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jan24_cds_mushrooms/notebooks/transfer_learning_ResNet50/ResNet50_new.ipynb

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  1. {

  2.  "cells": [

  3.   {

  4.    "cell_type": "code",

  5.    "execution_count": 10,

  6.    "metadata": {},

  7.    "outputs": [],

  8.    "source": [

  9.     "import tensorflow as tf\n",

  10.     "from tensorflow.keras.applications import ResNet50\n",

  11.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D\n",

  12.     "from tensorflow.keras.models import Model\n",

  13.     "from tensorflow.keras.optimizers import Adam\n",

  14.     "\n",

  15.     "# Define paths to directories\n",

  16.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  17.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  18.     "\n",

  19.     "# Create Dataset from directories\n",

  20.     "def create_dataset(directory, batch_size):\n",

  21.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  22.     "        directory,\n",

  23.     "        image_size=(224, 224),\n",

  24.     "        batch_size=batch_size,\n",

  25.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  26.     "        shuffle=True\n",

  27.     "    )\n",

  28.     "    return dataset\n",

  29.     "\n",

  30.     "\n",

  31.     "import matplotlib.pyplot as plt\n",

  32.     "\n",

  33.     "# # Plot training and validation accuracy and loss\n",

  34.     "# def plot_training_history(history, epochs):\n",

  35.     "#     acc = history.history['accuracy']\n",

  36.     "#     val_acc = history.history['val_accuracy']\n",

  37.     "#     loss = history.history['loss']\n",

  38.     "#     val_loss = history.history['val_loss']\n",

  39.     "#     epochs_range = range(epochs)\n",

  40.     "\n",

  41.     "#     plt.figure(figsize=(16, 4))\n",

  42.     "\n",

  43.     "#     # Plot accuracy\n",

  44.     "#     plt.subplot(1, 2, 1)\n",

  45.     "#     plt.plot(epochs_range, acc, label='Training Accuracy')\n",

  46.     "#     plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",

  47.     "#     plt.legend(loc='lower right')\n",

  48.     "#     plt.title('Training and Validation Accuracy')\n",

  49.     "\n",

  50.     "#     # Plot loss\n",

  51.     "#     plt.subplot(1, 2, 2)\n",

  52.     "#     plt.plot(epochs_range, loss, label='Training Loss')\n",

  53.     "#     plt.plot(epochs_range, val_loss, label='Validation Loss')\n",

  54.     "#     plt.legend(loc='upper right')\n",

  55.     "#     plt.title('Training and Validation Loss')\n",

  56.     "\n",

  57.     "#     plt.show()\n",

  58.     "\n",

  59.     "def plot_training_history(history):\n",

  60.     "    acc = history.history['accuracy']\n",

  61.     "    val_acc = history.history['val_accuracy']\n",

  62.     "    loss = history.history['loss']\n",

  63.     "    val_loss = history.history['val_loss']\n",

  64.     "    epochs_range = range(len(acc))  # Adjusted to the length of training\n",

  65.     "\n",

  66.     "    plt.figure(figsize=(16, 4))\n",

  67.     "\n",

  68.     "    # Plot accuracy\n",

  69.     "    plt.subplot(1, 2, 1)\n",

  70.     "    plt.plot(epochs_range, acc, label='Training Accuracy')\n",

  71.     "    plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",

  72.     "    plt.legend(loc='lower right')\n",

  73.     "    plt.title('Training and Validation Accuracy')\n",

  74.     "\n",

  75.     "    # Plot loss\n",

  76.     "    plt.subplot(1, 2, 2)\n",

  77.     "    plt.plot(epochs_range, loss, label='Training Loss')\n",

  78.     "    plt.plot(epochs_range, val_loss, label='Validation Loss')\n",

  79.     "    plt.legend(loc='upper right')\n",

  80.     "    plt.title('Training and Validation Loss')\n",

  81.     "\n",

  82.     "    plt.show()"

  83.    ]

  84.   },

  85.   {

  86.    "cell_type": "code",

  87.    "execution_count": null,

  88.    "metadata": {},

  89.    "outputs": [],

  90.    "source": [

  91.     "\n",

  92.     "# Load data from directories\n",

  93.     "batch_size = 32\n",

  94.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  95.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  96.     "\n",

  97.     "# Build ResNet50 Model\n",

  98.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  99.     "x = base_model.output\n",

  100.     "x = GlobalAveragePooling2D()(x)\n",

  101.     "x = Dense(1024, activation='relu')(x)\n",

  102.     "predictions = Dense(len(train_dataset.class_names), activation='softmax')(x)\n",

  103.     "\n",

  104.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  105.     "\n",

  106.     "# Freeze the layers of the base model\n",

  107.     "for layer in base_model.layers:\n",

  108.     "    layer.trainable = False\n",

  109.     "\n",

  110.     "# Compile the model\n",

  111.     "model.compile(optimizer=Adam(learning_rate=1e-4),\n",

  112.     "              loss='categorical_crossentropy',\n",

  113.     "              metrics=['accuracy'])\n",

  114.     "\n",

  115.     "# Train the model\n",

  116.     "history = model.fit(\n",

  117.     "    train_dataset,\n",

  118.     "    epochs=10,\n",

  119.     "    validation_data=validation_dataset\n",

  120.     ")\n",

  121.     "\n",

  122.     "# Save the model\n",

  123.     "model.save('resnet50_model.h5')\n",

  124.     "\n",

  125.     "# Print a summary of the model\n",

  126.     "model.summary()\n"

  127.    ]

  128.   },

  129.   {

  130.    "cell_type": "code",

  131.    "execution_count": null,

  132.    "metadata": {},

  133.    "outputs": [],

  134.    "source": [

  135.     "\"\"\"\n",

  136.     "Training Accuracy: The training accuracy starts at 58.17% and rapidly increases, reaching 99.96% by the final epoch. \n",

  137.     "This indicates that your model is learning the training data very well, perhaps too well, which leads to a potential concern of overfitting.\n",

  138.     "\n",

  139.     "Validation Accuracy: The validation accuracy starts relatively high at 80.98% and fluctuates throughout the epochs, eventually settling at 84.05%. \n",

  140.     "This suggests that while your model generalizes well to some extent, it is not improving significantly after a certain point, indicating a \n",

  141.     "possible plateau.\n",

  142.     "\n",

  143.     "Validation Loss: The validation loss shows a slight decrease at first but then starts to increase from epoch 5 onwards, \n",

  144.     "which is another sign of overfitting. As the training loss continues to decrease, the validation loss increases, \n",

  145.     "implying that the model is becoming too specialized in the training data and failing to generalize to unseen data.\n",

  146.     "\n",

  147.     "\"\"\""

  148.    ]

  149.   },

  150.   {

  151.    "cell_type": "code",

  152.    "execution_count": 2,

  153.    "metadata": {},

  154.    "outputs": [

  155.     {

  156.      "data": {

  157.       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",

  158.       "text/plain": [

  159.        "<Figure size 1600x400 with 2 Axes>"

  160.       ]

  161.      },

  162.      "metadata": {},

  163.      "output_type": "display_data"

  164.     }

  165.    ],

  166.    "source": [

  167.     "import matplotlib.pyplot as plt\n",

  168.     "\n",

  169.     "# Plot training and validation accuracy and loss\n",

  170.     "def plot_training_history(history, epochs):\n",

  171.     "    acc = history.history['accuracy']\n",

  172.     "    val_acc = history.history['val_accuracy']\n",

  173.     "    loss = history.history['loss']\n",

  174.     "    val_loss = history.history['val_loss']\n",

  175.     "    epochs_range = range(epochs)\n",

  176.     "\n",

  177.     "    plt.figure(figsize=(16, 4))\n",

  178.     "\n",

  179.     "    # Plot accuracy\n",

  180.     "    plt.subplot(1, 2, 1)\n",

  181.     "    plt.plot(epochs_range, acc, label='Training Accuracy')\n",

  182.     "    plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",

  183.     "    plt.legend(loc='lower right')\n",

  184.     "    plt.title('Training and Validation Accuracy')\n",

  185.     "\n",

  186.     "    # Plot loss\n",

  187.     "    plt.subplot(1, 2, 2)\n",

  188.     "    plt.plot(epochs_range, loss, label='Training Loss')\n",

  189.     "    plt.plot(epochs_range, val_loss, label='Validation Loss')\n",

  190.     "    plt.legend(loc='upper right')\n",

  191.     "    plt.title('Training and Validation Loss')\n",

  192.     "\n",

  193.     "    plt.show()\n",

  194.     "\n",

  195.     "# Define number of epochs\n",

  196.     "epochs = 10  # Adjust if you use a different number of epochs\n",

  197.     "\n",

  198.     "# Visualize training history\n",

  199.     "plot_training_history(history, epochs)\n"

  200.    ]

  201.   },

  202.   {

  203.    "cell_type": "code",

  204.    "execution_count": null,

  205.    "metadata": {},

  206.    "outputs": [],

  207.    "source": [

  208.     "\"\"\"\"\n",

  209.     "\n",

  210.     "Accuracy and Loss Overview:\n",

  211.     "Training Accuracy:\n",

  212.     "\n",

  213.     "Starts at 58.17% in the first epoch and steadily increases, reaching an impressive 99.96% by the 10th epoch.\n",

  214.     "This suggests that the model is learning the training data very well.\n",

  215.     "Validation Accuracy:\n",

  216.     "\n",

  217.     "Starts at 80.98% and fluctuates slightly, with a peak around 87.73% in epochs 4, 6, and 7, before slightly declining to 84.05% by the 10th epoch.\n",

  218.     "This indicates that while the model is performing well on the validation data, it doesn't improve much after the initial few epochs.\n",

  219.     "Training Loss:\n",

  220.     "\n",

  221.     "Decreases from 1.3560 to 0.0237, showing that the model is effectively minimizing the error on the training set.\n",

  222.     "Validation Loss:\n",

  223.     "\n",

  224.     "Starts at 0.6014, fluctuates across epochs, and ends at 0.6090.\n",

  225.     "The loss doesn’t decrease significantly after a few epochs, which could be a sign that the model is not improving its performance on the validation set despite its continued improvement on the training set.\n",

  226.     "Analysis:\n",

  227.     "Possible Overfitting: The large gap between training accuracy (99.96%) and validation accuracy (84.05%) suggests that the model may be overfitting to the training data. The model is performing almost perfectly on the training data but not generalizing as well to the validation data.\n",

  228.     "\n",

  229.     "Validation Loss Plateauing: The validation loss doesn't decrease consistently, which may indicate that the model has reached its capacity to generalize from the training data to the validation data.\n",

