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block17_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block17_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block17_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block16_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │ conv4_block17_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv4_block17_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv4_block18_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block18_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block18_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block18_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block17_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │ conv4_block18_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv4_block18_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv4_block19_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block19_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block19_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block19_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block18_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │ conv4_block19_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv4_block19_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv4_block20_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block20_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block20_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block20_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block19_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │ conv4_block20_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv4_block20_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv4_block21_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block21_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block21_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block21_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block20_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │ conv4_block21_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv4_block21_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv4_block22_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block22_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block22_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block22_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block21_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │ conv4_block22_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv4_block22_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv4_block23_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block23_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block23_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block23_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block22_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │ conv4_block23_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv4_block23_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv4_block24_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv4_block24_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block24_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv4_block24_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv4_block24_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv4_block23_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block24_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_bn            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv4_block24_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_relu          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_conv (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>,    │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,288</span> │ pool4_relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ pool4_pool          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_conv[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">AveragePooling2D</span>)  │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">65,536</span> │ conv5_block1_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block1_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block1_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block1_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ pool4_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>], │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block1_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,176</span> │ conv5_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">69,632</span> │ conv5_block2_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block2_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block2_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block2_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block2_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,304</span> │ conv5_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">576</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">73,728</span> │ conv5_block3_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block3_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block3_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block3_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block3_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │ conv5_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">608</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">77,824</span> │ conv5_block4_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block4_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block4_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block4_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block4_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,560</span> │ conv5_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">640</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">81,920</span> │ conv5_block5_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block5_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block5_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block5_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block4_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block5_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,688</span> │ conv5_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">672</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">86,016</span> │ conv5_block6_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block6_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block6_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block6_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block5_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block6_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,816</span> │ conv5_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">704</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">90,112</span> │ conv5_block7_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block7_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block7_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block7_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block6_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block7_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,944</span> │ conv5_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">736</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">94,208</span> │ conv5_block8_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block8_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block8_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block8_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block7_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block8_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_0_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,072</span> │ conv5_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_0_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">768</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_0_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │     <span style=\"color: #00af00; text-decoration-color: #00af00\">98,304</span> │ conv5_block9_0_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_bn   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block9_1_c… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_1_relu │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_1_b… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_2_conv │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block9_1_r… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block9_concat │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block8_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block9_2_c… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │ conv5_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">102,400</span> │ conv5_block10_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block10_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block10_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block9_con… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block10_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,328</span> │ conv5_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">832</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">106,496</span> │ conv5_block11_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block11_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block11_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block10_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block11_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,456</span> │ conv5_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">864</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">110,592</span> │ conv5_block12_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block12_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block12_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block11_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block12_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,584</span> │ conv5_block12_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">114,688</span> │ conv5_block13_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block13_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block13_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block12_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block13_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,712</span> │ conv5_block13_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">928</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">118,784</span> │ conv5_block14_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block14_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block14_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block13_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block14_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,840</span> │ conv5_block14_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">960</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">122,880</span> │ conv5_block15_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block15_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block15_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block14_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │                   │            │ conv5_block15_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_0_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">3,968</span> │ conv5_block15_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_0_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">992</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">126,976</span> │ conv5_block16_0_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_bn  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │        <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │ conv5_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_1_re… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_2_co… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)  │     <span style=\"color: #00af00; text-decoration-color: #00af00\">36,864</span> │ conv5_block16_1_… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ conv5_block16_conc… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block15_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Concatenate</span>)       │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv5_block16_2_… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ bn                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ conv5_block16_co… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ relu (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>,      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ bn[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n",
              "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ relu[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]        │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ batch_normalizatio… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,096</span> │ global_average_p… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ batch_normalizat… │\n",
              "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>)         │      <span style=\"color: #00af00; text-decoration-color: #00af00\">4,100</span> │ dropout_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",
              "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m7,045,700\u001b[0m (26.88 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,045,700</span> (26.88 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m6,148\u001b[0m (24.02 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">6,148</span> (24.02 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,039,552\u001b[0m (26.85 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">7,039,552</span> (26.85 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ⚙️ Compiling the Model\n",
        "\n",
        "The model is compiled using:\n",
        "- Adam optimizer\n",
        "- Categorical crossentropy loss\n",
        "- Accuracy as evaluation metric"
      ],
      "metadata": {
        "id": "pL6VvY0AjhVm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(\n",
        "    optimizer=tf.keras.optimizers.Adam(learning_rate=1e-3),\n",
        "    loss='categorical_crossentropy',\n",
        "    metrics=['accuracy']\n",
        ")"
      ],
      "metadata": {
        "id": "4cOnl1bOLq2z"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 🔔 Callbacks for Training\n",
        "\n",
        "Callbacks help improve training efficiency:\n",
        "- EarlyStopping: stops training when no improvement\n",
        "- ReduceLROnPlateau: reduces learning rate\n",
        "- ModelCheckpoint: saves best model"
      ],
      "metadata": {
        "id": "wlupUTOljj26"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "callbacks = [\n",
        "    EarlyStopping(patience=6, restore_best_weights=True),\n",
        "    ReduceLROnPlateau(\n",
        "        monitor='val_loss',\n",
        "        factor=0.2,\n",
        "        patience=2,\n",
        "        min_lr=1e-7\n",
        "    ),\n",
        "    ModelCheckpoint(\"best_model.h5\", save_best_only=True)\n",
        "]"
      ],
      "metadata": {
        "id": "208thgvqLuTj"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 🏋️ Training Phase 1\n",
        "\n",
        "In this phase:\n",
        "- Only top layers are trained\n",
        "- Base model remains frozen\n",
        "\n",
        "This allows the model to learn dataset-specific features."
      ],
      "metadata": {
        "id": "a70nFBEmjmlx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "history = model.fit(\n",
        "    train_generator,\n",
        "    validation_data=val_generator,\n",
        "    epochs=15,\n",
        "    callbacks=callbacks,\n",
        "    class_weight=class_weights\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qa2gPxXjLvGq",
        "outputId": "8af0e692-9b1a-48a4-8b88-8e4201264117"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 279ms/step - accuracy: 0.6132 - loss: 1.0045"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 338ms/step - accuracy: 0.7091 - loss: 0.7644 - val_accuracy: 0.7663 - val_loss: 0.6881 - learning_rate: 0.0010\n",
            "Epoch 2/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 277ms/step - accuracy: 0.8067 - loss: 0.5218"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 295ms/step - accuracy: 0.8000 - loss: 0.5287 - val_accuracy: 0.7919 - val_loss: 0.6236 - learning_rate: 0.0010\n",
            "Epoch 3/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 277ms/step - accuracy: 0.8237 - loss: 0.4921"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m104s\u001b[0m 297ms/step - accuracy: 0.8155 - loss: 0.5047 - val_accuracy: 0.8200 - val_loss: 0.5429 - learning_rate: 0.0010\n",
            "Epoch 4/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 291ms/step - accuracy: 0.8230 - loss: 0.4730 - val_accuracy: 0.8219 - val_loss: 0.5608 - learning_rate: 0.0010\n",
            "Epoch 5/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 275ms/step - accuracy: 0.8160 - loss: 0.4606"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 295ms/step - accuracy: 0.8155 - loss: 0.4690 - val_accuracy: 0.8281 - val_loss: 0.5287 - learning_rate: 0.0010\n",
            "Epoch 6/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 274ms/step - accuracy: 0.8386 - loss: 0.4400"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 293ms/step - accuracy: 0.8268 - loss: 0.4647 - val_accuracy: 0.8300 - val_loss: 0.5108 - learning_rate: 0.0010\n",
            "Epoch 7/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 305ms/step - accuracy: 0.8221 - loss: 0.4598 - val_accuracy: 0.8263 - val_loss: 0.5376 - learning_rate: 0.0010\n",
            "Epoch 8/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 289ms/step - accuracy: 0.8254 - loss: 0.4636 - val_accuracy: 0.8331 - val_loss: 0.5138 - learning_rate: 0.0010\n",
            "Epoch 9/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 289ms/step - accuracy: 0.8379 - loss: 0.4422 - val_accuracy: 0.8200 - val_loss: 0.5267 - learning_rate: 2.0000e-04\n",
            "Epoch 10/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 274ms/step - accuracy: 0.8514 - loss: 0.4077"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 292ms/step - accuracy: 0.8375 - loss: 0.4367 - val_accuracy: 0.8275 - val_loss: 0.5107 - learning_rate: 2.0000e-04\n",
            "Epoch 11/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 290ms/step - accuracy: 0.8346 - loss: 0.4474 - val_accuracy: 0.8281 - val_loss: 0.5134 - learning_rate: 4.0000e-05\n",
            "Epoch 12/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 273ms/step - accuracy: 0.8435 - loss: 0.4109"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 305ms/step - accuracy: 0.8416 - loss: 0.4236 - val_accuracy: 0.8325 - val_loss: 0.5036 - learning_rate: 4.0000e-05\n",
            "Epoch 13/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 289ms/step - accuracy: 0.8416 - loss: 0.4255 - val_accuracy: 0.8300 - val_loss: 0.5105 - learning_rate: 4.0000e-05\n",
            "Epoch 14/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 289ms/step - accuracy: 0.8393 - loss: 0.4198 - val_accuracy: 0.8306 - val_loss: 0.5087 - learning_rate: 4.0000e-05\n",
            "Epoch 15/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 291ms/step - accuracy: 0.8323 - loss: 0.4537 - val_accuracy: 0.8281 - val_loss: 0.5154 - learning_rate: 8.0000e-06\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 🔥 Fine-Tuning the Model\n",
        "\n",
        "In this phase:\n",
        "- Last layers of the base model are unfrozen\n",
        "- Learning rate is reduced\n",
        "\n",
        "This improves model performance by refining deeper features."
      ],
      "metadata": {
        "id": "qSZPBEhBjpK3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Unfreeze deeper layers\n",
        "for layer in base_model.layers[-80:]:\n",
        "    layer.trainable = True\n",
        "\n",
        "model.compile(\n",
        "    optimizer=tf.keras.optimizers.Adam(learning_rate=5e-6),\n",
        "    loss='categorical_crossentropy',\n",
        "    metrics=['accuracy']\n",
        ")\n",
        "\n",
        "history_fine = model.fit(\n",
        "    train_generator,\n",
        "    validation_data=val_generator,\n",
        "    epochs=15,\n",
        "    callbacks=callbacks,\n",
        "    class_weight=class_weights\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_xO-ms5uLxb0",
        "outputId": "275a6bad-bc80-496f-a3f6-90de9f92aaf0"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 279ms/step - accuracy: 0.8197 - loss: 0.4587"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m164s\u001b[0m 336ms/step - accuracy: 0.8229 - loss: 0.4543 - val_accuracy: 0.8506 - val_loss: 0.4749 - learning_rate: 5.0000e-06\n",
            "Epoch 2/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m104s\u001b[0m 298ms/step - accuracy: 0.8259 - loss: 0.4596 - val_accuracy: 0.8450 - val_loss: 0.4853 - learning_rate: 5.0000e-06\n",
            "Epoch 3/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m108s\u001b[0m 309ms/step - accuracy: 0.8421 - loss: 0.4351 - val_accuracy: 0.8481 - val_loss: 0.4819 - learning_rate: 5.0000e-06\n",
            "Epoch 4/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 299ms/step - accuracy: 0.8384 - loss: 0.4254 - val_accuracy: 0.8462 - val_loss: 0.4871 - learning_rate: 1.0000e-06\n",
            "Epoch 5/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m106s\u001b[0m 303ms/step - accuracy: 0.8457 - loss: 0.4225 - val_accuracy: 0.8450 - val_loss: 0.4887 - learning_rate: 1.0000e-06\n",
            "Epoch 6/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m106s\u001b[0m 302ms/step - accuracy: 0.8411 - loss: 0.4181 - val_accuracy: 0.8481 - val_loss: 0.4838 - learning_rate: 2.0000e-07\n",
            "Epoch 7/15\n",
            "\u001b[1m350/350\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 299ms/step - accuracy: 0.8457 - loss: 0.4115 - val_accuracy: 0.8481 - val_loss: 0.4853 - learning_rate: 2.0000e-07\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 💾 Saving the Model\n",
        "\n",
        "The trained model is saved in .h5 format.\n",
        "\n",
        "This file will be used later for deployment in the Streamlit application."
      ],
      "metadata": {
        "id": "UNaP6hT-jsJB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.save(\"brain_tumor_model_final.h5\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o4xCrk5lLzsz",
        "outputId": "9784d85c-7829-4637-d46e-e002b8f33870"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📈 Visualizing Training Results\n",
        "\n",
        "We plot:\n",
        "- Training accuracy vs validation accuracy\n",
        "- Training loss vs validation loss\n",
        "\n",
        "These graphs help evaluate model performance."
      ],
      "metadata": {
        "id": "qtTyK4e6jugS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_history(history):\n",
        "    plt.plot(history.history['accuracy'], label='train_acc')\n",
        "    plt.plot(history.history['val_accuracy'], label='val_acc')\n",
        "    plt.legend()\n",
        "    plt.title(\"Accuracy\")\n",
        "    plt.show()\n",
        "\n",
        "    plt.plot(history.history['loss'], label='train_loss')\n",
        "    plt.plot(history.history['val_loss'], label='val_loss')\n",
        "    plt.legend()\n",
        "    plt.title(\"Loss\")\n",
        "    plt.show()\n",
        "\n",
        "plot_history(history)\n",
        "plot_history(history_fine)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "UNhqfkolVwXn",
        "outputId": "93e7b869-c57b-4e43-dedd-47561e70c10d"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGzCAYAAAAMr0ziAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAZo5JREFUeJzt3Xd4VGXexvHvZNIrKaRBIID0LgIi2CNlFbEDoggqrixWrOyuYIVVVxYLK4ogYEFcFeW1oBgFAelFikgnhJKEJKSTNjPvHycZiISSMC3h/lzXuTJz5sw5v4nI3DznKSabzWZDRERExIN5ubsAERERkTNRYBERERGPp8AiIiIiHk+BRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLxFFhERETE4ymwiIiIiMdTYBERERGPp8AiIk43a9YsTCYTa9eudXcpIlJHKbCIiIiIx1NgEREREY+nwCIiHmHDhg0MGDCA0NBQgoODufrqq1m5cmWVY8rKynjuuedo2bIl/v7+REZG0qdPHxYtWmQ/Ji0tjZEjR9K4cWP8/PyIi4tj0KBB7Nu3z8WfSEQcydvdBYiIbN26lUsvvZTQ0FCefPJJfHx8eOedd7jiiitYsmQJPXv2BODZZ59l0qRJ3HvvvfTo0YO8vDzWrl3L+vXrueaaawC4+eab2bp1Kw8++CCJiYlkZGSwaNEi9u/fT2Jiohs/pYicC5PNZrO5uwgRqd9mzZrFyJEjWbNmDRdddNFJr9944418++23bNu2jebNmwNw+PBhWrduTdeuXVmyZAkAXbp0oXHjxnz99dfVXicnJ4fw8HBeffVVHn/8ced9IBFxOd0SEhG3slgs/PDDD9xwww32sAIQFxfH7bffzrJly8jLywOgQYMGbN26lZ07d1Z7roCAAHx9fVm8eDFHjx51Sf0i4hoKLCLiVkeOHKGoqIjWrVuf9Frbtm2xWq2kpqYC8Pzzz5OTk0OrVq3o2LEjTzzxBJs2bbIf7+fnx8svv8x3331HTEwMl112Ga+88gppaWku+zwi4hwKLCJSZ1x22WXs3r2bmTNn0qFDB9577z0uvPBC3nvvPfsxjzzyCDt27GDSpEn4+/vzzDPP0LZtWzZs2ODGykXkXCmwiIhbNWzYkMDAQLZv337Sa3/88QdeXl4kJCTY90VERDBy5Ejmzp1LamoqnTp14tlnn63yvhYtWvDYY4/xww8/sGXLFkpLS3nttdec/VFExIkUWETErcxmM3379uWrr76qMvQ4PT2djz/+mD59+hAaGgpAVlZWlfcGBwdzwQUXUFJSAkBRURHFxcVVjmnRogUhISH2Y0SkbtKwZhFxmZkzZ7Jw4cKT9j/77LMsWrSIPn368Le//Q1vb2/eeecdSkpKeOWVV+zHtWvXjiuuuIJu3boRERHB2rVr+eyzz3jggQcA2LFjB1dffTW33XYb7dq1w9vbm/nz55Oens6QIUNc9jlFxPE0rFlEnK5yWPOppKamcuTIEcaNG8fy5cuxWq307NmTl156iV69etmPe+mll1iwYAE7duygpKSEpk2bcuedd/LEE0/g4+NDVlYWEyZMIDk5mdTUVLy9vWnTpg2PPfYYt956qys+qog4iQKLiIiIeDz1YRERERGPp8AiIiIiHk+BRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLx6sXEcVarlUOHDhESEoLJZHJ3OSIiInIWbDYb+fn5xMfH4+V1+jaUehFYDh06VGWtEREREak7UlNTady48WmPqReBJSQkBDA+cOWaIyIiIuLZ8vLySEhIsH+Pn069CCyVt4FCQ0MVWEREROqYs+nOoU63IiIi4vEUWERERMTjKbCIiIiIx6sXfVhERKT+sdlslJeXY7FY3F2KnAOz2Yy3t/c5TzuiwCIiIh6ntLSUw4cPU1RU5O5SxAECAwOJi4vD19e31udQYBEREY9itVrZu3cvZrOZ+Ph4fH19NSloHWWz2SgtLeXIkSPs3buXli1bnnGCuFNRYBEREY9SWlqK1WolISGBwMBAd5cj5yggIAAfHx9SUlIoLS3F39+/VudRp1sREfFItf2XuHgeR/y31J8GERER8XgKLCIiIuLxFFhEREQ8UGJiIlOmTHHIuRYvXozJZCInJ8ch53MHdboVERFxkCuuuIIuXbo4JGisWbOGoKCgcy+qnlBgOY284jLeW7qXtNxjvHxzJw2rExGRc2Kz2bBYLHh7n/nrt2HDhi6oqO7QLaHT8PYy8UbyTj5de4CcojJ3lyMict6y2WwUlZa7ZbPZbGdV44gRI1iyZAmvv/46JpMJk8nErFmzMJlMfPfdd3Tr1g0/Pz+WLVvG7t27GTRoEDExMQQHB9O9e3d+/PHHKuf78y0hk8nEe++9x4033khgYCAtW7ZkwYIFtf6dfv7557Rv3x4/Pz8SExN57bXXqrz+3//+l5YtW+Lv709MTAy33HKL/bXPPvuMjh07EhAQQGRkJElJSRQWFta6lrOhFpbTCPT1JibUj/S8ElKyiwgPqv0MfSIiUnvHyiy0G/+9W679+/P9CPQ989fl66+/zo4dO+jQoQPPP/88AFu3bgXg6aef5t///jfNmzcnPDyc1NRU/vKXv/DSSy/h5+fHnDlzGDhwINu3b6dJkyanvMZzzz3HK6+8wquvvsqbb77JsGHDSElJISIiokafad26ddx22208++yzDB48mF9//ZW//e1vREZGMmLECNauXctDDz3EBx98wCWXXEJ2djZLly4F4PDhwwwdOpRXXnmFG2+8kfz8fJYuXXrWwa62FFjOoGlkkBFYsgrpktDA3eWIiIiHCgsLw9fXl8DAQGJjYwH4448/AHj++ee55ppr7MdGRETQuXNn+/MXXniB+fPns2DBAh544IFTXmPEiBEMHToUgIkTJ/LGG2+wevVq+vfvX6NaJ0+ezNVXX80zzzwDQKtWrfj999959dVXGTFiBPv37ycoKIjrrruOkJAQmjZtSteuXQEjsJSXl3PTTTfRtGlTADp27Fij69eGAssZJEYGsnpvNvsytZ6FiIi7BPiY+f35fm679rm66KKLqjwvKCjg2Wef5ZtvvrEHgGPHjrF///7TnqdTp072x0FBQYSGhpKRkVHjerZt28agQYOq7OvduzdTpkzBYrFwzTXX0LRpU5o3b07//v3p37+//VZU586dufrqq+nYsSP9+vWjb9++3HLLLYSHh9e4jppQH5YzaBpp9NBOyXLuvTkRETk1k8lEoK+3WzZHDLj482ifxx9/nPnz5zNx4kSWLl3Kxo0b6dixI6Wlpac9j4+Pz0m/F6vVes71/VlISAjr169n7ty5xMXFMX78eDp37kxOTg5ms5lFixbx3Xff0a5dO958801at27N3r17HV7HiRRYziCxIrDsU2AREZEz8PX1xWKxnPG45cuXM2LECG688UY6duxIbGws+/btc36BFdq2bcvy5ctPqqlVq1aYzUaLkre3N0lJSbzyyits2rSJffv28dNPPwFGUOrduzfPPfccGzZswNfXl/nz5zu1Zt0SOoOmkcbCWylZuiUkIiKnl5iYyKpVq9i3bx/BwcGnbP1o2bIlX3zxBQMHDsRkMvHMM884paXkVB577DG6d+/OCy+8wODBg1mxYgVvvfUW//3vfwH4+uuv2bNnD5dddhnh4eF8++23WK1WWrduzapVq0hOTqZv375ER0ezatUqjhw5Qtu2bZ1as1pYzqBJRWDJKiwlr1hDm0VE5NQef/xxzGYz7dq1o2HDhqfskzJ58mTCw8O55JJLGDhwIP369ePCCy90WZ0XXnghn376KZ988gkdOnRg/PjxPP/884wYMQKABg0a8MUXX3DVVVfRtm1bpk2bxty5c2nfvj2hoaH88ssv/OUvf6FVq1b885//5LXXXmPAgAFOrdlkc/Y4JBfIy8sjLCyM3NxcQkNDHX7+bi8sIquwlK8f7EOHRmEOP7+IiBxXXFzM3r17adasGf7+/u4uRxzgVP9Na/L9rRaWs6DbQiIiIu6lwHIW1PFWREQ82f33309wcHC12/333+/u8hyiVoFl6tSpJCYm4u/vT8+ePVm9evUpj73iiivsUxSfuF177bX2Y0aMGHHS6zWdBMeZNLRZREQ82fPPP8/GjRur3Spn3a3rajxKaN68eYwdO5Zp06bRs2dPpkyZQr9+/di+fTvR0dEnHf/FF19UGVeelZVF586dufXWW6sc179/f95//337cz8/v5qW5jSJUcYtoX26JSQiIh4oOjq62u/g+qTGLSyTJ09m1KhRjBw5knbt2jFt2jQCAwOZOXNmtcdHREQQGxtr3xYtWkRgYOBJgcXPz6/Kcc6eMa8m1MIiIiLiXjUKLKWlpaxbt46kpKTjJ/DyIikpiRUrVpzVOWbMmMGQIUNOmvVv8eLFREdH07p1a0aPHk1WVtYpz1FSUkJeXl6VzZmaRhgtLOl5JRSVljv1WiIiInKyGgWWzMxMLBYLMTExVfbHxMSQlpZ2xvevXr2aLVu2cO+991bZ379/f+bMmUNycjIvv/wyS5YsYcCAAaecLXDSpEmEhYXZt4SEhJp8jBprEOhDqL9x92x/tm4LiYiIuJpLZ7qdMWMGHTt2pEePHlX2DxkyxP64Y8eOdOrUiRYtWrB48WKuvvrqk84zbtw4xo4da3+el5fn1NBiMplIjApi04Fc9mUW0SbW8XO9iIiIyKnVqIUlKioKs9lMenp6lf3p6en2pbRPpbCwkE8++YR77rnnjNdp3rw5UVFR7Nq1q9rX/fz8CA0NrbI5W2U/lv3Z6sciIiLiajUKLL6+vnTr1o3k5GT7PqvVSnJyMr169Trte//3v/9RUlLCHXfcccbrHDhwgKysLOLi4mpSnlMlRmqkkIiIOFdiYiJTpkw5q2NNJhNffvmlU+vxJDUeJTR27FimT5/O7Nmz2bZtG6NHj6awsJCRI0cCMHz4cMaNG3fS+2bMmMENN9xAZGRklf0FBQU88cQTrFy5kn379pGcnMygQYO44IIL6NevXy0/luNppJCIiIj71LgPy+DBgzly5Ajjx48nLS2NLl26sHDhQntH3P379+PlVTUHbd++nWXLlvHDDz+cdD6z2cymTZuYPXs2OTk5xMfH07dvX1544QXPmoulsoUlUy0sIiIirlarmW4feOABUlJSKCkpYdWqVfTs2dP+2uLFi5k1a1aV41u3bo3NZuOaa6456VwBAQF8//33ZGRkUFpayr59+3j33XdPGonkbpUtLIdyj1FSXv3oJRERcRKbDUoL3bOd5RrB7777LvHx8Vit1ir7Bw0axN13383u3bsZNGgQMTExBAcH0717d3788UeH/Yo2b97MVVddRUBAAJGRkdx3330UFBTYX1+8eDE9evQgKCiIBg0a0Lt3b1JSUgD47bffuPLKKwkJCSE0NJRu3bqxdu1ah9XmCC4dJVSXRQX7EuRrprDUQmr2MS6IDnZ3SSIi54+yIpgY755r//0Q+Aad8bBbb72VBx98kJ9//tk+wjU7O5uFCxfy7bffUlBQwF/+8hdeeukl/Pz8mDNnDgMHDmT79u00adLknEosLCykX79+9OrVizVr1pCRkcG9997LAw88wKxZsygvL+eGG25g1KhRzJ07l9LSUlavXo3JZAJg2LBhdO3albfffhuz2czGjRvx8fE5p5ocTYHlLJlMJppEBrHtcB4pWYUKLCIiUkV4eDgDBgzg448/tgeWzz77jKioKK688kq8vLzo3Lmz/fgXXniB+fPns2DBAh544IFzuvbHH39McXExc+bMsU/M+tZbbzFw4EBefvllfHx8yM3N5brrrqNFixYAtG3b1v7+/fv388QTT9CmTRsAWrZseU71OIMCSw0kRgay7XCeRgqJiLiaT6DR0uGua5+lYcOGMWrUKP773//i5+fHRx99xJAhQ/Dy8qKgoIBnn32Wb775hsOHD1NeXs6xY8fYv3//OZe4bds2OnfuXGUW+d69e2O1Wtm+fTuXXXYZI0aMoF+/flxzzTUkJSVx22232Ufjjh07lnvvvZcPPviApKQkbr31Vnuw8RS16sNyvtJIIRERNzGZjNsy7tgqbpucjYEDB2Kz2fjmm29ITU1l6dKlDBs2DIDHH3+c+fPnM3HiRJYuXcrGjRvp2LFjlQWCnen9999nxYoVXHLJJcybN49WrVqxcuVKAJ599lm2bt3Ktddey08//US7du2YP3++S+o6WwosNVA5UihFLSwiIlINf39/brrpJj766CPmzp1L69atufDCCwFYvnw5I0aM4MYbb6Rjx47Exsayb98+h1y3bdu2/PbbbxQWHv8H9fLly/Hy8qJ169b2fV27dmXcuHH8+uuvdOjQgY8//tj+WqtWrXj00Uf54YcfuOmmm3j//fcdUpujKLDUgFpYRETkTIYNG8Y333zDzJkz7a0rYPQL+eKLL9i4cSO//fYbt99++0kjis7lmv7+/tx1111s2bKFn3/+mQcffJA777yTmJgY9u7dy7hx41ixYgUpKSn88MMP7Ny5k7Zt23Ls2DEeeOABFi9eTEpKCsuXL2fNmjVV+rh4AvVhqYHEKKOF5cDRY5RZrPiYlfdERKSqq666ioiICLZv387tt99u3z958mTuvvtuLrnkEqKionjqqafIy8tzyDUDAwP5/vvvefjhh+nevTuBgYHcfPPNTJ482f76H3/8wezZs+0zyY8ZM4a//vWvlJeXk5WVxfDhw0lPTycqKoqbbrqJ5557ziG1OYrJZjvLAeYeLC8vj7CwMHJzc526rpDVaqPt+IWUlFtZ8sQV9hYXERFxnOLiYvbu3UuzZs3w9/d3dzniAKf6b1qT7281EdSAl5eJplpTSERExOUUWGqoSYT6sYiIiHN99NFHBAcHV7u1b9/e3eW5hfqw1JDWFBIREWe7/vrrqyx7cyJPm4HWVRRYaqhplFpYRETEuUJCQggJCXF3GR5Ft4RqyD4XS7ZaWEREnKkejAmRCo74b6nAUkOJFSOD9mcVYbHqfyYREUervOVRVKR/GNYXlf8tz+V2lm4J1VBcmD8+ZhOlFitpecU0ahDg7pJEROoVs9lMgwYNyMjIAIw5REw1mB5fPIfNZqOoqIiMjAwaNGiA2Wyu9bkUWGrI2+xFQnggezILScksVGAREXGC2NhYAHtokbqtQYMG9v+mtaXAUgtNI43Asi+riEsucHc1IiL1j8lkIi4ujujoaMrKytxdjpwDHx+fc2pZqaTAUgvGDLdHNFJIRMTJzGazQ77spO5Tp9taOD7brQKLiIiIKyiw1EKifdVm9WAXERFxBQWWWqhsYUnJKtI8ASIiIi6gwFILjcMD8TLBsTILR/JL3F2OiIhIvafAUgu+3l40CjeGM2vVZhEREedTYKmlyn4s6ngrIiLifAostXS8H4sCi4iIiLMpsNTS8RYW3RISERFxNgWWWmoSoRYWERERV1FgqaXEqIq5WDI1tFlERMTZFFhqqbKFJb+knKNFWudCRETEmRRYasnfx0xcmD+gkUIiIiLOpsByDjRSSERExDUUWM6BfaRQpkYKiYiIOJMCyzloal8EUS0sIiIizqTAcg4SK24JaS4WERER51JgOQdqYREREXENBZZz0KSiheVoURm5xzS0WURExFkUWM5BsJ83UcF+AOzXbSERERGnqVVgmTp1KomJifj7+9OzZ09Wr159ymOvuOIKTCbTSdu1115rP8ZmszF+/Hji4uIICAggKSmJnTt31qY0lzvej0W3hURERJylxoFl3rx5jB07lgkTJrB+/Xo6d+5Mv379yMjIqPb4L774gsOHD9u3LVu2YDabufXWW+3HvPLKK7zxxhtMmzaNVatWERQURL9+/SguLq79J3MR9WMRERFxvhoHlsmTJzNq1ChGjhxJu3btmDZtGoGBgcycObPa4yMiIoiNjbVvixYtIjAw0B5YbDYbU6ZM4Z///CeDBg2iU6dOzJkzh0OHDvHll1+e04dzBY0UEhERcb4aBZbS0lLWrVtHUlLS8RN4eZGUlMSKFSvO6hwzZsxgyJAhBAUZLRN79+4lLS2tyjnDwsLo2bPnKc9ZUlJCXl5elc1dmkaphUVERMTZahRYMjMzsVgsxMTEVNkfExNDWlraGd+/evVqtmzZwr333mvfV/m+mpxz0qRJhIWF2beEhISafAyHUguLiIiI87l0lNCMGTPo2LEjPXr0OKfzjBs3jtzcXPuWmprqoAprrmmE0cJyJL+EwpJyt9UhIiJSn9UosERFRWE2m0lPT6+yPz09ndjY2NO+t7CwkE8++YR77rmnyv7K99XknH5+foSGhlbZ3CUs0IcGgT4ApKiVRURExClqFFh8fX3p1q0bycnJ9n1Wq5Xk5GR69ep12vf+73//o6SkhDvuuKPK/mbNmhEbG1vlnHl5eaxateqM5/QUlSOF9merH4uIiIgz1PiW0NixY5k+fTqzZ89m27ZtjB49msLCQkaOHAnA8OHDGTdu3EnvmzFjBjfccAORkZFV9ptMJh555BFefPFFFixYwObNmxk+fDjx8fHccMMNtftULqZ+LCIiIs7lXdM3DB48mCNHjjB+/HjS0tLo0qULCxcutHea3b9/P15eVXPQ9u3bWbZsGT/88EO153zyyScpLCzkvvvuIycnhz59+rBw4UL8/f1r8ZFcT3OxiIiIOJfJZrPZ3F3EucrLyyMsLIzc3Fy39Gf5Yv0Bxn76G72aRzL3votdfn0REZG6qCbf31pLyAHUwiIiIuJcCiwOUNmH5VBuMcVlFjdXIyIiUv8osDhARJAvIX5Gd6DUbHW8FRERcTQFljPJPQjbF572EJPJRNMojRQSERFxFgWW00nbAm90hc/vhaLs0x5aOeOt+rGIiIg4ngLL6US3g4atoDQffn3jtIc2rejHotluRUREHE+B5XS8vODKfxiPV70DBUdOeWhixUihfWphERERcTgFljNp1R8adYOyIlg+5ZSHqYVFRETEeRRYzsRkgiv/bjxe8x7kHa72sMQoo4XlwNEiSsutrqpORETkvKDAcjZaXA0JF0N5MSx9rdpDokP88PfxwmqDgznHXFygiIhI/abAcjZMJriqoi/L+tmQk1rNISb1YxEREXESBZaz1ewySLwULKXwy6vVHmLvx5KpwCIiIuJICiw1cdU/jZ8bP4LsvSe9bF9TSLPdioiIOJQCS000udjoz2IthyWvnPSyRgqJiIg4hwJLTVXOy7LpE8jcWeUl9WERERFxDgWWmmrcDVoNAJsVFv+rykuVLSyp2UVYrDZ3VCciIlIvKbDURuW8LFs+h/Tf7bvjwgLwNXtRZrFxSEObRUREHEaBpTbiOkG7QYANFk+y7zZ7mUiICADUj0VERMSRFFhq64pxgAm2LYDDm+y71Y9FRETE8RRYaiu6LXS8xXj