  230.     "\n",

  231.     "Early Stopping: Given that validation accuracy peaked around epochs 4-7 and then slightly declined, it might have been beneficial to implement early stopping to prevent overfitting and save training time.\n",

  232.     "\n",

  233.     "\"\"\""

  234.    ]

  235.   },

  236.   {

  237.    "cell_type": "code",

  238.    "execution_count": 4,

  239.    "metadata": {},

  240.    "outputs": [

  241.     {

  242.      "name": "stdout",

  243.      "output_type": "stream",

  244.      "text": [

  245.       "Found 12616 files belonging to 13 classes.\n",

  246.       "Found 163 files belonging to 13 classes.\n",

  247.       "Epoch 1/10\n",

  248.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m551s\u001b[0m 1s/step - accuracy: 0.2635 - loss: 3.9773 - val_accuracy: 0.6994 - val_loss: 2.2808\n",

  249.       "Epoch 2/10\n",

  250.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m570s\u001b[0m 1s/step - accuracy: 0.5804 - loss: 2.6212 - val_accuracy: 0.7669 - val_loss: 2.0059\n",

  251.       "Epoch 3/10\n",

  252.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m703s\u001b[0m 2s/step - accuracy: 0.6476 - loss: 2.3543 - val_accuracy: 0.7975 - val_loss: 1.8698\n",

  253.       "Epoch 4/10\n",

  254.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m698s\u001b[0m 2s/step - accuracy: 0.6907 - loss: 2.1741 - val_accuracy: 0.7914 - val_loss: 1.7897\n",

  255.       "Epoch 5/10\n",

  256.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m827s\u001b[0m 2s/step - accuracy: 0.7172 - loss: 2.0188 - val_accuracy: 0.7975 - val_loss: 1.6977\n",

  257.       "Epoch 6/10\n",

  258.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m684s\u001b[0m 2s/step - accuracy: 0.7353 - loss: 1.8912 - val_accuracy: 0.8037 - val_loss: 1.6233\n",

  259.       "Epoch 7/10\n",

  260.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m781s\u001b[0m 2s/step - accuracy: 0.7504 - loss: 1.7950 - val_accuracy: 0.8221 - val_loss: 1.5653\n",

  261.       "Epoch 8/10\n",

  262.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m794s\u001b[0m 2s/step - accuracy: 0.7645 - loss: 1.6925 - val_accuracy: 0.7914 - val_loss: 1.5254\n",

  263.       "Epoch 9/10\n",

  264.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m792s\u001b[0m 2s/step - accuracy: 0.7753 - loss: 1.6111 - val_accuracy: 0.7914 - val_loss: 1.4786\n",

  265.       "Epoch 10/10\n",

  266.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m846s\u001b[0m 2s/step - accuracy: 0.7743 - loss: 1.5573 - val_accuracy: 0.8037 - val_loss: 1.4238\n"

  267.      ]

  268.     },

  269.     {

  270.      "name": "stderr",

  271.      "output_type": "stream",

  272.      "text": [

  273.       "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"

  274.      ]

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  279.        "<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_3\"</span>\n",

  280.        "</pre>\n"

  281.       ],

  282.       "text/plain": [

  283.        "\u001b[1mModel: \"functional_3\"\u001b[0m\n"

  284.       ]

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  292.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  293.        "┃<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",

  294.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  295.        "│ input_layer_2       │ (<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",

  296.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  297.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  298.        "│ conv1_pad           │ (<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_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",

  299.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  300.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  301.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  302.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  303.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  304.        "│ 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",

  305.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  306.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  307.        "│ 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",

  308.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  309.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  310.        "│ pool1_pad           │ (<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",

  311.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  312.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  313.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  314.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  315.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  316.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  317.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  318.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  319.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  320.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  321.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  322.        "│ 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",

  323.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  324.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  325.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  326.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  327.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  328.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  329.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  330.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  331.        "│ conv2_block1_2_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_2_b… │\n",

  332.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  333.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  334.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  335.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  336.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  337.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  338.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  339.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  340.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  341.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  342.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  343.        "│ conv2_block1_3_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_block1_3_c… │\n",

  344.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  345.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  346.        "│ conv2_block1_add    │ (<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",

  347.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  348.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  349.        "│ conv2_block1_out    │ (<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_add… │\n",

  350.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  351.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  352.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  353.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  354.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  355.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  356.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  357.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  358.        "│ 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",

  359.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  360.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  361.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  362.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  363.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  364.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  365.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  366.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  367.        "│ conv2_block2_2_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_2_b… │\n",

  368.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  369.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  370.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  371.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  372.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  373.        "│ conv2_block2_3_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_block2_3_c… │\n",

  374.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  375.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  376.        "│ conv2_block2_add    │ (<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_out… │\n",

  377.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  378.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  379.        "│ conv2_block2_out    │ (<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_add… │\n",

  380.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  381.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  382.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  383.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  384.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  385.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  386.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  387.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  388.        "│ 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",

  389.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  390.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  391.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  392.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  393.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  394.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  395.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  396.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  397.        "│ conv2_block3_2_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_2_b… │\n",

  398.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  399.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  400.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  401.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  402.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  403.        "│ conv2_block3_3_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_block3_3_c… │\n",

  404.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  405.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  406.        "│ conv2_block3_add    │ (<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_out… │\n",

  407.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  408.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  409.        "│ conv2_block3_out    │ (<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_add… │\n",

  410.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  411.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  412.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  413.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  414.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  415.        "│ 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",

  416.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  417.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  418.        "│ 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",

  419.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  420.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  421.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  422.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  423.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  424.        "│ conv3_block1_2_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_2_c… │\n",

  425.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  426.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  427.        "│ conv3_block1_2_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_2_b… │\n",

  428.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  429.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  430.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  431.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  432.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  433.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  434.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  435.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  436.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  437.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  438.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  439.        "│ conv3_block1_3_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_block1_3_c… │\n",

  440.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  441.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  442.        "│ conv3_block1_add    │ (<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",

  443.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  444.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  445.        "│ conv3_block1_out    │ (<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_add… │\n",

  446.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  447.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  448.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  449.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  450.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  451.        "│ 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",

  452.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  453.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  454.        "│ 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",

  455.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  456.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  457.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  458.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  459.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  460.        "│ conv3_block2_2_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_2_c… │\n",

  461.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  462.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  463.        "│ conv3_block2_2_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_2_b… │\n",

  464.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  465.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  466.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  467.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  468.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  469.        "│ conv3_block2_3_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_block2_3_c… │\n",

  470.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  471.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  472.        "│ conv3_block2_add    │ (<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_out… │\n",

  473.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  474.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  475.        "│ conv3_block2_out    │ (<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_add… │\n",

  476.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  477.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  478.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  479.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  480.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  481.        "│ 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",

  482.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  483.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  484.        "│ 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",

  485.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  486.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  487.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  488.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  489.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  490.        "│ conv3_block3_2_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_2_c… │\n",

  491.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  492.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  493.        "│ conv3_block3_2_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_2_b… │\n",

  494.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  495.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  496.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  497.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  498.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  499.        "│ conv3_block3_3_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_block3_3_c… │\n",

  500.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  501.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  502.        "│ conv3_block3_add    │ (<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_out… │\n",

  503.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  504.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  505.        "│ conv3_block3_out    │ (<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_add… │\n",

  506.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  507.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  508.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  509.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  510.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  511.        "│ 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",

  512.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  513.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  514.        "│ 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",

  515.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  516.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  517.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  518.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  519.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  520.        "│ conv3_block4_2_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_2_c… │\n",

  521.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  522.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  523.        "│ conv3_block4_2_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_2_b… │\n",

  524.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  525.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  526.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  527.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  528.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  529.        "│ conv3_block4_3_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_block4_3_c… │\n",

  530.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  531.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  532.        "│ conv3_block4_add    │ (<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_out… │\n",

  533.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  534.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  535.        "│ conv3_block4_out    │ (<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_add… │\n",

  536.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  537.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  538.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  539.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  540.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  541.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  542.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  543.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  544.        "│ 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",

  545.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  546.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  547.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  548.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  549.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  550.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  551.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  552.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  553.        "│ conv4_block1_2_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_2_b… │\n",

  554.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  555.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  556.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  557.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  558.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  559.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  560.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  561.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  562.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  563.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  564.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  565.        "│ conv4_block1_3_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_block1_3_c… │\n",

  566.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  567.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  568.        "│ conv4_block1_add    │ (<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",

  569.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  570.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  571.        "│ conv4_block1_out    │ (<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_add… │\n",

  572.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  573.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  574.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  575.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  576.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  577.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  578.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  579.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  580.        "│ 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",

  581.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  582.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  583.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  584.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  585.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  586.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  587.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  588.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  589.        "│ conv4_block2_2_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_2_b… │\n",

  590.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  591.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  592.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  593.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  594.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  595.        "│ conv4_block2_3_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_block2_3_c… │\n",

  596.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  597.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  598.        "│ conv4_block2_add    │ (<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_out… │\n",

  599.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  600.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  601.        "│ conv4_block2_out    │ (<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_add… │\n",

  602.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  603.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  604.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  605.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  606.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  607.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  608.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  609.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  610.        "│ 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",

  611.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  612.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  613.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  614.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  615.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  616.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  617.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  618.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  619.        "│ conv4_block3_2_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_2_b… │\n",

  620.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  621.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  622.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  623.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  624.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  625.        "│ conv4_block3_3_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_block3_3_c… │\n",

  626.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  627.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  628.        "│ conv4_block3_add    │ (<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_out… │\n",

  629.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  630.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  631.        "│ conv4_block3_out    │ (<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_add… │\n",

  632.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  633.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  634.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  635.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  636.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  637.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  638.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  639.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  640.        "│ 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",

  641.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  642.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  643.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  644.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  645.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  646.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  647.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  648.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  649.        "│ conv4_block4_2_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_2_b… │\n",

  650.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  651.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  652.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  653.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  654.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  655.        "│ conv4_block4_3_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_block4_3_c… │\n",

  656.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  657.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  658.        "│ conv4_block4_add    │ (<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_out… │\n",

  659.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  660.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  661.        "│ conv4_block4_out    │ (<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_add… │\n",

  662.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  663.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  664.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  665.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  666.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  667.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  668.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  669.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  670.        "│ 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",

  671.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  672.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  673.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  674.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  675.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  676.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  677.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  678.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  679.        "│ conv4_block5_2_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_2_b… │\n",

  680.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  681.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  682.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  683.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  684.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  685.        "│ conv4_block5_3_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_block5_3_c… │\n",

  686.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  687.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  688.        "│ conv4_block5_add    │ (<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_out… │\n",

  689.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  690.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  691.        "│ conv4_block5_out    │ (<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_add… │\n",

  692.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  693.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  694.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  695.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  696.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  697.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  698.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  699.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  700.        "│ 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",

  701.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  702.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  703.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  704.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  705.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  706.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  707.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  708.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  709.        "│ conv4_block6_2_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_2_b… │\n",

  710.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  711.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  712.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  713.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  714.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  715.        "│ conv4_block6_3_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_block6_3_c… │\n",

  716.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  717.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  718.        "│ conv4_block6_add    │ (<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_out… │\n",

  719.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  720.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  721.        "│ conv4_block6_out    │ (<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_add… │\n",

  722.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  723.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  724.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  725.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  726.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  727.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  728.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  729.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  730.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  731.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  732.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  733.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  734.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  735.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  736.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  737.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  738.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  739.        "│ conv5_block1_2_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_2_b… │\n",

  740.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  741.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  742.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  743.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  744.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  745.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  746.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  747.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  748.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  749.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  750.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  751.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  752.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  753.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  754.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  755.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  756.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  757.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  758.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  759.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  760.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  761.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  762.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  763.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  764.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  765.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  766.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  767.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  768.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  769.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  770.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  771.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  772.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  773.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  774.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  775.        "│ conv5_block2_2_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_block2_2_b… │\n",

  776.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  777.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  778.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  779.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  780.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  781.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  782.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  783.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  784.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  785.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  786.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  787.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  788.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  789.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  790.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  791.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  792.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  793.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  794.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  795.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  796.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  797.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  798.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  799.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  800.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  801.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  802.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  803.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  804.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  805.        "│ conv5_block3_2_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_block3_2_b… │\n",

  806.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  807.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  808.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  809.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  810.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  811.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  812.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  813.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  814.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  815.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  816.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  817.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  818.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  819.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  820.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  821.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  822.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  823.        "│ dropout_2 (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  824.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  825.        "│ dense_3 (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  826.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  827.        "│ dropout_3 (<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> │ dense_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  828.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  829.        "│ dense_4 (<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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  830.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  831.        "</pre>\n"

  832.       ],

  833.       "text/plain": [

  834.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  835.        "┃\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",

  836.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  837.        "│ input_layer_2       │ (\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",

  838.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  839.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  840.        "│ conv1_pad           │ (\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_2[\u001b[38;5;34m0\u001b[0m]… │\n",

  841.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  842.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  843.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  844.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  845.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  846.        "│ 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",

  847.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  848.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  849.        "│ 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",

  850.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  851.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  852.        "│ pool1_pad           │ (\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",

  853.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  854.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  855.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  856.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  857.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  858.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  859.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  860.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  861.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  862.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  863.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  864.        "│ 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",

  865.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  866.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  867.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  868.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  869.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  870.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  871.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  872.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  873.        "│ conv2_block1_2_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_2_b… │\n",

  874.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  875.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  876.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  877.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  878.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  879.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  880.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  881.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  882.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  883.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  884.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  885.        "│ conv2_block1_3_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_block1_3_c… │\n",

  886.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  887.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  888.        "│ conv2_block1_add    │ (\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",

  889.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  890.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  891.        "│ conv2_block1_out    │ (\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_add… │\n",

  892.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  893.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  894.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  895.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  896.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  897.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  898.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  899.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  900.        "│ 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",

  901.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  902.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  903.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  904.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  905.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  906.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  907.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  908.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  909.        "│ conv2_block2_2_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_2_b… │\n",

  910.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  911.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  912.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  913.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  914.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  915.        "│ conv2_block2_3_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_block2_3_c… │\n",

  916.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  917.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  918.        "│ conv2_block2_add    │ (\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_out… │\n",

  919.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  920.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  921.        "│ conv2_block2_out    │ (\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_add… │\n",

  922.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  923.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  924.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  925.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  926.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  927.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  928.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  929.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  930.        "│ 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",

  931.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  932.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  933.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  934.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  935.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  936.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  937.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  938.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  939.        "│ conv2_block3_2_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_2_b… │\n",

  940.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  941.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  942.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  943.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  944.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  945.        "│ conv2_block3_3_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_block3_3_c… │\n",

  946.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  947.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  948.        "│ conv2_block3_add    │ (\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_out… │\n",

  949.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  950.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  951.        "│ conv2_block3_out    │ (\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_add… │\n",

  952.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  953.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  954.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  955.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  956.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  957.        "│ 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",

  958.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  959.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  960.        "│ 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",

  961.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  962.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  963.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  964.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  965.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  966.        "│ conv3_block1_2_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_2_c… │\n",

  967.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  968.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  969.        "│ conv3_block1_2_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_2_b… │\n",

  970.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  971.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  972.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  973.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  974.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  975.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  976.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  977.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  978.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  979.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  980.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  981.        "│ conv3_block1_3_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_block1_3_c… │\n",

  982.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  983.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  984.        "│ conv3_block1_add    │ (\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",

  985.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  986.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  987.        "│ conv3_block1_out    │ (\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_add… │\n",

  988.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  989.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  990.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  991.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  992.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  993.        "│ 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",

  994.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  995.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  996.        "│ 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",

  997.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  998.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  999.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  1000.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1001.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1002.        "│ conv3_block2_2_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_2_c… │\n",

  1003.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1004.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1005.        "│ conv3_block2_2_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_2_b… │\n",

  1006.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1007.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1008.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  1009.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1010.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1011.        "│ conv3_block2_3_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_block2_3_c… │\n",

  1012.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1013.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1014.        "│ conv3_block2_add    │ (\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_out… │\n",

  1015.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  1016.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1017.        "│ conv3_block2_out    │ (\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_add… │\n",

  1018.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1019.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1020.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  1021.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1022.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1023.        "│ 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",

  1024.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1025.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1026.        "│ 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",

  1027.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1028.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1029.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  1030.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1031.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1032.        "│ conv3_block3_2_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_2_c… │\n",

  1033.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1034.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1035.        "│ conv3_block3_2_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_2_b… │\n",

  1036.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1037.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1038.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  1039.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1040.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1041.        "│ conv3_block3_3_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_block3_3_c… │\n",

  1042.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1043.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1044.        "│ conv3_block3_add    │ (\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_out… │\n",

  1045.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  1046.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1047.        "│ conv3_block3_out    │ (\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_add… │\n",

  1048.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1049.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1050.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  1051.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1052.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1053.        "│ 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",

  1054.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1055.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1056.        "│ 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",

  1057.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1058.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1059.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  1060.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1061.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1062.        "│ conv3_block4_2_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_2_c… │\n",

  1063.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1064.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1065.        "│ conv3_block4_2_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_2_b… │\n",

  1066.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  1067.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1068.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  1069.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1070.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1071.        "│ conv3_block4_3_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_block4_3_c… │\n",

  1072.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1073.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1074.        "│ conv3_block4_add    │ (\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_out… │\n",

  1075.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  1076.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1077.        "│ conv3_block4_out    │ (\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_add… │\n",

  1078.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  1079.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1080.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  1081.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1082.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1083.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  1084.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1085.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1086.        "│ 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",

  1087.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1088.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1089.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  1090.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1091.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1092.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  1093.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1094.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1095.        "│ conv4_block1_2_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_2_b… │\n",

  1096.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1097.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1098.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  1099.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1100.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1101.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  1102.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1103.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1104.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  1105.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1106.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1107.        "│ conv4_block1_3_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_block1_3_c… │\n",

  1108.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1109.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1110.        "│ conv4_block1_add    │ (\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",

  1111.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  1112.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1113.        "│ conv4_block1_out    │ (\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_add… │\n",

  1114.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1115.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1116.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  1117.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1118.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1119.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  1120.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1121.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1122.        "│ 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",

  1123.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1124.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1125.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  1126.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1127.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1128.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  1129.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1130.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1131.        "│ conv4_block2_2_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_2_b… │\n",

  1132.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1133.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1134.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  1135.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1136.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1137.        "│ conv4_block2_3_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_block2_3_c… │\n",

  1138.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1139.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1140.        "│ conv4_block2_add    │ (\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_out… │\n",

  1141.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  1142.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1143.        "│ conv4_block2_out    │ (\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_add… │\n",

  1144.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1145.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1146.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  1147.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1148.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1149.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  1150.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1151.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1152.        "│ 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",

  1153.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1154.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1155.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  1156.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1157.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1158.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  1159.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1160.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1161.        "│ conv4_block3_2_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_2_b… │\n",

  1162.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1163.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1164.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  1165.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1166.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1167.        "│ conv4_block3_3_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_block3_3_c… │\n",

  1168.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1169.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1170.        "│ conv4_block3_add    │ (\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_out… │\n",

  1171.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  1172.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1173.        "│ conv4_block3_out    │ (\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_add… │\n",

  1174.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1175.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1176.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  1177.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1178.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1179.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  1180.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1181.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1182.        "│ 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",

  1183.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1184.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1185.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  1186.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1187.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1188.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  1189.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1190.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1191.        "│ conv4_block4_2_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_2_b… │\n",

  1192.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1193.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1194.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  1195.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1196.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1197.        "│ conv4_block4_3_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_block4_3_c… │\n",

  1198.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1199.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1200.        "│ conv4_block4_add    │ (\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_out… │\n",

  1201.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  1202.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1203.        "│ conv4_block4_out    │ (\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_add… │\n",

  1204.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1205.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1206.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  1207.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1208.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1209.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  1210.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1211.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1212.        "│ 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",

  1213.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1214.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1215.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  1216.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1217.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1218.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  1219.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1220.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1221.        "│ conv4_block5_2_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_2_b… │\n",

  1222.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1223.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1224.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  1225.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1226.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1227.        "│ conv4_block5_3_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_block5_3_c… │\n",

  1228.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1229.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1230.        "│ conv4_block5_add    │ (\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_out… │\n",

  1231.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  1232.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1233.        "│ conv4_block5_out    │ (\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_add… │\n",

  1234.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1235.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1236.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  1237.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1238.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1239.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  1240.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1241.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1242.        "│ 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",

  1243.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1244.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1245.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  1246.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1247.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1248.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  1249.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1250.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1251.        "│ conv4_block6_2_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_2_b… │\n",

  1252.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  1253.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1254.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  1255.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1256.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1257.        "│ conv4_block6_3_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_block6_3_c… │\n",

  1258.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1259.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1260.        "│ conv4_block6_add    │ (\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_out… │\n",