880T7bvvQZgUWERERh1FgOReXPw0mL9jxHRxYB0BilNHxdp9uCYmIiDiMAsu5iLoAOg81Hv/8EgBNIozAsl+BRURExGEUWM7V5U+ClzfsTob9K+19WFKyC7FqaLOIiIhDKLCcq/BE6HqH8finF2kUHoDZy0RxmZWM/BK3liYiIlJfKLA4wmVPgNkX9i3FJ2UpjcONoc0aKSQiIuIYCiyOENYYuo0wHv/8Ek0jKtcUUmARERFxBAUWR7n0MfD2h9RVJPluBjRSSERExFEUWBwlJBa63wvAgCMzAJtaWERERBxEgcWRej8CPkE0zPudJK/17MtUC4uIiIgjKLA4UnBD6HkfAGO9PyM1uwCbTUObRUREzpUCi6Nd8hA232DaeaXQp2wFWYWl7q5IRESkzlNgcbTACEy9xgDwqPdnpBzJc3NBIiIidZ8CizNc/DcKTcG08jqIZdPn7q5GRESkzlNgcYaABiyLNtYYarntLbCUu7kgERGRuk2BxUkOthpOti2Y8OJU2DTP3eWIiIjUaQosThIfE8208oHGkyUvg6XMvQWJiIjUYQosTpIYFcgcS18yCYOcFNjwobtLEhERqbMUWJykSUQgxfgxtex6Y8cv/4Zyrd4sIiJSG7UKLFOnTiUxMRF/f3969uzJ6tWrT3t8Tk4OY8aMIS4uDj8/P1q1asW3335rf/3ZZ5/FZDJV2dq0aVOb0jxGoK830SF+fGy5mtLAWMg7AOtmu7ssERGROqnGgWXevHmMHTuWCRMmsH79ejp37ky/fv3IyMio9vjS0lKuueYa9u3bx2effcb27duZPn06jRo1qnJc+/btOXz4sH1btmxZ7T6RB0mMDKIEX7a1NGa/ZelrUHbMvUWJiIjUQTUOLJMnT2bUqFGMHDmSdu3aMW3aNAIDA5k5c2a1x8+cOZPs7Gy+/PJLevfuTWJiIpdffjmdO3eucpy3tzexsbH2LSoqqnafyIM0jQwEYGnwAGjQBArSYM0MN1clIiJS99QosJSWlrJu3TqSkpKOn8DLi6SkJFasWFHtexYsWECvXr0YM2YMMTExdOjQgYkTJ2KxWKoct3PnTuLj42nevDnDhg1j//79p6yjpKSEvLy8KpsnSowKAmDP0VK47Elj57L/QEmBG6sSERGpe2oUWDIzM7FYLMTExFTZHxMTQ1paWrXv2bNnD5999hkWi4Vvv/2WZ555htdee40XX3zRfkzPnj2ZNWsWCxcu5O2332bv3r1ceuml5OfnV3vOSZMmERYWZt8SEhJq8jFcprKFJSWrCDoPhYjmUJQJq99xc2UiIiJ1i9NHCVmtVqKjo3n33Xfp1q0bgwcP5h//+AfTpk2zHzNgwABuvfVWOnXqRL9+/fj222/Jycnh008/rfac48aNIzc3176lpqY6+2PUSmKk0cKSklUIZm+4/GnjheVvQHGuGysTERGpW2oUWKKiojCbzaSnp1fZn56eTmxsbLXviYuLo1WrVpjNZvu+tm3bkpaWRmlp9SsZN2jQgFatWrFr165qX/fz8yM0NLTK5omaVLSwZBaUUlBSDh1vgajWUJwDK992b3EiIiJ1SI0Ci6+vL926dSM5Odm+z2q1kpycTK9evap9T+/evdm1axdWq9W+b8eOHcTFxeHr61vtewoKCti9ezdxcXE1Kc/jhPr7EBlkfMaUrELwMsMVFa0sK6ZCUbYbqxMREak7anxLaOzYsUyfPp3Zs2ezbds2Ro8eTWFhISNHjgRg+PDhjBs3zn786NGjyc7O5uGHH2bHjh188803TJw4kTFjxtiPefzxx1myZAn79u3j119/5cYbb8RsNjN06FAHfET3anJiPxaAdjdATAcoyYMVb7mvMBERkTrEu6ZvGDx4MEeOHGH8+PGkpaXRpUsXFi5caO+Iu3//fry8jueghIQEvv/+ex599FE6depEo0aNePjhh3nqqafsxxw4cIChQ4eSlZVFw4YN6dOnDytXrqRhw4YO+IjulRgZxIb9OezLKjR2eHnBFeNg3jBYOQ0u/hsE1f0h3CIiIs5kstlsNncXca7y8vIICwsjNzfX4/qzTPlxB1N+3MngixJ4+ZZOxk6bDd69Ag5vhEsehL4vnu4UIiIi9VJNvr+1lpCTVY4UsrewAJhMcOU/jMer34P89GreKSIiIpUUWJys6Z/7sFRqeQ007g7lx2DZZDdUJiIiUncosDhZZQtLWl4xx0pPmN33xFaWtTMh96AbqhMREakbFFicrEGgD6H+Rt/m/dl/amVpfgU07Q2WUlj6b9cXJyIiUkcosDiZyWSyrymUcmI/FuPF460s6z+Aoykurk5ERKRuUGBxgab2KfqLTn4xsbfR0mItg19ecW1hIiIidYQCiws0jTA63u77cwtLpSv/afzcOBeydruoKhERkbpDgcUFTjlSqFJCd2jZF2wWWPKyCysTERGpGxRYXKCyD8spW1gArvy78XPTp5DxhwuqEhERqTsUWFygsoXlUM4xSsot1R8U3xXaXAfYYPEk1xUnIiJSByiwuEDDYD8Cfc1YbXDg6LFTH3jl3wET/P4lpG12VXkiIiIeT4HFBUwm0wkjhU5zWyimPbS/0Xj8s1pZREREKimwuEjimTreVrpiHJi8YPs3cHC9CyoTERHxfAosLnLauVhO1LAVdLzNePzzRCdXJSIiUjcosLhIZcfb044UqnT5k2Ayw65FkLrayZWJiIh4PgUWFznjXCwnimwBXW43Hv/0ohOrEhERqRsUWFykctXm1Owiyi3WM7/h8ifBywf2LoF9y5xcnYiIiGdTYHGR2FB/fL29KLfaOJRTfOY3NGgCFw43Hv/0Ethszi1QRETEgymwuIiXl+nMawr92WWPg9kP9v8KKcudWJ2IiIhnU2BxobOai+VEofHQZajxeM17TqpKRETE8ymwuNBZz8VyoovuMX5u+z/IT3dCVSIiIp5PgcWFmtoXQaxBYInrBI27g7UcNnzgpMpEREQ8mwKLCx1vYTnLW0KVKltZ1s0C6ykWTxQREanHFFhcqGlERR+W7CKs1hqM+ml/IwSEQ24q7FzkpOpEREQ8lwKLC8U38Mfby0RpuZW0vLMY2lzJxx+6DDMer53hnOJEREQ8mAKLC3mbvUio6dDmShfdbfzcuQiO7nNsYSIiIh5OgcXFajRF/4kiW0DzKwCb0ZdFRETkPKLA4mKVU/TXuIUFjne+Xf8BlJc6sCoRERHPpsDiYvYWlswatrAAtP4LhMRBUSZsW+DgykRERDyXAouLVbawpGTXIrCYveHCu4zHa2c6sCoRERHPpsDiYk1PmIvFVpsFDbvdBSazsbZQxjYHVyciIuKZFFhcrHF4IF4mKCq1cKSgpOYnCI2H1gOMx2plERGR84QCi4v5ensR3yAAqMVIoUqVQ5x/+wRKChxUmYiIiOdSYHED+0ihzFqMFAJofiWEN4OSPNjyuQMrExER8UwKLG5Q67lYKnl5HW9lWTsDatMXRkREpA5RYHGDc5qLpVLXO8DsB4d/g4PrHVSZiIiIZ1JgcYNzbmEBCIwwFkUErS8kIiL1ngKLGyRGHW9hqdXQ5krdK2a+3fI5FGU7oDIRERHPVKvAMnXqVBITE/H396dnz56sXr36tMfn5OQwZswY4uLi8PPzo1WrVnz77bfndM66rEnFAoj5xeXkFJXV/kSNu0NMBygvht/mOqg6ERERz1PjwDJv3jzGjh3LhAkTWL9+PZ07d6Zfv35kZGRUe3xpaSnXXHMN+/bt47PPPmP79u1Mnz6dRo0a1fqcdZ2/j5m4MH/gHPuxmEwndL6dqc63IiJSb9U4sEyePJlRo0YxcuRI2rVrx7Rp0wgMDGTmzOonMZs5cybZ2dl8+eWX9O7dm8TERC6//HI6d+5c63PWB5WtLOfUjwWg023gGwxZu2DvLw6oTERExPPUKLCUlpaybt06kpKSjp/Ay4ukpCRWrFhR7XsWLFhAr169GDNmDDExMXTo0IGJEydisVhqfc6SkhLy8vKqbHWNQ0YKAfiFQKfBxmN1vhURkXqqRoElMzMTi8VCTExMlf0xMTGkpaVV+549e/bw2WefYbFY+Pbbb3nmmWd47bXXePHFF2t9zkmTJhEWFmbfEhISavIxPELTKAe1sMDxzrd/fAP51f/ORERE6jKnjxKyWq1ER0fz7rvv0q1bNwYPHsw//vEPpk2bVutzjhs3jtzcXPuWmprqwIpdw2EtLAAx7SHhYrCWw/o5534+ERERD1OjwBIVFYXZbCY9Pb3K/vT0dGJjY6t9T1xcHK1atcJsNtv3tW3blrS0NEpLS2t1Tj8/P0JDQ6tsdY1D5mI5UWXn23WzwFLumHOKiIh4iBoFFl9fX7p160ZycrJ9n9VqJTk5mV69elX7nt69e7Nr1y6sVqt9344dO4iLi8PX17dW56wPmla0sGQXlpJXfA5Dmyu1GwQBEZB3EHb+cO7nExER8SA1viU0duxYpk+fzuzZs9m2bRujR4+msLCQkSNHAjB8+HDGjRtnP3706NFkZ2fz8MMPs2PHDr755hsmTpzImDFjzvqc9VGwnzdRwX4A7HdEK4uPvzFdP6jzrYiI1DveNX3D4MGDOXLkCOPHjyctLY0uXbqwcOFCe6fZ/fv34+V1PAclJCTw/fff8+ijj9KpUycaNWrEww8/zFNPPXXW56yvEiMDySwoYV9WIR0ahZ37CS8aCb++AbuSIXsvRDQ793OKiIh4AJPtnOaG9wx5eXmEhYWRm5tbp/qzjP10I1+sP8gT/Voz5soLHHPSD26C3cnQ+2G45nnHnFNERMQJavL9rbWE3Mg+UijTASOFKlUOcd7wIZSXOO68IiIibqTA4kYOHykE0LIfhDaCoiz4/SvHnVdERMSNFFjcyKFzsVQye8OFdxmP19bfpQ1EROT8osDiRpWBJSO/hKJSB86dcuFwMJlh/wpI3+q484qIiLiJAosbhQX60CDQB4D92Q68LRQaB22uNR6rlUVEROoBBRY3a2rveOvAwALHO9/+Ng9KChx7bhERERdTYHGzRHvHWwf2YwFodjlEXgCl+bD5U8eeW0RExMUUWNzM3sLiyJFCACYTdKuYKXjNTKj70+2IiMh5TIHFzZpGOKmFBaDL7eDtD+mb4cBax59fRETERRRY3CwxyglzsVQKjID2NxmPtb6QiIjUYQosblZ5S+hQ7jGKyyyOv0Bl59stX0BRtuPPLyIi4gIKLG4WGeRLsJ83NhscOOqEVpZG3SC2E1hKYONHjj+/iIiICyiwuJnJZHLOFP3HL3C8lWXtTLBaHX8NERERJ1Ng8QCJzhopVKnDLeAbAtl7YO8S51xDRETEiRRYPEBTZ83FUskvGDoPMR6r862IiNRBCiwewOktLHD8ttAf30LeIeddR0RExAkUWDyA01tYAKLbQpNLwGaB9XOcdx0REREnUGDxAJVDmw8cPUaZxYmdYitbWdbNBosDV4cWERFxMgUWDxAd4oe/jxcWq42DR48570JtB0JgFOQfgh3fOe86IiIiDqbA4gG8vEw0jajsx+LE20LeftD1DuPx2pnOu46IiIiDKbB4iMp+LPuzndjxFuCikYAJdv8EWbudey0REREHUWDxEIlRFS0smU4OLOGJcEGS8Xjd+869loiIiIMosHgIl4wUqlTZ+XbDR1BW7PzriYiInCMFFg9xfC4WFwSWln0htDEcy4bfv3T+9URERM6RAouHqGxhSc0+hsVqc+7FvMzQbYTxeI1mvhUREc+nwOIh4sIC8DGbKLVYOZzrxKHNlS4cDl7ecGA1pG12/vVERETOgQKLhzB7mUiIcOKqzX8WEgNtrjMea4iziIh4OAUWD+LSfixwvPPtpk+hJN811xQREakFBRYPYp+LxRUtLACJl0JUKygtgE3zXHNNERGRWlBg8SAub2ExmeCiu43Ha2aCzcmdfWvLUubuCkRExM0UWDzI8blYXNTCAtB5CHgHQMZWSF3luuuejbxDsOBBeCkW5o/Wgo0iIucxBRYPcmILi81VrR0B4dDhZuOxp3S+PZYDPz4Hb1wI6+eAtRx++xg+v1utLSIi5ykFFg/SKDwAs5eJ4jIrGfklrrtw94rbQlvnQ2GW6677Z+UlsGIqvNEFlk2G8mOQcDH0mwhmX/j9K/h0uHGciIicVxRYPIiP2YvG4QEA7Mt0UT8WgEbdIK4LWEph44euu24lqxV+mwdvXgTf/x2OHYWo1jBkLty9EHqNMR57+8P2b+GTYVDmgrlqRETEYyiweJgmrpyL5USVQ5zXvm8ECFew2WDXj/DOZTD/PsjdDyFxcP2bMPpXaPMXo2MwQMskuH2e0d9m1yKYOwRKXRjqRETErRRYPIzLRwpV6nAz+IXB0b2w5yfnX+/QBphzPXx4M6RvNq599QR4cL0xC6/Z++T3NL8C7vgcfINhz2L46FbNHyMicp5QYPEw9pFC2S5uYfENMkYMgTHE2Vmy98Bnd8O7V8DeX4y+Kb0egIc3wqVjwTfw9O9P7A13zge/UEhZDh/cBMW5zqtXREQ8ggKLh6lsYUlxdQsLHJ+TZcd3kHvQsecuOALfPglv9YAtnwMm6DQEHlgL/V6CwIizP1dCDxj+JfiHGWshzbnB6PciIiL1Vq0Cy9SpU0lMTMTf35+ePXuyevXqUx47a9YsTCZTlc3f37/KMSNGjDjpmP79+9emtDovMaqihSWzyHVDmytFt4GmfcBmhfWzHXPO0kJY8oox8mf1O2AtgxZXw/1L4aZ3ILxp7c7bqBvc9TUERMCh9TB7oHtHOImIiFPVOLDMmzePsWPHMmHCBNavX0/nzp3p168fGRkZp3xPaGgohw8ftm8pKSknHdO/f/8qx8ydO7empdULjcMDMZkgv6Sc7MJS1xdQOcR53exzm/PEUgZrZsAbXeHnl4zp/+O6wPCv4M4vILbjudca1wlGfANBDY0Vp2dfBwWn/nMoIiJ1V40Dy+TJkxk1ahQjR46kXbt2TJs2jcDAQGbOPHW/B5PJRGxsrH2LiYk56Rg/P78qx4SHh9e0tHrB38dMfFjF0GZXjxQCaDMQgqKhIM0YQlxTNpsxX8p/L4ZvxkJBOoQnwi0zYdTPRsdZR4ppByO+heBYyPgdZl0LeYcdew0REXG7GgWW0tJS1q1bR1JS0vETeHmRlJTEihUrTvm+goICmjZtSkJCAoMGDWLr1q0nHbN48WKio6Np3bo1o0ePJivr1M37JSUl5OXlVdnqk+NT9LuhH4u3L1x4p/F4zYyavTflV5hxjTG5W9YuCIyEAa/AmDXGKCQvJ3WZatgKRn4LoY0hcwfM+gvkHnDOtURExC1q9A2SmZmJxWI5qYUkJiaGtLS0at/TunVrZs6cyVdffcWHH36I1Wrlkksu4cCB418o/fv3Z86cOSQnJ/Pyyy+zZMkSBgwYgMViqfackyZNIiwszL4lJCTU5GN4vMrA4pYWFoAL7wJMsHcJZO468/EZ2+DjwfD+ADiwBnwC4bIn4aGN0POvRghytsgWRmhp0MQYifT+X+DoybceRUSkbnL6KKFevXoxfPhwunTpwuWXX84XX3xBw4YNeeedd+zHDBkyhOuvv56OHTtyww038PXXX7NmzRoWL15c7TnHjRtHbm6ufUtNTXX2x3Cppu4cKQRGR9iWfY3H694/9XG5B+HLMfD2JbBjIZjMxkijhzbCVf8A/1CXlGsX3hRGfgcRzSEnxQgtWbtdW4OIiDhFjQJLVFQUZrOZ9PT0KvvT09OJjY09q3P4+PjQtWtXdu069b/cmzdvTlRU1CmP8fPzIzQ0tMpWnyS6u4UFjs98u+HDk6fBP3YUFo2HNy80pvK3WaHt9TBmNVz3Hwg5uY+Sy4Q1Nvq0RLWCvANGn5YjO9xXj4iIOESNAouvry/dunUjOTnZvs9qtZKcnEyvXr3O6hwWi4XNmzcTFxd3ymMOHDhAVlbWaY+pzypbWPa7q4UF4IIkCGsCxTnGoogAZcWw/A14vQssfx3Ki6Fpb7jnRxj8AURd4L56TxQaZ4weim4H+YeNPi3pv7u7KhEROQc1viU0duxYpk+fzuzZs9m2bRujR4+msLCQkSNHAjB8+HDGjRtnP/7555/nhx9+YM+ePaxfv5477riDlJQU7r33XsDokPvEE0+wcuVK9u3bR3JyMoMGDeKCCy6gX79+DvqYdUtlH5ajRWXkFp3D0OJz4WWGi0YYj9e8BxvnwlsXwaJnjBDTsC0MnWcEg4Tu7qnxdIKjjXlaYjtC4RGjpeXwJndXJSIitVTNgi2nN3jwYI4cOcL48eNJS0ujS5cuLFy40N4Rd//+/XidMBrk6NGjjBo1irS0NMLDw+nWrRu//vor7dq1A8BsNrNp0yZmz55NTk4O8fHx9O3blxdeeAE/Pz8Hfcy6JdDXm+gQPzLyS0jJLqRTYAP3FNL1Tvh5EhxcZ2wAoY3gyr9D56FGqPFkQZEwfAF8eJOxdtHsgca0/o0udHdlIiJSQyaby6dTdby8vDzCwsLIzc2tN/1Zbpu2gtX7snljaFeu7xzvvkI+HwWbPzWmwe8z1hj14xPgvnpqozgXPrzFmMbfL9RYQDGhh7urEhE579Xk+1trCXko+1wsmW7sxwJw3WS4eYYx8qfPI3UvrIARtu78wuhvU5IHH9wI+5a7uyoREakBBRYPlRhldLx160ghAL8Q6HhLzRYn9ER+ITDsf9DsMmOZgI9ugT2L3V2ViIicJQUWD9Ukwo2z3dZXvkFw+6fGCKiyImOyu10/ursqERE5CwosHiox0kNaWOobnwAY8jG0GmAMy547FLZ/5+6qPNuR7bDxYygvcXclInIeU2DxUE0q+rBkFpRQWFLu5mrqGW8/uG2OMdmdpRTm3WEs2Cgn2/wZvHM5fDka3kuCzJ3urkhEzlMKLB4qLMCHiCBjDZ4UtbI4nrcv3PI+dLgFrOXwv5HGl7MYrBb48Vn4/B4oP2Ysu5C2Cd65DNbPMVblFhFxIQUWD+bWVZvPB2ZvuOld6Hw72CzwxSjj1sf5rjgX5g6BZf8xnvd5FB7ZZHRYLiuCBQ/C/0YYSzSIiLiIAosHUz8WF/Ayw6CpxgrVNit8+TdYN9vdVblP5k6YfjXs/AG8A4wh7UnPGms03fmV8djLG37/EqZdCikr3FywiJwvFFg8mFpYXMTLC66bAt1HATb4v4dg9XR3V+V6OxcZYSVrJ4Q2hrsXGkPaK3l5Ga0t9/wA4c0gN9VYp+nnSWBRPysRcS4FFg92vIVFgcXpvLzgL69CrweM598+DiumurcmV7HZYNkU+OhWKMmFJr3gvp8hvkv1xzfqBvcvNZZnsFlhyb+MtZpy9ruyahE5zyiweLAm9hYW3RJyCZMJ+r5oLEEA8P3fYelk99bkbKVF8Pm98OMEwAbdRhjrLwVHn/59fiFw4zS46T1juYPUlfB2H9jyuSuqFpHzkAKLB6tsYTmcW0xxmcXN1ZwnTCa4ejxcUbHiePJzsPjl+jkqJvcAvN8ftnxm9Eu5djIMfN0YQXW2Ot1qtLY07m60znx2N3w5BkoKnFe3iJyXFFg8WHigDyH+xoLaWw/lubma84jJBFc8bQQXgMUTjVtE9WlUTMoKePcKOPwbBEbC8K+g+z21O1d4Ioz8Di57AjDBxg+N4c+HNjiwYBE53ymweDCTyUSXhAYA3DVzNV9tPOjegs43lz4GfV8yHq95D17vAr++CWXFbi3rnK2bBbMHQuERiOkI9y2GxD7ndk6zD1z1TxjxNYQ2guzd8N41sPwNsFodUbWInOdMNlvdb+uuyfLUdc3h3GM8PHcjq/dlA3DzhY15flB7gvy83VzZeWTnIvjhGTiyzXgelgBX/gM63WYMi64rLGWw8GkjfAG0v9EY0u0b5NjrFGUbI622/Z/xvPmVRn+XkFjHXscVivOMW2Y7f4TYjtDzr3V/IVARD1KT728FljrAYrXx5k87eSN5J1YbNIsK4s2hXenQKMzdpZ0/rBZjUrmfJ0L+IWNfTAdIeg4uuNq4jeTJCjPh0+GQshwwGa0hlz7mvLptNlg/G7572pgpNzASbngbWvVzzvUcyWaD/SuNGX1//9KYLK+ST5Bx66zXAxAS47YSReoLBZZ6avXebB75ZAOHcovxMZt4qn8b7u7dDC8vD/+yrE/KjsGqabD0P0YnUzBmgL3meYjv6t7aTuXwJvhkGOTuB98QuHk6tB7gmmsf2QGf3w1pm43nPf5q/K58/F1z/ZooyIDf5sL6D4y5aCpFtYZ2g4xFMtMrPoe3vzHZYO+HjEn1RKRWFFjqsZyiUp76fBPfb00H4IrWDfn3rZ2JCvZzc2XnmaJsWPoarH7XWEARoMPNRstFRHP31nairfON2XvLioy6hn4CDVu7tobyEmNdopX/NZ5Ht4dbZkJ0G9fWUR2rBXYlG61BOxYa60qB0ZLS4UYjlDTubrRE2Wyw43v45VU4uNY4zssHugw1JtTzpP/uInWEAks9Z7PZ+GjVfl74+ndKyq1EBfvxn8GdubRlQ3eXdv45mmLcJto0D7AZX2AX3Q2XPwlBUe6ry2qFn1+Cpf82nre4Gm6ZAQHh7qtp5yJj1efCI0YLRb+Jxu/KHbfTju6DDR/Cho+O3+IDaHQRXDgcOtxkzDVTHZsN9i6BX/4N+5Ya+0xe0PFWYw4fTwhiInWEAst5YntaPg/OXc+OdGPOi79e3pzH+7bGx6zBXy6XthkWTYDdycZz3xDjdkGvMY7v1HomxXnwxX2w4zvj+SUPGn1tPKGDcEEGzL//+O+pzXVw/Zuu6chaVgx/fG30Tdm75Pj+gAjoPAS63gkx7Wp2zv0rjeCya1HFDhO0HQiXPQ5xnR1Wukh9pcByHikus/DC17/z0SpjWvTOCQ14c0hX+yy54mJ7FsOi8cb8JgDBMcacLl2HG6tDO1vWbpg7FDK3g9nPCAOdBzv/ujVhtcKqt42AZy2DkDhj1exmlznnemlbYMMH8NsnUJxTsdMELa40Qkqba8H7HG+pHtpg3CKsHBkF0LKvMTdNQo9zO7dIPabAch5auOUwT362ibzicoL9vHnpxg4M6tLI3WWdn6xW2PoFJD8POSnGvsiWkDTBaFFw1i2QXT8aM80W50JIPAz50Fj3x1Md/g0+u6eig6vJ6Ady5d+NOV3OVeVw5PUfwKH1x/eHNoaud0DXYdCgyblf588ythnLOWz5zFhnCSDxUiO4NLvM80eTibiYAst56mDOMR75ZANr9hkzst7SrTHPXa85W9ymvBTWzoRfXoGiLGNfQk9jlEyTix13HZsNVrxltOzYrNC4Bwz+oG7Me1JaaMwNs36O8bxRN7j5vdp1YK0cjrzhA6OzceVwZC8faPMXo5WrxZWuuTWWtRuW/cdo1bGWGfsa9zBuFbXsq+AiUkGB5TxWbrHy5k+7ePMnzdniMYrzYPnrxurP5ceMfa3/AknPnvuInbJj8H8PV3T6xWg9uHbyud/icLWtXxqTzRXnGv1/rn3t7G9lnW448oXDjf4p7uoAnZMKv74B62aDpcTYF9vJCC5tBhqrhIucxxRYhFV7snhk3kYOnzBnyz19mmHSv+zcJ+8wLPmX8cVqsxgjS7reAVf8HULjanG+Q8b8KofWg8kM/f8FPUbV3X+956QanYX3/2o873ibEVz8q/l/unI48oY5xvwo9uHIgcYIn67Djb4jnvK7yE83WsHWzICyQmNfVGtj8r4ON7umf5OIB1JgEcCYs+XJzzbxw+/GnC1Xtm7Iq5qzxf2O7DBWgf7ja+O5dwD0+hv0fhj8z7IlLHU1zLsDCtKNocq3zobmlzuvZlexWozOq4v/ZYS6Bk3h5hmQ0N14vXI48saPIe+EtbXOZjiyJyjKhpVvw6p3jk88GJ5oDIfuPLRmK2WLOFtRttGh/PBG42dpIdw536GXUGARO5vNxocVc7aUlltpGOLHf27rQp+WbpwjRAz7Vxr9TlJXGc8DIozOmd3vOf0tnfUfwDdjjQnrotvDkI8goplranaV/avgi3shZ7/RetTzfsjYaozCqhQQbnzJ12Y4srsV5xprOq2Yerx/U2gjI7ReOBx8Atxbn5x/juUYHeEPbTi+VQ4aqGTygnEHHDpVgwKLnOSPtDwe/HgDOzMKMJngr5e14LG+rTRni7vZbPDHN0aLS+YOY1+DJnDVeONWwYl9HCxl8P0/YPU7xvO2A+GGaeAX7Pq6XaE4F75+FLZ8fsJOEzS/wvhSd8RwZHcrLTT6t/z6BuQfNvYFRRvz93S/x/mtRTYblOQZa00VZUNRZsXjrIrHFT+LsowvqRZXQ6v+Rt8rT7ndJjVXnAdpm6qGk+w91R8b0dxYdiS+K8R1MQYMOGIkXwUFFqnWsVILL3zzOx9rzhbPYymHjR/Cz5OgIM3YF9sJrnkOWlxlfJn87y7Y+4vx2hV/N1pj6nunTZvNGGmz7n0jqHQZBuFN3V2V45UVw8aPYPkUo1UJwL8BXPw36Hnf2c9QbCmHY9lGwCjMPB42TgwehX/6WTmKqSYaNDUWsmzVD5r28cy1ocRQWmisJ1YZTA5vhMydQDVf/Q2aHg8n8V2MyQ+dPDu2Aouc1nebD/PU55qzxSOVFhpr7ix7HUrzjX3Nr4DsvUbzrG8w3PgOtL3OrWWKk1jKYPP/jLlcKkc8+YZAj3uNYGBv+ahsBcmq2iJyLIdqv4jOxCfIWFE7KBICoyoeV/ysfJx7EHZ+b4TmyvWzKt/b/AojvLTsW7sO5HWB1er5/0AoLYL0LRXhZKPxM3P78TmBThSWUBFKuhwPKa6YcfpPFFjkjA7mHOPhuRtYm6I5WzxSYZaxyN6a947/Czg8EYbMrXv9NaTmrBb4/SujA3L6lhq+2WT8q7i60GEPI38KJjXpM1NSYCxtsON7Y6tsEawU19m4bdSqH8R19fwv+eqUlxgzJB9cZ4zCO7jeuGVr9jVu0/mFGKPX/EIrnof+aX/lvj/vr3juiFsqZcVGvy77bZ2NxsSFNsvJx4bEH281qby1E+wZa88psMhZKbdYeeOnXbxVMWdL86gg3tCcLZ4le6+xVo21zBi27IZ/AYkb2WzGKtIr/wtFRyuCRkXYCIoy/jzYH1cEkIBw1w2TttmMjpo7fzDqPLiu6utB0UarS6t+xqR9njiCy2qBI9uPB5OD6yB9a+1ulZ0t74A/hZs/BZzq9vsEQNau4wEl4/fjw/lPFBR9wm2dipDiwZNIKrBIjazck8Ujn2wkLa8YX7MXTw1ow929EzVni4jUTEGGsSr3joWw++fjtzXBmHE4sbfR+tKyL0S2cH19Nptxa/Xg+uMB5dDG43PjnCgwEuIvNGZfbnQhxHQwbq2U5FdseRVbvtGJ9c/7T9qXf3z2ZUcJjPxTOOlqrM1Vh/7uVmCRGjtaWMqTn29i0Qlztvz71s5Eas4WEamN8lJjEsAd3xsB5s+jUCJbHu+426SXQ0ee2BUcqQgm646HlMph5CfyCTK+7Bt1PR5SGjRx/Be/pfx4eDkxyJTkG6PiTre/tKCi38kJ4SSscZ0KJ9VRYJFasdlsfLgyhRe+2Wafs2XK4C70vkBztojIOcrcZXTa3bEQUn6tejvDLwwuuApa9oOW19RuKYWSfKO15MR+J7mpJx/n5QOxHSqCSUU4iWrlmjWm5CQKLHJO/kjL44GPN7CrYs6W+y9vwdhrNGeLiDhIca5xy2jH90b/l6LME140QePu0KqvcfsopsPJrQiVnWJP7HeSuYOTR0iZjDDS6MLjLScx7TUM24MosMg5O1Zq4fmvf2fuamNOiGvaxfDW7V3x89a/QkTEgaxWI3jsWGhsaZurvh7ayOjzEtvR6Gh6cJ0RVqrrFFt5y6Sy30lcl+rXohKP4fTAMnXqVF599VXS0tLo3Lkzb775Jj169Kj22FmzZjFy5Mgq+/z8/CguLrY/t9lsTJgwgenTp5OTk0Pv3r15++23admy5VnVo8DiPF9vOsTYT3+jtNzKpS2jePfOiwjwVWgRESfJPWi0uuz8wWiFqVzh/M8CIo7f0qm8vRMc7dpa5ZzV5Pu7xmPf5s2bx9ixY5k2bRo9e/ZkypQp9OvXj+3btxMdXf0fltDQULZv325//ufRJ6+88gpvvPEGs2fPplmzZjzzzDP069eP33//HX9/Nd2503Wd4gkP9OXe2WtZujOTu95fzcwR3QnWfC0i4gxhjeCikcZWdgz2LTNuHWXtMm7nVIaUBk3rfIdTqZkat7D07NmT7t2789ZbbwFgtVpJSEjgwQcf5Omnnz7p+FmzZvHII4+Qk5NT7flsNhvx8fE89thjPP744wDk5uYSExPDrFmzGDJkyBlrUguL863dl83I99eQX1JOl4QGzB7Zg7BAJ/TqFxGR80ZNvr9r1IuytLSUdevWkZSUdPwEXl4kJSWxYsWKU76voKCApk2bkpCQwKBBg9i6dav9tb1795KWllblnGFhYfTs2fOU5ywpKSEvL6/KJs51UWIEH43qSYNAHzam5jB0+kqyCkrcXZaIiJwnahRYMjMzsVgsxMTEVNkfExNDWlpate9p3bo1M2fO5KuvvuLDDz/EarVyySWXcODAAQD7+2pyzkmTJhEWFmbfEhISavIxpJY6NW7AJ/ddTFSwL78fzmPIuytJzys+8xtFRETOkdPHqfbq1Yvhw4fTpUsXLr/8cr744gsaNmzIO++8U+tzjhs3jtzcXPuWmlrNWHtxijaxocz7ay9iQ/3ZmVHAbe+s4MBRB8/eKCIi8ic1CixRUVGYzWbS09Or7E9PTyc29uzWKvDx8aFr167s2rULwP6+mpzTz8+P0NDQKpu4TouGwfzv/l4kRASQklXEbdNWsC+zmqmtRUREHKRGgcXX15du3bqRnJxs32e1WklOTqZXr15ndQ6LxcLmzZuJizOWIG/WrBmxsbFVzpmXl8eqVavO+pziegkRgXz61140jwriUG4xt72zgp3p+Wd+o4iISC3U+JbQ2LFjmT59OrNnz2bbtm2MHj2awsJC+1wrw4cPZ9y4cfbjn3/+eX744Qf27NnD+vXrueOOO0hJSeHee+8FjCHOjzzyCC+++CILFixg8+bNDB8+nPj4eG644QbHfEpxiriwAOb9tRdtYkPIyC9h8Lsr2XIw191liYhIPVTjyTQGDx7MkSNHGD9+PGlpaXTp0oWFCxfaO83u378fL6/jOejo0aOMGjWKtLQ0wsPD6datG7/++ivt2rWzH/Pkk09SWFjIfffdR05ODn369GHhwoWag6UOaBjix9xRF3PX+6vZdCCX26evZPbdPejaJNzdpYmISD2iqfnFIfKKy7j7/TWsTTlKkK+ZGSO6c3HzSHeXJSIiHsxp87CInEqovw9z7unBJS0iKSy1MOL91SzZccTdZYmISD2hwCIOE+jrzcwR3bmydUOKy6yMmr2WH7ZWP5eOiIhITSiwiEP5+5h5586LGNAhllKLldEfref/fjvk7rJERKSOU2ARh/P19uLNoV25qWsjLFYbD3+ygU/XanI/ERGpPQUWcQpvsxf/vrUzQ3s0wWqDJz/bxJwV+9xdloiI1FEKLOI0Xl4mJt7Ygbt7NwNg/FdbeWfJbjdXJSIidZECiziVyWTimeva8sCVFwAw6bs/mPLjDurBaHoREXEhBRZxOpPJxOP9WvNEv9YATPlxJ//67g+FFhEROWsKLOIyY668gGeuM2Y4fueXPUxYsBWrVaFFRETOTIFFXOqePs2YeGNHTCaYsyKFpz7fhEWhRUREzkCBRVzu9p5NmHxbZ7xM8L91B3hk3kbKLFZ3lyUiIh5MgUXc4saujZl6+4X4mE3832+H+NtH6ykpt7i7LBER8VAKLOI2AzrG8e6dF+Hr7cWi39MZNWcdx0oVWkRE5GQKLOJWV7aJ5v0R3QnwMfPLjiOMeH81BSXl7i5LREQ8jAKLuF3vC6L44J4ehPh5s2pvNne8t4rcojJ3lyUiIh5EgUU8wkWJEXw0qicNAn3YmJrD0OkrySoocXdZIiLiIRRYxGN0atyAT+67mKhgX34/nMeQd1eSkVfs7rJERMQDKLCIR2kTG8q8v/YiNtSfnRkF3PbOCg7mHHN3WSIi4mYKLOJxWjQM5n/39yIhIoB9WUXcNm0Fn607wMo9WaRmF2nOFhGR85DJVg8WdMnLyyMsLIzc3FxCQ0PdXY44yOHcYwybvoo9mYVV9nuZICbUn0YNAmgUHkB8gwD748YNjOdBft5uqlpERM5WTb6/FVjEox3JL2Hqz7vYmZHPwaPHOJRTTOlZtLA0CPQxQkxFgGkcHlAl4EQG+WIymVzwCURE5FQUWKTeslptZBaWcPDoMQ7mHKsIMcbjAxX78ovPPI+Lv4/X8ZaZE1poKgNOXJg/3mbdMRURcaaafH+r3VzqFC8vE9Eh/kSH+NO1SXi1x+QVlxkhpjLUnPj46DEy8ksoLrOy50ghe44UVnsOLxPEhvrbW2QSwgNJiKj8GahAIyLiYgosUu+E+vsQGutDm9jq03pJuYW03GIOHj3GgZxjVcLNoZzjt50O5RZzKLcYOHrSOcxeJuIb+BsBJjyQJpGBNA4PICEikCYRgbrlJCLiYAosct7x8zbTNDKIppFB1b5utdrILCipEmZSjxaRmn2M1OwiDhw9RqnFWvH8GJB10jkCfMxVWmQSIgJJqAg0CRGBBKtTsIhIjehvTZE/8fIyER3qT3SoPxdWc9vJarWRkV9C6tEi9mcVVQkzqUeLSMsr5liZhR3pBexIL6j2GhFBviSEB9C4okWm8pZTk4hA4hsE4KPbTSIiVajTrYiDlZRbOJRTzP7sInuISc2uCDVHi8g5wzpJXiaICzNGNjWpaJFpGhlIs6ggmkUFEeLv46JPIiLiXBolJOLB8orL7AHmwNGiE4KN0UpTUn76YdsNQ/xoFhVEi4ZBFSEmmGZRQTSJCMTXu361zOQXl3Eox2ix6hAfqo7OIvWMAotIHVXZfybVHmSMEJOSVcSezEIyT7MgpNnLREJ4AM2igmje0AgxzSsex4T6eVwn4OIyo/PzoVyjo/PhnGNGR+ecYxzOPcbhnGLyS44PUe/YKIyXb+5Eu3j9Py5SXyiwiNRTucfK2JdZyN7MQvYcKWBPxeO9mYUUlVpO+b5AXzOJkUE0axhEiyjjZ2XLTFiA428xWaw2MvKL7aOuDleEEiOMGM8zC0rP6lwNAn0oLbdSVGrB28vE/Ze34IGrLsDfx+zwukXEtRRYRM4zNpuN9LwS9mQWVISZ40Fmf3YRFuup/zePCvataI0Jrggyxu2mhIhA/LxPDgU2m43swlIO5x4PIIcqWkcOV4ysSs8vOe01KwX4mIlrYCyzEBfmT1yYMXlfXAN/+wR+gb7eZOQVM2HBVr7bkgZAi4ZBvHxzJy5KjKj9L01E3E6BRUTsSsutpB4tYu+RwpMCTUb+qW8xeZmgcbjR2TcyyJe0vGJ7ODlTPxsAby+Tfc2nuAaVYcT4WRlSwgJ8anSrauGWwzzz1VaO5JdgMsHwi5vyRP82GiYuUkcpsIjIWckvLmNfZhF7MguqtMrsOVJA4WluMQFEBfudFEBOfBwV7IfZy/H9ZnKLynjp29/5dO0BAOLD/Hnppo5c2Tra4dcSEedSYBGRc2Kz2TiSX2LvI3O0qJTY0OO3bGLC/Kq9XeRKy3ZmMm7+porJ++DGro145rp2RAT5urUuETl7Ciwicl4oKi1n8g87mLl8L1YbRAb5MuH69gzsFOdxo6JE5GQ1+f7WpAYiUmcF+nrzz+va8cXfetM6JoSswlIemruBe2ev5XDuMXeXJyIOpMAiInVel4QG/N+DfXg0qRU+ZhPJf2RwzeRf+HBlCtazGK0kIqfnCTdjFFhEpF7w9fbi4aSWfPPQpXRt0oCCknL++eUWhkxfyZ4j1a/pJCJnZrXaePx/m5j68y631lGrwDJ16lQSExPx9/enZ8+erF69+qze98knn2Aymbjhhhuq7B8xYgQmk6nK1r9//9qUJiLnuVYxIXx2/yVMGNiOAB8zq/dm0//1pby9eDflljMPxxaR46xWG3+fv5nP1x9g8qId7MrId1stNQ4s8+bNY+zYsUyYMIH169fTuXNn+vXrR0ZGxmnft2/fPh5//HEuvfTSal/v378/hw8ftm9z586taWkiIoCxTMHI3s344dHLuLRlFKXlVl5e+AeDpi5ny8Fcd5cnUifYbDYmLNjKJ2tS8TLBfwZ34YLoELfVU+PAMnnyZEaNGsXIkSNp164d06ZNIzAwkJkzZ57yPRaLhWHDhvHcc8/RvHnzao/x8/MjNjbWvoWHh9e0NBGRKhIiAplzdw/+fWtnwgJ82Hooj0FTl/Pywj8oLjv9PDMi5zObzcYLX2/jg5UpmEzw6i2dub5zvFtrqlFgKS0tZd26dSQlJR0/gZcXSUlJrFix4pTve/7554mOjuaee+455TGLFy8mOjqa1q1bM3r0aLKysk55bElJCXl5eVU2EZHqmEwmbunWmB/HXs61HeOwWG28vXg3f3l9Kav3Zru7PBGPY7PZeHnhdmYu3wvAv27qyM3dGru5qhoGlszMTCwWCzExMVX2x8TEkJaWVu17li1bxowZM5g+ffopz9u/f3/mzJlDcnIyL7/8MkuWLGHAgAFYLNX/C2jSpEmEhYXZt4SEhJp8DBE5DzUM8WPqsAt5585uRIf4sSezkNveWcE/v9xMfnGZu8sT8Rj/+XEn05bsBuCFQe0Z3L2JmysyOHWUUH5+PnfeeSfTp08nKirqlMcNGTKE66+/no4dO3LDDTfw9ddfs2bNGhYvXlzt8ePGjSM3N9e+paamOukTiEh90699LIvGXs7QHsY/dD5cuZ++//mFn/5Id3NlnimvuIyvNh7kq40HNUT8PPDWTzt5I3knAM9c1447eyW6t6AT1GjFsKioKMxmM+npVf/HTk9PJzY29qTjd+/ezb59+xg4cKB9n9Vq9NL39vZm+/bttGjR4qT3NW/enKioKHbt2sXVV1990ut+fn74+fnVpHQREbuwAB8m3dSJgZ3jGffFZlKyirh71lqu7xzPhIHtiAw+v/9+ySoo4cdt6Xy3JY3luzIpsxhB5fP1B/n3rZ2IDvF3c4XiDO/+spt//7ADgKcHtOGePs3cXFFVNWph8fX1pVu3biQnJ9v3Wa1WkpOT6dWr10nHt2nThs2bN7Nx40b7dv3113PllVeycePGU97KOXDgAFlZWcTFxdXw44iInL1LWkSx8OHLuO+y5niZYMFvh0iavIQvNxz0iImyXCktt5g5K/Yx9N2VdH/pR576fDOLtx+hzGKjRcMg/Ly9+GXHEf7y+lJ+3n76UaFS97y/fC8Tv/0DgMeuacX9l5/cmOBuNV5LaN68edx1112888479OjRgylTpvDpp5/yxx9/EBMTw/Dhw2nUqBGTJk2q9v0jRowgJyeHL7/8EoCCggKee+45br75ZmJjY9m9ezdPPvkk+fn5bN68+axaUrSWkIicq00Hcnjys038kWbMM3Fl64a8dGNH4hsEuLky50nNLuK7LYdZuCWN9ftzqrzWPj6UAR1i6d8hlguiQ9iZns+DczfYfz8jeyfy9IA2bl8EU87dhytT+OeXWwB48KoLeKxva5dduybf3zW6JQQwePBgjhw5wvjx40lLS6NLly4sXLjQ3hF3//79eHmdfcON2Wxm06ZNzJ49m5ycHOLj4+nbty8vvPCCbvuIiMt0amxM7//Okt28kbyLn7cf4ZrJS3h6QBuG9WyKl1f9WExxV0Y+321OY+HWNLYeqjrCslvTcPq3N0JKQkRglddaxoTw5Zje/Ou7P5j16z7eX76PlXuyeXOoe+fmkHPz6ZpUe1j56+XNGXtNKzdXdGparVlE5E92ZeTz1OebWZdyFIDuieHcdUkirWJCSIwMwte77qxqYrPZ2Hooj4Vb0vhuy2F2Hym0v+ZlgoubR9K/Qyz92scSE3p2fVN++iOdx/+3iezCUvx9vBh/XXuG9kjQCtl1zBfrD/DY/37DZjNazMZf187l/w1r8v2twCIiUg2r1cYHK1N4eeEfFJUen2LB28tEs6ggWsYE0zI6hJYxwR4XZKxWGxtSc1i45TALt6aRmn185Wofs4k+F0QxoEMcSe1iiAjyrdU1MvKKeex/v7F0ZyYA/dvH8q+bO9IgsHbnE9f6v98O8fAnG7Da4I6Lm/DCoA5uCZwKLCIiDnLgaBHTluxmy8E8dmUUUFBSXu1x3l4mEqOCaBUTzAXRIbSqCDTNolwTZMotVlbvzWbh1jS+35pGel6J/TV/Hy+uaBXNgI6xXNkmmlB/H4dc02q18d6yPbz6/XbKLDbiwvz5z+AuXNw80iHnF+dYuOUwYz7egMVqY0j3BCbe2NFttzwVWEREnMBms3E4t5gd6fnsyihgR3o+OzMK2Jl+6iBj9jKRGBlIq5gQWkYH0zImxGiRiQo85w6rJeUWft2VxcItaSzalk52Yan9tRA/b65qG82ADrFc3iqaAF/ndY7dfCCXhz7ZwN7MQkwmeODKC3jo6pb4mD2jxUmOS96Wzv0frqPMYuOmCxvx71s6u7V/lgKLiIgL2Ww20vKK2ZFewM70fHamF7Azw/iZf4Yg07KiNeaCGONns6ig0waZY6UWluzIYOGWNJK3ZVQ5f3igD33bGZ1mL7kg0qUjeApLynl2wVb+t+4AAF2bNOCNIV1P6rwr7rNkxxFGzV5LqcXKwM7xTBncBbObO5MrsIiIeIDKILMzveCkVpn84lMHmaaRgbSMNvrGtIwJoUXDIHZlFPDd5jQW78iguMxqPz46xI/+HWLp3z6WHs0i8HZzq8b//XaIv8/fTH5xOSF+3rx4YwcGdWnk1poElu/K5O5ZaygptzKgQyxvDO3qES1gCiwiIh7MZrORnlfCzox8dqQXsKvi5470/FMGmRM1Dg+omCMljq4JDTxuyHVqdhGPztvI2opRVjdd2IjnB3Ug2K/GM2mIA6zak8WI99dwrMxCUtto/jusm8d0EFdgERGpg2w2Gxn5JfYWGaN/TD67jhQQFexnnyOlfXyoxw8hLrdYeevnXbyRvBOrDZpGBvL6kK50SWjg7tLOK+tSjjJ8xioKSy1c3qoh7w7v5lGT/SmwiIiIR1izL5tHPtnIwZxjeHuZGNu3Ffdf1sLjWoXqo99Sc7jjvVXkl5TT+4JIZtzVHX8fzwkrULPvb89oExIRkXqpe2IE3z50Kdd2jKPcauOVhdu5Y8Yq0nKL3V1avbblYC53zjDCSo9mEbw33PPCSk0psIiIiFOFBfrw1u1deeXmTgT4mPl1dxYDXv+FH7amubu0eumPtDzunLGKvOJyujUNZ+aI7k4d1u4qCiwiIuJ0JpOJ27on8PVDfejQKJSjRWXc98E6nvlyC8VlljOfQM7Krox87nhvFUeLyujcOIz3R3avN52dFVhERMRlWjQM5vPRlzDq0mYAfLAyhevfWsYfaXlneKecyd7MQm6fvorMglLax4cy5+6eDpvV2BMosIiIiEv5eZv5x7XtmHN3D6KC/diRXsD1by1n9q/7qAfjQNxif1YRt09fSUZ+CW1iQ/jwnp6EBdafsAIKLCIi4iaXtWrIwkcu5crWDSkttzJhwVZGzVlbZYkBObMDR4sYOn0lh3OLuSA6mA/v7Ul4LRe19GQKLCIi4jZRwX7MHNGdCQPb4Wv24sdtGfSf8gvLKlaBltNLyy3m9umrOJhzjGZRQXx8b0+igv3cXZZTKLCIiIhbmUwmRvZuxpdjenNBdDAZ+SXcOXMVk77bRmm59cwncCKbzcaxUgs5RaUed7sqI7+Y26evZH92EU0iAvl4VE+iQ/3dXZbTaOI4ERHxGMdKLbzwze98vGo/AJ0ah/H6kK40iwqq8bnKLFbyi8spKC4nr7iMgpJy43lJGfnF5fat8nlB5b6ScvIrji8oLqfcanxNhvh70zomhFaxIcbPmBBax4YQ4YbbL1kFJQx5dyU7Mwpo1CCAeX+9mMbhdW+hSc10KyIiddrCLYd56vPN5B4rI9DXzBP9WhMZ7FcRKo6HjyqB44R9+cVllLiodSYq2I/WscZilZWBpmV0MCFOGqFztLCUodNX8kdaPrGh/nz61140iax7YQUUWNxdjoiIOMDh3GM88slGVu3NPqfzBPqaCfbzJsTfm2B/H0L9vY8/9/MhxN/bvlU+D/b3JsTPmxB/H4L9vfH2MrEvq5DtafnsSD++WOX+7CJO9S3aqEEArWKCq7TIXBAdfE4zzuYeK2PYeyvZcjCPhiF+fPrXXrVqffIUCiwiIlIvWKw23lu6h++2pOHv40WwX0Xg8D9D4PDzJtTfhyA/M95m53XXLCotZ1dGgT3IbE8vYEdaPml51S894GWCxMggWp1wa6l1bDBNI4PwOUOd+cVl3DFjNb+l5hAZ5Msn911My5gQZ3wsl1FgERERcaPcojJ2ZOQfDzIVP48WlVV7vK/Zi+YNg+z9YipvLzUOD8DLy0RhSTl3zVzN2pSjhAf6MPe+i2kTW/e/7xRYREREPIzNZuNIQQk70goqbivlsz09nx1p+RSWVr88QYCPmVYxwRSXWdmenk+ovzcfj7qYDo3CXFy9c9Tk+7t+LDAgIiLi4UwmE9Eh/kSH+NOnZZR9v9Vq41DusYqWmAJ7i8yuIwUcK7Pw24FcAEL8vPngnp71JqzUlAKLiIiIG3l5mWgcHkjj8ECuahNj319usZKSXcSOtHz2ZBZyZeto2sWfv3cRFFhEREQ8kLfZixYNg2nRMNjdpXgEzXQrIiIiHk+BRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLxFFhERETE4ymwiIiIiMdTYBERERGPp8AiIiIiHk+BRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLx6sVqzTabDYC8vDw3VyIiIiJnq/J7u/J7/HTqRWDJz88HICEhwc2ViIiISE3l5+cTFhZ22mNMtrOJNR7OarVy6NAhQkJCMJlMDj13Xl4eCQkJpKamEhoa6tBz1wXn++cH/Q7O988P+h2c758f9Dtw1ue32Wzk5+cTHx+Pl9fpe6nUixYWLy8vGjdu7NRrhIaGnpd/SCud758f9Ds43z8/6Hdwvn9+0O/AGZ//TC0rldTpVkRERDyeAouIiIh4PAWWM/Dz82PChAn4+fm5uxS3ON8/P+h3cL5/ftDv4Hz//KDfgSd8/nrR6VZERETqN7WwiIiIiMdTYBERERGPp8AiIiIiHk+BRURERDyeAouIiIh4PAWWM5g6dSqJiYn4+/vTs2dPVq9e7e6SXGLSpEl0796dkJAQoqOjueGGG9i+fbu7y3Kbf/3rX5hMJh555BF3l+JSBw8e5I477iAyMpKAgAA6duzI2rVr3V2WS1gsFp555hmaNWtGQEAALVq04IUXXjirRdrqql9++YWBAwcSHx+PyWTiyy+/rPK6zWZj/PjxxMXFERAQQFJSEjt37nRPsU5wus9fVlbGU089RceOHQkKCiI+Pp7hw4dz6NAh9xXsBGf6M3Ci+++/H5PJxJQpU1xSmwLLacybN4+xY8cyYcIE1q9fT+fOnenXrx8ZGRnuLs3plixZwpgxY1i5ciWLFi2irKyMvn37UlhY6O7SXG7NmjW88847dOrUyd2luNTRo0fp3bs3Pj4+fPfdd/z++++89tprhIeHu7s0l3j55Zd5++23eeutt9i2bRsvv/wyr7zyCm+++aa7S3OawsJCOnfuzNSpU6t9/ZVXXuGNN95g2rRprFq1iqCgIPr160dxcbGLK3WO033+oqIi1q9fzzPPPMP69ev54osv2L59O9dff70bKnWeM/0ZqDR//nxWrlxJfHy8iyoDbHJKPXr0sI0ZM8b+3GKx2OLj422TJk1yY1XukZGRYQNsS5YscXcpLpWfn29r2bKlbdGiRbbLL7/c9vDDD7u7JJd56qmnbH369HF3GW5z7bXX2u6+++4q+2666SbbsGHD3FSRawG2+fPn259brVZbbGys7dVXX7Xvy8nJsfn5+dnmzp3rhgqd68+fvzqrV6+2AbaUlBTXFOVip/odHDhwwNaoUSPbli1bbE2bNrX95z//cUk9amE5hdLSUtatW0dSUpJ9n5eXF0lJSaxYscKNlblHbm4uABEREW6uxLXGjBnDtddeW+XPwfliwYIFXHTRRdx6661ER0fTtWtXpk+f7u6yXOaSSy4hOTmZHTt2APDbb7+xbNkyBgwY4ObK3GPv3r2kpaVV+X8hLCyMnj17npd/J4Lx96LJZKJBgwbuLsVlrFYrd955J0888QTt27d36bXrxWrNzpCZmYnFYiEmJqbK/piYGP744w83VeUeVquVRx55hN69e9OhQwd3l+Myn3zyCevXr2fNmjXuLsUt9uzZw9tvv83YsWP5+9//zpo1a3jooYfw9fXlrrvucnd5Tvf000+Tl5dHmzZtMJvNWCwWXnrpJYYNG+bu0twiLS0NoNq/EytfO58UFxfz1FNPMXTo0PNq9eaXX34Zb29vHnroIZdfW4FFzmjMmDFs2bKFZcuWubsUl0lNTeXhhx9m0aJF+Pv7u7sct7BarVx00UVMnDgRgK5du7JlyxamTZt2XgSWTz/9lI8++oiPP/6Y9u3bs3HjRh555BHi4+PPi88vp1ZWVsZtt92GzWbj7bffdnc5LrNu3Tpef/111q9fj8lkcvn1dUvoFKKiojCbzaSnp1fZn56eTmxsrJuqcr0HHniAr7/+mp9//pnGjRu7uxyXWbduHRkZGVx44YV4e3vj7e3NkiVLeOONN/D29sZisbi7RKeLi4ujXbt2Vfa1bduW/fv3u6ki13riiSd4+umnGTJkCB07duTOO+/k0UcfZdKkSe4uzS0q/9473/9OrAwrKSkpLFq06LxqXVm6dCkZGRk0adLE/vdiSkoKjz32GImJiU6/vgLLKfj6+tKtWzeSk5Pt+6xWK8nJyfTq1cuNlbmGzWbjgQceYP78+fz00080a9bM3SW51NVXX83mzZvZuHGjfbvooosYNmwYGzduxGw2u7tEp+vdu/dJQ9l37NhB06ZN3VSRaxUVFeHlVfWvSLPZjNVqdVNF7tWsWTNiY2Or/J2Yl5fHqlWrzou/E+F4WNm5cyc//vgjkZGR7i7Jpe688042bdpU5e/F+Ph4nnjiCb7//nunX1+3hE5j7Nix3HXXXVx00UX06NGDKVOmUFhYyMiRI91dmtONGTOGjz/+mK+++oqQkBD7PeqwsDACAgLcXJ3zhYSEnNRfJygoiMjIyPOmH8+jjz7KJZdcwsSJE7nttttYvXo17777Lu+++667S3OJgQMH8tJLL9GkSRPat2/Phg0bmDx5Mnfffbe7S3OagoICdu3aZX++d+9eNm7cSEREBE2aNOGRRx7hxRdfpGXLljRr1oxnnnmG+Ph4brjhBvcV7UCn+/xxcXHccsstrF+/nq+//hqLxWL/ezEiIgJfX193le1QZ/oz8OeQ5uPjQ2xsLK1bt3Z+cS4Zi1SHvfnmm7YmTZrYfH19bT169LCtXLnS3SW5BFDt9v7777u7NLc534Y122w22//93//ZOnToYPPz87O1adPG9u6777q7JJfJy8uzPfzww7YmTZrY/P39bc2bN7f94x//sJWUlLi7NKf5+eefq/3//q677rLZbMbQ5meeecYWExNj8/Pzs1199dW27du3u7doBzrd59+7d+8p/178+eef3V26w5zpz8CfuXJYs8lmq8fTNoqIiEi9oD4sIiIi4vEUWERERMTjKbCIiIiIx1NgEREREY+nwCIiIiIeT4FFREREPJ4Ci4iIiHg8BRYRERHxeAosIiIi4vEUWERERMTjKbCIiIiIx/t/Uy6JlCuyLDcAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📊 Model Evaluation\n",
        "\n",
        "The model is evaluated on the validation dataset to determine its final accuracy.\n",
        "\n",
        "This gives an estimate of real-world performance."
      ],
      "metadata": {
        "id": "ArqiwJPRjw-J"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "val_loss, val_acc = model.evaluate(val_generator)\n",
        "print(f\"Final Validation Accuracy: {val_acc*100:.2f}%\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9CGIWkTXVxz8",
        "outputId": "d3d97599-de40-4728-b1de-f23ec196f50c"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m100/100\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.8506 - loss: 0.4749\n",
            "Final Validation Accuracy: 85.06%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "files.download(\"brain_tumor_model_final.h5\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "vzaaHwEbfUXu",
        "outputId": "4f39343e-1d6e-4d2b-963c-ae495d85078f"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_03b654a3-d605-40b7-a374-4f5d9ccf5c35\", \"brain_tumor_model_final.h5\", 42424248)"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}