  1261.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  1262.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1263.        "│ conv4_block6_out    │ (\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_add… │\n",

  1264.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  1265.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1266.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  1267.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1268.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1269.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  1270.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1271.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1272.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  1273.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1274.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1275.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  1276.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1277.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1278.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  1279.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1280.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1281.        "│ conv5_block1_2_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_2_b… │\n",

  1282.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1283.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1284.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  1285.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1286.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1287.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  1288.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1289.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1290.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  1291.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1292.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1293.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  1294.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1295.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1296.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  1297.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  1298.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1299.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  1300.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1301.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1302.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  1303.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1304.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1305.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  1306.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1307.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1308.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  1309.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1310.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1311.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  1312.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1313.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1314.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  1315.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1316.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1317.        "│ conv5_block2_2_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_block2_2_b… │\n",

  1318.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1319.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1320.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  1321.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1322.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1323.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  1324.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1325.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1326.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  1327.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  1328.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1329.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  1330.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1331.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1332.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  1333.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1334.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1335.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  1336.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1337.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1338.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  1339.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1340.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1341.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  1342.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  1343.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1344.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  1345.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  1346.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1347.        "│ conv5_block3_2_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_block3_2_b… │\n",

  1348.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  1349.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1350.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  1351.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1352.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1353.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  1354.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1355.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1356.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  1357.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  1358.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1359.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  1360.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  1361.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1362.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  1363.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  1364.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1365.        "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  1366.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1367.        "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  1368.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1369.        "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ dense_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  1370.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1371.        "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  1372.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  1373.       ]

  1374.      },

  1375.      "metadata": {},

  1376.      "output_type": "display_data"

  1377.     },

  1378.     {

  1379.      "data": {

  1380.       "text/html": [

  1381.        "<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\">29,922,217</span> (114.14 MB)\n",

  1382.        "</pre>\n"

  1383.       ],

  1384.       "text/plain": [

  1385.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m29,922,217\u001b[0m (114.14 MB)\n"

  1386.       ]

  1387.      },

  1388.      "metadata": {},

  1389.      "output_type": "display_data"

  1390.     },

  1391.     {

  1392.      "data": {

  1393.       "text/html": [

  1394.        "<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\">2,111,501</span> (8.05 MB)\n",

  1395.        "</pre>\n"

  1396.       ],

  1397.       "text/plain": [

  1398.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,111,501\u001b[0m (8.05 MB)\n"

  1399.       ]

  1400.      },

  1401.      "metadata": {},

  1402.      "output_type": "display_data"

  1403.     },

  1404.     {

  1405.      "data": {

  1406.       "text/html": [

  1407.        "<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\">23,587,712</span> (89.98 MB)\n",

  1408.        "</pre>\n"

  1409.       ],

  1410.       "text/plain": [

  1411.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m23,587,712\u001b[0m (89.98 MB)\n"

  1412.       ]

  1413.      },

  1414.      "metadata": {},

  1415.      "output_type": "display_data"

  1416.     },

  1417.     {

  1418.      "data": {

  1419.       "text/html": [

  1420.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,223,004</span> (16.11 MB)\n",

  1421.        "</pre>\n"

  1422.       ],

  1423.       "text/plain": [

  1424.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m4,223,004\u001b[0m (16.11 MB)\n"

  1425.       ]

  1426.      },

  1427.      "metadata": {},

  1428.      "output_type": "display_data"

  1429.     }

  1430.    ],

  1431.    "source": [

  1432.     "import tensorflow as tf\n",

  1433.     "from tensorflow.keras.applications import ResNet50\n",

  1434.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  1435.     "from tensorflow.keras.models import Model\n",

  1436.     "from tensorflow.keras.optimizers import Adam\n",

  1437.     "from tensorflow.keras.regularizers import l2\n",

  1438.     "\n",

  1439.     "# Define paths to directories\n",

  1440.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  1441.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  1442.     "\n",

  1443.     "# Create Dataset from directories\n",

  1444.     "def create_dataset(directory, batch_size):\n",

  1445.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  1446.     "        directory,\n",

  1447.     "        image_size=(224, 224),\n",

  1448.     "        batch_size=batch_size,\n",

  1449.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  1450.     "        shuffle=True\n",

  1451.     "    )\n",

  1452.     "    return dataset\n",

  1453.     "\n",

  1454.     "# Load data from directories\n",

  1455.     "batch_size = 32\n",

  1456.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  1457.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  1458.     "\n",

  1459.     "# Build ResNet50 Model\n",

  1460.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  1461.     "x = base_model.output\n",

  1462.     "x = GlobalAveragePooling2D()(x)\n",

  1463.     "x = Dropout(0.5)(x)  # Dropout to prevent overfitting\n",

  1464.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  1465.     "x = Dropout(0.5)(x)  # Another dropout layer\n",

  1466.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.001))(x)\n",

  1467.     "\n",

  1468.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  1469.     "\n",

  1470.     "# Freeze the layers of the base model\n",

  1471.     "for layer in base_model.layers:\n",

  1472.     "    layer.trainable = False\n",

  1473.     "\n",

  1474.     "# Compile the model\n",

  1475.     "model.compile(optimizer=Adam(learning_rate=1e-4),\n",

  1476.     "              loss='categorical_crossentropy',\n",

  1477.     "              metrics=['accuracy'])\n",

  1478.     "\n",

  1479.     "# Train the model\n",

  1480.     "history = model.fit(\n",

  1481.     "    train_dataset,\n",

  1482.     "    epochs=10,\n",

  1483.     "    validation_data=validation_dataset\n",

  1484.     ")\n",

  1485.     "\n",

  1486.     "# Save the model\n",

  1487.     "model.save('resnet50_model.h5')\n",

  1488.     "\n",

  1489.     "# Print a summary of the model\n",

  1490.     "model.summary()\n",

  1491.     "\n"

  1492.    ]

  1493.   },

  1494.   {

  1495.    "cell_type": "code",

  1496.    "execution_count": 5,

  1497.    "metadata": {},

  1498.    "outputs": [

  1499.     {

  1500.      "data": {

  1501.       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",

  1502.       "text/plain": [

  1503.        "<Figure size 1600x400 with 2 Axes>"

  1504.       ]

  1505.      },

  1506.      "metadata": {},

  1507.      "output_type": "display_data"

  1508.     }

  1509.    ],

  1510.    "source": [

  1511.     "import matplotlib.pyplot as plt\n",

  1512.     "\n",

  1513.     "# Plot training and validation accuracy and loss\n",

  1514.     "def plot_training_history(history, epochs):\n",

  1515.     "    acc = history.history['accuracy']\n",

  1516.     "    val_acc = history.history['val_accuracy']\n",

  1517.     "    loss = history.history['loss']\n",

  1518.     "    val_loss = history.history['val_loss']\n",

  1519.     "    epochs_range = range(epochs)\n",

  1520.     "\n",

  1521.     "    plt.figure(figsize=(16, 4))\n",

  1522.     "\n",

  1523.     "    # Plot accuracy\n",

  1524.     "    plt.subplot(1, 2, 1)\n",

  1525.     "    plt.plot(epochs_range, acc, label='Training Accuracy')\n",

  1526.     "    plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",

  1527.     "    plt.legend(loc='lower right')\n",

  1528.     "    plt.title('Training and Validation Accuracy')\n",

  1529.     "\n",

  1530.     "    # Plot loss\n",

  1531.     "    plt.subplot(1, 2, 2)\n",

  1532.     "    plt.plot(epochs_range, loss, label='Training Loss')\n",

  1533.     "    plt.plot(epochs_range, val_loss, label='Validation Loss')\n",

  1534.     "    plt.legend(loc='upper right')\n",

  1535.     "    plt.title('Training and Validation Loss')\n",

  1536.     "\n",

  1537.     "    plt.show()\n",

  1538.     "\n",

  1539.     "# Define number of epochs\n",

  1540.     "epochs = 10  # Adjust if you use a different number of epochs\n",

  1541.     "\n",

  1542.     "# Visualize training history\n",

  1543.     "plot_training_history(history, epochs)"

  1544.    ]

  1545.   },

  1546.   {

  1547.    "cell_type": "code",

  1548.    "execution_count": null,

  1549.    "metadata": {},

  1550.    "outputs": [],

  1551.    "source": [

  1552.     "\"\"\"\n",

  1553.     "Progression of Accuracy:\n",

  1554.     "\n",

  1555.     "The training accuracy steadily improves, reaching 77.43% by the final epoch.\n",

  1556.     "The validation accuracy starts at 69.94% and improves to 80.37% by the end of training. \n",

  1557.     "This shows that while the model is learning, it is doing so more cautiously, likely avoiding the \n",

  1558.     "overfitting that was evident in the previous model.\n",

  1559.     "\n",

  1560.     "Validation Loss:\n",

  1561.     "The validation loss decreases consistently from 2.2808 in the first epoch to 1.4238 by the tenth epoch. This decreasing trend is a \n",

  1562.     "positive sign, indicating that the model is learning to generalize better to the validation set.\n",

  1563.     "\n",

  1564.     "Regularization Effects:\n",

  1565.     "The use of dropout and L2 regularization has helped in stabilizing the training process. While the model accuracy is \n",

  1566.     "lower compared to the previous model, the consistent improvement in validation accuracy and the decreasing validation loss \n",

  1567.     "suggest better generalization and reduced overfitting.\n",

  1568.     "\"\"\""

  1569.    ]

  1570.   },

  1571.   {

  1572.    "cell_type": "code",

  1573.    "execution_count": 6,

  1574.    "metadata": {},

  1575.    "outputs": [

  1576.     {

  1577.      "name": "stdout",

  1578.      "output_type": "stream",

  1579.      "text": [

  1580.       "Found 12616 files belonging to 13 classes.\n",

  1581.       "Found 163 files belonging to 13 classes.\n",

  1582.       "Epoch 1/10\n",

  1583.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2706s\u001b[0m 7s/step - accuracy: 0.1624 - loss: 4.2879 - val_accuracy: 0.6994 - val_loss: 2.4892\n",

  1584.       "Epoch 2/10\n",

  1585.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2912s\u001b[0m 7s/step - accuracy: 0.5306 - loss: 2.8733 - val_accuracy: 0.7791 - val_loss: 2.0747\n",

  1586.       "Epoch 3/10\n",

  1587.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2793s\u001b[0m 7s/step - accuracy: 0.6918 - loss: 2.3568 - val_accuracy: 0.8282 - val_loss: 1.9658\n",

  1588.       "Epoch 4/10\n",

  1589.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2855s\u001b[0m 7s/step - accuracy: 0.7884 - loss: 2.0393 - val_accuracy: 0.8405 - val_loss: 1.9098\n",

  1590.       "Epoch 5/10\n",

  1591.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6803s\u001b[0m 17s/step - accuracy: 0.8499 - loss: 1.8504 - val_accuracy: 0.8528 - val_loss: 1.8818\n",

  1592.       "Epoch 6/10\n",

  1593.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2727s\u001b[0m 7s/step - accuracy: 0.8916 - loss: 1.7081 - val_accuracy: 0.8528 - val_loss: 1.8668\n",

  1594.       "Epoch 7/10\n",

  1595.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42119s\u001b[0m 107s/step - accuracy: 0.9259 - loss: 1.6020 - val_accuracy: 0.8589 - val_loss: 1.8523\n",

  1596.       "Epoch 8/10\n",

  1597.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2503s\u001b[0m 6s/step - accuracy: 0.9458 - loss: 1.5341 - val_accuracy: 0.8650 - val_loss: 1.8389\n",

  1598.       "Epoch 9/10\n",

  1599.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2454s\u001b[0m 6s/step - accuracy: 0.9642 - loss: 1.4607 - val_accuracy: 0.8528 - val_loss: 1.8420\n",

  1600.       "Epoch 10/10\n",

  1601.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2993s\u001b[0m 8s/step - accuracy: 0.9786 - loss: 1.4074 - val_accuracy: 0.8528 - val_loss: 1.8606\n"

  1602.      ]

  1603.     },

  1604.     {

  1605.      "name": "stderr",

  1606.      "output_type": "stream",

  1607.      "text": [

  1608.       "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"

  1609.      ]

  1610.     },

  1611.     {

  1612.      "data": {

  1613.       "text/html": [

  1614.        "<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_5\"</span>\n",

  1615.        "</pre>\n"

  1616.       ],

  1617.       "text/plain": [

  1618.        "\u001b[1mModel: \"functional_5\"\u001b[0m\n"

  1619.       ]

  1620.      },

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  1622.      "output_type": "display_data"

  1623.     },

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  1626.       "text/html": [

  1627.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  1628.        "┃<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",

  1629.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  1630.        "│ input_layer_3       │ (<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",

  1631.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  1632.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1633.        "│ conv1_pad           │ (<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_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",

  1634.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  1635.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1636.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  1637.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1638.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1639.        "│ 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",

  1640.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1641.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1642.        "│ 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",

  1643.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1644.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1645.        "│ pool1_pad           │ (<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",

  1646.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1647.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1648.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  1649.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1650.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1651.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  1652.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1653.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1654.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  1655.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1656.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1657.        "│ 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",

  1658.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1659.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1660.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  1661.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1662.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1663.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  1664.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1665.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1666.        "│ conv2_block1_2_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_2_b… │\n",

  1667.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1668.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1669.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  1670.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1671.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1672.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  1673.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1674.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1675.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  1676.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1677.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1678.        "│ conv2_block1_3_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_block1_3_c… │\n",

  1679.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1680.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1681.        "│ conv2_block1_add    │ (<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",

  1682.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  1683.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1684.        "│ conv2_block1_out    │ (<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_add… │\n",

  1685.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1686.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1687.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  1688.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1689.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1690.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  1691.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1692.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1693.        "│ 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",

  1694.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1695.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1696.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  1697.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1698.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1699.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  1700.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1701.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1702.        "│ conv2_block2_2_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_2_b… │\n",

  1703.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1704.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1705.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  1706.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1707.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1708.        "│ conv2_block2_3_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_block2_3_c… │\n",

  1709.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1710.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1711.        "│ conv2_block2_add    │ (<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_out… │\n",

  1712.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  1713.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1714.        "│ conv2_block2_out    │ (<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_add… │\n",

  1715.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1716.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1717.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  1718.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1719.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1720.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  1721.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1722.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1723.        "│ 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",

  1724.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1725.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1726.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  1727.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1728.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1729.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  1730.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1731.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1732.        "│ conv2_block3_2_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_2_b… │\n",

  1733.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  1734.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1735.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  1736.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1737.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1738.        "│ conv2_block3_3_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_block3_3_c… │\n",

  1739.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1740.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1741.        "│ conv2_block3_add    │ (<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_out… │\n",

  1742.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  1743.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1744.        "│ conv2_block3_out    │ (<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_add… │\n",

  1745.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1746.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1747.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  1748.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1749.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1750.        "│ 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",

  1751.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1752.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1753.        "│ 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",

  1754.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1755.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1756.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  1757.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1758.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1759.        "│ conv3_block1_2_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_2_c… │\n",

  1760.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1761.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1762.        "│ conv3_block1_2_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_2_b… │\n",

  1763.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1764.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1765.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  1766.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1767.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1768.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  1769.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1770.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1771.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  1772.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1773.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1774.        "│ conv3_block1_3_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_block1_3_c… │\n",

  1775.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1776.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1777.        "│ conv3_block1_add    │ (<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",

  1778.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  1779.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1780.        "│ conv3_block1_out    │ (<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_add… │\n",

  1781.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1782.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1783.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  1784.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1785.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1786.        "│ 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",

  1787.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1788.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1789.        "│ 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",

  1790.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1791.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1792.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  1793.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1794.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1795.        "│ conv3_block2_2_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_2_c… │\n",

  1796.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1797.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1798.        "│ conv3_block2_2_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_2_b… │\n",

  1799.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1800.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1801.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  1802.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1803.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1804.        "│ conv3_block2_3_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_block2_3_c… │\n",

  1805.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1806.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1807.        "│ conv3_block2_add    │ (<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_out… │\n",

  1808.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  1809.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1810.        "│ conv3_block2_out    │ (<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_add… │\n",

  1811.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1812.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1813.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  1814.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1815.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1816.        "│ 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",

  1817.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1818.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1819.        "│ 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",

  1820.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1821.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1822.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  1823.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1824.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1825.        "│ conv3_block3_2_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_2_c… │\n",

  1826.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1827.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1828.        "│ conv3_block3_2_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_2_b… │\n",

  1829.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1830.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1831.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  1832.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1833.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1834.        "│ conv3_block3_3_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_block3_3_c… │\n",

  1835.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1836.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1837.        "│ conv3_block3_add    │ (<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_out… │\n",

  1838.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  1839.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1840.        "│ conv3_block3_out    │ (<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_add… │\n",

  1841.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1842.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1843.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  1844.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1845.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1846.        "│ 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",

  1847.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1848.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1849.        "│ 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",

  1850.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1851.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1852.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  1853.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1854.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1855.        "│ conv3_block4_2_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_2_c… │\n",

  1856.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1857.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1858.        "│ conv3_block4_2_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_2_b… │\n",

  1859.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  1860.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1861.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  1862.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1863.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1864.        "│ conv3_block4_3_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_block4_3_c… │\n",

  1865.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1866.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1867.        "│ conv3_block4_add    │ (<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_out… │\n",

  1868.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  1869.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1870.        "│ conv3_block4_out    │ (<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_add… │\n",

  1871.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  1872.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1873.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  1874.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1875.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1876.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  1877.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1878.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1879.        "│ 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",

  1880.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1881.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1882.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  1883.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1884.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1885.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  1886.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1887.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1888.        "│ conv4_block1_2_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_2_b… │\n",

  1889.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1890.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1891.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  1892.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1893.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1894.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  1895.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1896.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1897.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  1898.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1899.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1900.        "│ conv4_block1_3_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_block1_3_c… │\n",

  1901.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1902.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1903.        "│ conv4_block1_add    │ (<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",

  1904.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  1905.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1906.        "│ conv4_block1_out    │ (<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_add… │\n",

  1907.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1908.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1909.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  1910.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1911.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1912.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  1913.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1914.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1915.        "│ 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",

  1916.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1917.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1918.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  1919.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1920.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1921.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  1922.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1923.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1924.        "│ conv4_block2_2_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_2_b… │\n",

  1925.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1926.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1927.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  1928.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1929.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1930.        "│ conv4_block2_3_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_block2_3_c… │\n",

  1931.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1932.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1933.        "│ conv4_block2_add    │ (<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_out… │\n",

  1934.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  1935.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1936.        "│ conv4_block2_out    │ (<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_add… │\n",

  1937.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1938.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1939.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  1940.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1941.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1942.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  1943.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1944.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1945.        "│ 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",

  1946.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1947.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1948.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  1949.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1950.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1951.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  1952.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1953.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1954.        "│ conv4_block3_2_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_2_b… │\n",

  1955.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1956.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1957.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  1958.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1959.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1960.        "│ conv4_block3_3_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_block3_3_c… │\n",

  1961.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1962.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1963.        "│ conv4_block3_add    │ (<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_out… │\n",

  1964.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  1965.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1966.        "│ conv4_block3_out    │ (<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_add… │\n",

  1967.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1968.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1969.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  1970.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1971.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1972.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  1973.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1974.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1975.        "│ 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",

  1976.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1977.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1978.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  1979.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1980.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1981.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  1982.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1983.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1984.        "│ conv4_block4_2_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_2_b… │\n",

  1985.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  1986.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1987.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  1988.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1989.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1990.        "│ conv4_block4_3_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_block4_3_c… │\n",

  1991.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1992.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1993.        "│ conv4_block4_add    │ (<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_out… │\n",

  1994.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  1995.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1996.        "│ conv4_block4_out    │ (<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_add… │\n",

  1997.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  1998.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  1999.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  2000.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2001.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2002.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  2003.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2004.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2005.        "│ 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",

  2006.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2007.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2008.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  2009.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2010.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2011.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  2012.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2013.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2014.        "│ conv4_block5_2_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_2_b… │\n",

  2015.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2016.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2017.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  2018.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2019.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2020.        "│ conv4_block5_3_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_block5_3_c… │\n",

  2021.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2022.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2023.        "│ conv4_block5_add    │ (<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_out… │\n",

  2024.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  2025.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2026.        "│ conv4_block5_out    │ (<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_add… │\n",

  2027.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2028.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2029.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  2030.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2031.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2032.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  2033.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2034.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2035.        "│ 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",

  2036.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2037.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2038.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  2039.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2040.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2041.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  2042.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2043.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2044.        "│ conv4_block6_2_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_2_b… │\n",

  2045.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2046.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2047.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  2048.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2049.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2050.        "│ conv4_block6_3_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_block6_3_c… │\n",

  2051.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2052.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2053.        "│ conv4_block6_add    │ (<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_out… │\n",

  2054.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  2055.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2056.        "│ conv4_block6_out    │ (<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_add… │\n",

  2057.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  2058.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2059.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  2060.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2061.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2062.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  2063.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2064.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2065.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  2066.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2067.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2068.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  2069.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2070.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2071.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  2072.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2073.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2074.        "│ conv5_block1_2_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_2_b… │\n",

  2075.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2076.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2077.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  2078.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2079.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2080.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  2081.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2082.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2083.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  2084.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2085.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2086.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  2087.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2088.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2089.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  2090.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  2091.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2092.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  2093.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2094.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2095.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  2096.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2097.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2098.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  2099.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2100.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2101.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  2102.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2103.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2104.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  2105.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2106.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2107.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  2108.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2109.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2110.        "│ conv5_block2_2_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_block2_2_b… │\n",

  2111.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2112.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2113.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  2114.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2115.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2116.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  2117.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2118.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2119.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  2120.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  2121.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2122.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  2123.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2124.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2125.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  2126.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2127.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2128.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  2129.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2130.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2131.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  2132.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2133.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2134.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  2135.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  2136.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2137.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  2138.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  2139.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2140.        "│ conv5_block3_2_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_block3_2_b… │\n",

  2141.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  2142.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2143.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  2144.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2145.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2146.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  2147.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2148.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2149.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  2150.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  2151.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2152.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  2153.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  2154.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2155.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  2156.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  2157.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2158.        "│ dropout_4 (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  2159.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2160.        "│ dense_5 (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  2161.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2162.        "│ dropout_5 (<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> │ dense_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  2163.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2164.        "│ dense_6 (<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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  2165.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  2166.        "</pre>\n"

  2167.       ],

  2168.       "text/plain": [

  2169.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  2170.        "┃\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",

  2171.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  2172.        "│ input_layer_3       │ (\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",

  2173.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  2174.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2175.        "│ conv1_pad           │ (\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_3[\u001b[38;5;34m0\u001b[0m]… │\n",

  2176.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  2177.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2178.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  2179.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2180.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2181.        "│ 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",

  2182.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2183.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2184.        "│ 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",

  2185.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2186.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2187.        "│ pool1_pad           │ (\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",

  2188.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2189.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2190.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  2191.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2192.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2193.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  2194.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2195.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2196.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  2197.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2198.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2199.        "│ 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",

  2200.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2201.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2202.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  2203.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2204.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2205.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  2206.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2207.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2208.        "│ conv2_block1_2_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_2_b… │\n",

  2209.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2210.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2211.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  2212.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2213.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2214.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  2215.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2216.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2217.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  2218.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2219.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2220.        "│ conv2_block1_3_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_block1_3_c… │\n",

  2221.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2222.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2223.        "│ conv2_block1_add    │ (\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",

  2224.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  2225.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2226.        "│ conv2_block1_out    │ (\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_add… │\n",

  2227.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2228.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2229.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  2230.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2231.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2232.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  2233.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2234.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2235.        "│ 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",

  2236.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2237.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2238.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  2239.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2240.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2241.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  2242.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2243.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2244.        "│ conv2_block2_2_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_2_b… │\n",

  2245.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2246.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2247.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  2248.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2249.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2250.        "│ conv2_block2_3_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_block2_3_c… │\n",

  2251.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2252.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2253.        "│ conv2_block2_add    │ (\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_out… │\n",

  2254.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  2255.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2256.        "│ conv2_block2_out    │ (\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_add… │\n",

  2257.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2258.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2259.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  2260.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2261.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2262.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  2263.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2264.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2265.        "│ 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",

  2266.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2267.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2268.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  2269.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2270.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2271.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  2272.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2273.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2274.        "│ conv2_block3_2_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_2_b… │\n",

  2275.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  2276.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2277.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  2278.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2279.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2280.        "│ conv2_block3_3_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_block3_3_c… │\n",

  2281.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2282.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2283.        "│ conv2_block3_add    │ (\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_out… │\n",

  2284.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  2285.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2286.        "│ conv2_block3_out    │ (\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_add… │\n",

  2287.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2288.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2289.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  2290.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2291.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2292.        "│ 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",

  2293.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2294.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2295.        "│ 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",

  2296.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2297.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2298.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  2299.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2300.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2301.        "│ conv3_block1_2_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_2_c… │\n",

  2302.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2303.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2304.        "│ conv3_block1_2_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_2_b… │\n",

  2305.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2306.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2307.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  2308.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2309.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2310.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  2311.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2312.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2313.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  2314.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2315.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2316.        "│ conv3_block1_3_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_block1_3_c… │\n",

  2317.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2318.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2319.        "│ conv3_block1_add    │ (\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",

  2320.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  2321.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2322.        "│ conv3_block1_out    │ (\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_add… │\n",

  2323.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2324.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2325.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  2326.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2327.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2328.        "│ 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",

  2329.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2330.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2331.        "│ 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",

  2332.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2333.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2334.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  2335.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2336.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2337.        "│ conv3_block2_2_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_2_c… │\n",

  2338.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2339.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2340.        "│ conv3_block2_2_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_2_b… │\n",

  2341.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2342.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2343.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  2344.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2345.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2346.        "│ conv3_block2_3_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_block2_3_c… │\n",

  2347.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2348.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2349.        "│ conv3_block2_add    │ (\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_out… │\n",

  2350.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  2351.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2352.        "│ conv3_block2_out    │ (\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_add… │\n",

  2353.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2354.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2355.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  2356.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2357.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2358.        "│ 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",

  2359.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2360.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2361.        "│ 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",

  2362.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2363.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2364.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  2365.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2366.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2367.        "│ conv3_block3_2_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_2_c… │\n",

  2368.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2369.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2370.        "│ conv3_block3_2_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_2_b… │\n",

  2371.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2372.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2373.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  2374.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2375.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2376.        "│ conv3_block3_3_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_block3_3_c… │\n",

  2377.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2378.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2379.        "│ conv3_block3_add    │ (\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_out… │\n",

  2380.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  2381.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2382.        "│ conv3_block3_out    │ (\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_add… │\n",

  2383.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2384.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2385.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  2386.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2387.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2388.        "│ 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",

  2389.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2390.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2391.        "│ 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",

  2392.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2393.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2394.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  2395.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2396.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2397.        "│ conv3_block4_2_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_2_c… │\n",

  2398.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2399.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2400.        "│ conv3_block4_2_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_2_b… │\n",

  2401.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  2402.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2403.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  2404.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2405.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2406.        "│ conv3_block4_3_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_block4_3_c… │\n",

  2407.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2408.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2409.        "│ conv3_block4_add    │ (\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_out… │\n",

  2410.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  2411.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2412.        "│ conv3_block4_out    │ (\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_add… │\n",

  2413.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  2414.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2415.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  2416.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2417.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2418.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  2419.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2420.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2421.        "│ 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",

  2422.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2423.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2424.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  2425.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2426.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2427.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  2428.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2429.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2430.        "│ conv4_block1_2_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_2_b… │\n",

  2431.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2432.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2433.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  2434.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2435.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2436.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  2437.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2438.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2439.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  2440.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2441.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2442.        "│ conv4_block1_3_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_block1_3_c… │\n",

  2443.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2444.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2445.        "│ conv4_block1_add    │ (\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",

  2446.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  2447.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2448.        "│ conv4_block1_out    │ (\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_add… │\n",

  2449.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2450.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2451.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  2452.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2453.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2454.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  2455.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2456.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2457.        "│ 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",

  2458.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2459.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2460.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  2461.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2462.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2463.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  2464.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2465.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2466.        "│ conv4_block2_2_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_2_b… │\n",

  2467.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2468.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2469.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  2470.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2471.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2472.        "│ conv4_block2_3_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_block2_3_c… │\n",

  2473.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2474.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2475.        "│ conv4_block2_add    │ (\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_out… │\n",

  2476.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  2477.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2478.        "│ conv4_block2_out    │ (\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_add… │\n",

  2479.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2480.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2481.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  2482.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2483.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2484.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  2485.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2486.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2487.        "│ 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",

  2488.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2489.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2490.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  2491.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2492.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2493.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  2494.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2495.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2496.        "│ conv4_block3_2_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_2_b… │\n",

  2497.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2498.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2499.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  2500.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2501.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2502.        "│ conv4_block3_3_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_block3_3_c… │\n",

  2503.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2504.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2505.        "│ conv4_block3_add    │ (\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_out… │\n",

  2506.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  2507.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2508.        "│ conv4_block3_out    │ (\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_add… │\n",

  2509.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2510.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2511.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  2512.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2513.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2514.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  2515.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2516.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2517.        "│ 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",

  2518.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2519.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2520.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  2521.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2522.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2523.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  2524.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2525.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2526.        "│ conv4_block4_2_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_2_b… │\n",

  2527.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2528.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2529.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  2530.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2531.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2532.        "│ conv4_block4_3_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_block4_3_c… │\n",

  2533.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2534.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2535.        "│ conv4_block4_add    │ (\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_out… │\n",

  2536.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  2537.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2538.        "│ conv4_block4_out    │ (\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_add… │\n",

  2539.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2540.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2541.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  2542.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2543.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2544.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  2545.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2546.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2547.        "│ 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",

  2548.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2549.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2550.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  2551.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2552.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2553.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  2554.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2555.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2556.        "│ conv4_block5_2_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_2_b… │\n",

  2557.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2558.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2559.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  2560.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2561.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2562.        "│ conv4_block5_3_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_block5_3_c… │\n",

  2563.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2564.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2565.        "│ conv4_block5_add    │ (\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_out… │\n",

  2566.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  2567.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2568.        "│ conv4_block5_out    │ (\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_add… │\n",

  2569.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2570.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2571.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  2572.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2573.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2574.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  2575.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2576.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2577.        "│ 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",

  2578.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2579.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2580.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  2581.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2582.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2583.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  2584.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2585.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2586.        "│ conv4_block6_2_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_2_b… │\n",

  2587.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  2588.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2589.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  2590.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2591.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2592.        "│ conv4_block6_3_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_block6_3_c… │\n",

  2593.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2594.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2595.        "│ conv4_block6_add    │ (\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_out… │\n",

  2596.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  2597.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2598.        "│ conv4_block6_out    │ (\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_add… │\n",

  2599.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  2600.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2601.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  2602.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2603.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2604.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  2605.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2606.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2607.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  2608.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2609.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2610.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  2611.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2612.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2613.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  2614.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2615.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2616.        "│ conv5_block1_2_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_2_b… │\n",

  2617.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2618.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2619.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  2620.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2621.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2622.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  2623.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2624.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2625.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  2626.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2627.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2628.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  2629.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2630.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2631.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  2632.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  2633.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2634.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  2635.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2636.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2637.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  2638.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2639.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2640.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  2641.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2642.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2643.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  2644.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2645.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2646.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  2647.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2648.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2649.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  2650.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2651.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2652.        "│ conv5_block2_2_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_block2_2_b… │\n",

  2653.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2654.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2655.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  2656.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2657.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2658.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  2659.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2660.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2661.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  2662.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  2663.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2664.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  2665.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2666.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2667.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  2668.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2669.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2670.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  2671.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2672.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2673.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  2674.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2675.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2676.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  2677.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  2678.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2679.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  2680.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  2681.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2682.        "│ conv5_block3_2_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_block3_2_b… │\n",

  2683.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  2684.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2685.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  2686.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2687.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2688.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  2689.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2690.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2691.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  2692.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  2693.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2694.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  2695.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  2696.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2697.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  2698.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  2699.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2700.        "│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  2701.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2702.        "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  2703.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2704.        "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ dense_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  2705.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2706.        "│ dense_6 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  2707.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  2708.       ]

  2709.      },

  2710.      "metadata": {},

  2711.      "output_type": "display_data"

  2712.     },

  2713.     {

  2714.      "data": {

  2715.       "text/html": [

  2716.        "<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\">76,991,401</span> (293.70 MB)\n",

  2717.        "</pre>\n"

  2718.       ],

  2719.       "text/plain": [

  2720.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m76,991,401\u001b[0m (293.70 MB)\n"

  2721.       ]

  2722.      },

  2723.      "metadata": {},

  2724.      "output_type": "display_data"

  2725.     },

  2726.     {

  2727.      "data": {

  2728.       "text/html": [

  2729.        "<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\">25,646,093</span> (97.83 MB)\n",

  2730.        "</pre>\n"

  2731.       ],

  2732.       "text/plain": [

  2733.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m25,646,093\u001b[0m (97.83 MB)\n"

  2734.       ]

  2735.      },

  2736.      "metadata": {},

  2737.      "output_type": "display_data"

  2738.     },

  2739.     {

  2740.      "data": {

  2741.       "text/html": [

  2742.        "<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\">53,120</span> (207.50 KB)\n",

  2743.        "</pre>\n"

  2744.       ],

  2745.       "text/plain": [

  2746.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m53,120\u001b[0m (207.50 KB)\n"

  2747.       ]

  2748.      },

  2749.      "metadata": {},

  2750.      "output_type": "display_data"

  2751.     },

  2752.     {

  2753.      "data": {

  2754.       "text/html": [

  2755.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">51,292,188</span> (195.66 MB)\n",

  2756.        "</pre>\n"

  2757.       ],

  2758.       "text/plain": [

  2759.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m51,292,188\u001b[0m (195.66 MB)\n"

  2760.       ]

  2761.      },

  2762.      "metadata": {},

  2763.      "output_type": "display_data"

  2764.     },

  2765.     {

  2766.      "data": {

  2767.       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",

  2768.       "text/plain": [

  2769.        "<Figure size 1600x400 with 2 Axes>"

  2770.       ]

  2771.      },

  2772.      "metadata": {},

  2773.      "output_type": "display_data"

  2774.     }

  2775.    ],

  2776.    "source": [

  2777.     "import tensorflow as tf\n",

  2778.     "from tensorflow.keras.applications import ResNet50\n",

  2779.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  2780.     "from tensorflow.keras.models import Model\n",

  2781.     "from tensorflow.keras.optimizers import Adam\n",

  2782.     "from tensorflow.keras.regularizers import l2\n",

  2783.     "\n",

  2784.     "# Define paths to directories\n",

  2785.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  2786.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  2787.     "\n",

  2788.     "# Create Dataset from directories\n",

  2789.     "def create_dataset(directory, batch_size):\n",

  2790.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  2791.     "        directory,\n",

  2792.     "        image_size=(224, 224),\n",

  2793.     "        batch_size=batch_size,\n",

  2794.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  2795.     "        shuffle=True\n",

  2796.     "    )\n",

  2797.     "    return dataset\n",

  2798.     "\n",

  2799.     "# Load data from directories\n",

  2800.     "batch_size = 32\n",

  2801.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  2802.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  2803.     "\n",

  2804.     "# Build ResNet50 Model\n",

  2805.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  2806.     "x = base_model.output\n",

  2807.     "x = GlobalAveragePooling2D()(x)\n",

  2808.     "x = Dropout(0.5)(x)  # Dropout to prevent overfitting\n",

  2809.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  2810.     "x = Dropout(0.5)(x)  # Another dropout layer\n",

  2811.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.001))(x)\n",

  2812.     "\n",

  2813.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  2814.     "\n",

  2815.     "# Unfreeze the last few layers\n",

  2816.     "for layer in base_model.layers[-10:]:\n",

  2817.     "    layer.trainable = True\n",

  2818.     "\n",

  2819.     "# Compile the model\n",

  2820.     "model.compile(optimizer=Adam(learning_rate=1e-5),\n",

  2821.     "              loss='categorical_crossentropy',\n",

  2822.     "              metrics=['accuracy'])\n",

  2823.     "\n",

  2824.     "# Train the model\n",

  2825.     "history = model.fit(\n",

  2826.     "    train_dataset,\n",

  2827.     "    epochs=10,\n",

  2828.     "    validation_data=validation_dataset\n",

  2829.     ")\n",

  2830.     "\n",

  2831.     "# Save the model\n",

  2832.     "model.save('resnet50_model.h5')\n",

  2833.     "\n",

  2834.     "# Print a summary of the model\n",

  2835.     "model.summary()\n",

  2836.     "\n",

  2837.     "epochs = 10 \n",

  2838.     "plot_training_history(history, epochs)"

  2839.    ]

  2840.   },

  2841.   {

  2842.    "cell_type": "code",

  2843.    "execution_count": null,

  2844.    "metadata": {},

  2845.    "outputs": [],

  2846.    "source": [

  2847.     "\"\"\"\"\n",

  2848.     "Analysis: \n",

  2849.     "Overfitting: The training accuracy is very high, but the validation accuracy doesn't improve much after the early epochs, \n",

  2850.     "and the validation loss is not decreasing significantly. \n",

  2851.     "This indicates that the model is likely overfitting to the training data.\n",

  2852.     "\"\"\""

  2853.    ]

  2854.   },

  2855.   {

  2856.    "cell_type": "code",

  2857.    "execution_count": 5,

  2858.    "metadata": {},

  2859.    "outputs": [

  2860.     {

  2861.      "name": "stdout",

  2862.      "output_type": "stream",

  2863.      "text": [

  2864.       "Found 12616 files belonging to 13 classes.\n",

  2865.       "Found 163 files belonging to 13 classes.\n",

  2866.       "Epoch 1/50\n",

  2867.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2887s\u001b[0m 7s/step - accuracy: 0.1436 - loss: 4.3800 - val_accuracy: 0.6933 - val_loss: 2.4863 - learning_rate: 1.0000e-05\n",

  2868.       "Epoch 2/50\n",

  2869.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6765s\u001b[0m 17s/step - accuracy: 0.4996 - loss: 2.9806 - val_accuracy: 0.7914 - val_loss: 2.0676 - learning_rate: 1.0000e-05\n",

  2870.       "Epoch 3/50\n",

  2871.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2580s\u001b[0m 7s/step - accuracy: 0.7023 - loss: 2.3264 - val_accuracy: 0.8282 - val_loss: 1.9720 - learning_rate: 1.0000e-05\n",

  2872.       "Epoch 4/50\n",

  2873.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4169s\u001b[0m 11s/step - accuracy: 0.7895 - loss: 2.0308 - val_accuracy: 0.8098 - val_loss: 1.9312 - learning_rate: 1.0000e-05\n",

  2874.       "Epoch 5/50\n",

  2875.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2661s\u001b[0m 7s/step - accuracy: 0.8453 - loss: 1.8528 - val_accuracy: 0.8528 - val_loss: 1.8701 - learning_rate: 1.0000e-05\n",

  2876.       "Epoch 6/50\n",

  2877.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2682s\u001b[0m 7s/step - accuracy: 0.8876 - loss: 1.7135 - val_accuracy: 0.8405 - val_loss: 1.9312 - learning_rate: 1.0000e-05\n",

  2878.       "Epoch 7/50\n",

  2879.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2699s\u001b[0m 7s/step - accuracy: 0.9227 - loss: 1.6130 - val_accuracy: 0.8344 - val_loss: 1.8752 - learning_rate: 1.0000e-05\n",

  2880.       "Epoch 8/50\n",

  2881.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2695s\u001b[0m 7s/step - accuracy: 0.9454 - loss: 1.5305 - val_accuracy: 0.8405 - val_loss: 1.8758 - learning_rate: 2.0000e-06\n"

  2882.      ]

  2883.     },

  2884.     {

  2885.      "name": "stderr",

  2886.      "output_type": "stream",

  2887.      "text": [

  2888.       "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"

  2889.      ]

  2890.     },

  2891.     {

  2892.      "data": {

  2893.       "text/html": [

  2894.        "<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_5\"</span>\n",

  2895.        "</pre>\n"

  2896.       ],

  2897.       "text/plain": [

  2898.        "\u001b[1mModel: \"functional_5\"\u001b[0m\n"

  2899.       ]

  2900.      },

  2901.      "metadata": {},

  2902.      "output_type": "display_data"

  2903.     },

  2904.     {

  2905.      "data": {

  2906.       "text/html": [

  2907.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  2908.        "┃<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",

  2909.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  2910.        "│ input_layer_2       │ (<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",

  2911.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  2912.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2913.        "│ conv1_pad           │ (<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_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",

  2914.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  2915.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2916.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  2917.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2918.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2919.        "│ 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",

  2920.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2921.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2922.        "│ 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",

  2923.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2924.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2925.        "│ pool1_pad           │ (<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",

  2926.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2927.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2928.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  2929.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2930.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2931.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  2932.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2933.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2934.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  2935.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2936.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2937.        "│ 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",

  2938.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2939.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2940.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  2941.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2942.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2943.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  2944.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2945.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2946.        "│ conv2_block1_2_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_2_b… │\n",

  2947.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2948.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2949.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  2950.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2951.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2952.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  2953.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2954.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2955.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  2956.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2957.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2958.        "│ conv2_block1_3_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_block1_3_c… │\n",

  2959.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2960.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2961.        "│ conv2_block1_add    │ (<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",

  2962.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  2963.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2964.        "│ conv2_block1_out    │ (<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_add… │\n",

  2965.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2966.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2967.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  2968.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2969.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2970.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  2971.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2972.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2973.        "│ 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",

  2974.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2975.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2976.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  2977.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2978.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2979.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  2980.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2981.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2982.        "│ conv2_block2_2_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_2_b… │\n",

  2983.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2984.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2985.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  2986.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2987.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2988.        "│ conv2_block2_3_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_block2_3_c… │\n",

  2989.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2990.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2991.        "│ conv2_block2_add    │ (<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_out… │\n",

  2992.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  2993.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2994.        "│ conv2_block2_out    │ (<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_add… │\n",

  2995.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  2996.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  2997.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  2998.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  2999.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3000.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  3001.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  3002.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3003.        "│ 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",

  3004.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  3005.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3006.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  3007.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  3008.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3009.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  3010.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  3011.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3012.        "│ conv2_block3_2_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_2_b… │\n",

  3013.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  3014.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3015.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  3016.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3017.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3018.        "│ conv2_block3_3_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_block3_3_c… │\n",

  3019.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3020.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3021.        "│ conv2_block3_add    │ (<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_out… │\n",

  3022.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  3023.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3024.        "│ conv2_block3_out    │ (<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_add… │\n",

  3025.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3026.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3027.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  3028.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3029.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3030.        "│ 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",

  3031.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3032.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3033.        "│ 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",

  3034.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3035.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3036.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  3037.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3038.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3039.        "│ conv3_block1_2_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_2_c… │\n",

  3040.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3041.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3042.        "│ conv3_block1_2_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_2_b… │\n",

  3043.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3044.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3045.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  3046.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3047.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3048.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  3049.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3050.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3051.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  3052.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3053.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3054.        "│ conv3_block1_3_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_block1_3_c… │\n",

  3055.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3056.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3057.        "│ conv3_block1_add    │ (<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",

  3058.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  3059.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3060.        "│ conv3_block1_out    │ (<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_add… │\n",

  3061.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3062.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3063.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  3064.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3065.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3066.        "│ 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",

  3067.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3068.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3069.        "│ 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",

  3070.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3071.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3072.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  3073.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3074.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3075.        "│ conv3_block2_2_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_2_c… │\n",

  3076.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3077.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3078.        "│ conv3_block2_2_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_2_b… │\n",

  3079.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3080.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3081.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  3082.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3083.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3084.        "│ conv3_block2_3_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_block2_3_c… │\n",

  3085.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3086.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3087.        "│ conv3_block2_add    │ (<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_out… │\n",

  3088.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  3089.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3090.        "│ conv3_block2_out    │ (<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_add… │\n",

  3091.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3092.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3093.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  3094.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3095.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3096.        "│ 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",

  3097.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3098.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3099.        "│ 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",

  3100.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3101.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3102.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  3103.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3104.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3105.        "│ conv3_block3_2_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_2_c… │\n",

  3106.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3107.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3108.        "│ conv3_block3_2_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_2_b… │\n",

  3109.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3110.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3111.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  3112.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3113.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3114.        "│ conv3_block3_3_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_block3_3_c… │\n",

  3115.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3116.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3117.        "│ conv3_block3_add    │ (<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_out… │\n",

  3118.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  3119.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3120.        "│ conv3_block3_out    │ (<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_add… │\n",

  3121.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3122.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3123.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  3124.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3125.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3126.        "│ 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",

  3127.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3128.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3129.        "│ 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",

  3130.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3131.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3132.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  3133.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3134.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3135.        "│ conv3_block4_2_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_2_c… │\n",

  3136.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3137.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3138.        "│ conv3_block4_2_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_2_b… │\n",

  3139.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  3140.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3141.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  3142.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3143.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3144.        "│ conv3_block4_3_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_block4_3_c… │\n",

  3145.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3146.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3147.        "│ conv3_block4_add    │ (<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_out… │\n",

  3148.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  3149.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3150.        "│ conv3_block4_out    │ (<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_add… │\n",

  3151.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  3152.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3153.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  3154.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3155.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3156.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  3157.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3158.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3159.        "│ 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",

  3160.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3161.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3162.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  3163.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3164.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3165.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  3166.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3167.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3168.        "│ conv4_block1_2_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_2_b… │\n",

  3169.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3170.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3171.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  3172.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3173.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3174.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  3175.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3176.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3177.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  3178.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3179.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3180.        "│ conv4_block1_3_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_block1_3_c… │\n",

  3181.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3182.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3183.        "│ conv4_block1_add    │ (<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",

  3184.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  3185.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3186.        "│ conv4_block1_out    │ (<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_add… │\n",

  3187.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3188.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3189.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  3190.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3191.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3192.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  3193.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3194.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3195.        "│ 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",

  3196.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3197.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3198.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  3199.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3200.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3201.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  3202.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3203.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3204.        "│ conv4_block2_2_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_2_b… │\n",

  3205.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3206.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3207.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  3208.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3209.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3210.        "│ conv4_block2_3_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_block2_3_c… │\n",

  3211.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3212.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3213.        "│ conv4_block2_add    │ (<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_out… │\n",

  3214.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  3215.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3216.        "│ conv4_block2_out    │ (<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_add… │\n",

  3217.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3218.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3219.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  3220.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3221.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3222.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  3223.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3224.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3225.        "│ 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",

  3226.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3227.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3228.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  3229.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3230.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3231.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  3232.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3233.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3234.        "│ conv4_block3_2_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_2_b… │\n",

  3235.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3236.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3237.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  3238.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3239.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3240.        "│ conv4_block3_3_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_block3_3_c… │\n",

  3241.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3242.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3243.        "│ conv4_block3_add    │ (<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_out… │\n",

  3244.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  3245.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3246.        "│ conv4_block3_out    │ (<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_add… │\n",

  3247.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3248.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3249.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  3250.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3251.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3252.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  3253.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3254.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3255.        "│ 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",

  3256.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3257.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3258.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  3259.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3260.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3261.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  3262.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3263.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3264.        "│ conv4_block4_2_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_2_b… │\n",

  3265.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3266.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3267.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  3268.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3269.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3270.        "│ conv4_block4_3_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_block4_3_c… │\n",

  3271.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3272.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3273.        "│ conv4_block4_add    │ (<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_out… │\n",

  3274.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  3275.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3276.        "│ conv4_block4_out    │ (<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_add… │\n",

  3277.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3278.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3279.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  3280.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3281.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3282.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  3283.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3284.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3285.        "│ 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",

  3286.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3287.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3288.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  3289.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3290.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3291.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  3292.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3293.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3294.        "│ conv4_block5_2_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_2_b… │\n",

  3295.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3296.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3297.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  3298.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3299.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3300.        "│ conv4_block5_3_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_block5_3_c… │\n",

  3301.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3302.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3303.        "│ conv4_block5_add    │ (<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_out… │\n",

  3304.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  3305.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3306.        "│ conv4_block5_out    │ (<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_add… │\n",

  3307.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3308.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3309.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  3310.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3311.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3312.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  3313.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3314.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3315.        "│ 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",

  3316.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3317.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3318.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  3319.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3320.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3321.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  3322.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3323.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3324.        "│ conv4_block6_2_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_2_b… │\n",

  3325.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  3326.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3327.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  3328.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3329.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3330.        "│ conv4_block6_3_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_block6_3_c… │\n",

  3331.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3332.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3333.        "│ conv4_block6_add    │ (<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_out… │\n",

  3334.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  3335.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3336.        "│ conv4_block6_out    │ (<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_add… │\n",

  3337.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  3338.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3339.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  3340.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3341.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3342.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  3343.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3344.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3345.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  3346.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3347.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3348.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  3349.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3350.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3351.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  3352.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3353.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3354.        "│ conv5_block1_2_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_2_b… │\n",

  3355.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3356.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3357.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  3358.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3359.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3360.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  3361.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3362.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3363.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  3364.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3365.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3366.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  3367.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3368.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3369.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  3370.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  3371.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3372.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  3373.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3374.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3375.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  3376.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3377.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3378.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  3379.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3380.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3381.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  3382.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3383.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3384.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  3385.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3386.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3387.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  3388.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3389.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3390.        "│ conv5_block2_2_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_block2_2_b… │\n",

  3391.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3392.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3393.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  3394.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3395.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3396.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  3397.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3398.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3399.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  3400.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  3401.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3402.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  3403.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3404.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3405.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  3406.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3407.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3408.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  3409.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3410.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3411.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  3412.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3413.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3414.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  3415.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  3416.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3417.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  3418.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  3419.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3420.        "│ conv5_block3_2_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_block3_2_b… │\n",

  3421.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  3422.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3423.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  3424.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3425.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3426.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  3427.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3428.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3429.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  3430.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  3431.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3432.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  3433.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  3434.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3435.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  3436.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  3437.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3438.        "│ dropout_4 (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  3439.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3440.        "│ dense_4 (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  3441.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3442.        "│ dropout_5 (<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> │ dense_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  3443.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3444.        "│ dense_5 (<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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_5[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  3445.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  3446.        "</pre>\n"

  3447.       ],

  3448.       "text/plain": [

  3449.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  3450.        "┃\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",

  3451.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  3452.        "│ input_layer_2       │ (\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",

  3453.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  3454.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3455.        "│ conv1_pad           │ (\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_2[\u001b[38;5;34m0\u001b[0m]… │\n",

  3456.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  3457.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3458.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  3459.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3460.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3461.        "│ 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",

  3462.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3463.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3464.        "│ 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",

  3465.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3466.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3467.        "│ pool1_pad           │ (\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",

  3468.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3469.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3470.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  3471.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3472.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3473.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  3474.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3475.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3476.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  3477.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3478.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3479.        "│ 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",

  3480.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3481.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3482.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  3483.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3484.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3485.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  3486.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3487.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3488.        "│ conv2_block1_2_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_2_b… │\n",

  3489.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3490.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3491.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  3492.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3493.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3494.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  3495.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3496.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3497.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  3498.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3499.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3500.        "│ conv2_block1_3_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_block1_3_c… │\n",

  3501.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3502.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3503.        "│ conv2_block1_add    │ (\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",

  3504.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  3505.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3506.        "│ conv2_block1_out    │ (\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_add… │\n",

  3507.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3508.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3509.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  3510.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3511.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3512.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  3513.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3514.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3515.        "│ 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",

  3516.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3517.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3518.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  3519.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3520.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3521.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  3522.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3523.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3524.        "│ conv2_block2_2_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_2_b… │\n",

  3525.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3526.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3527.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  3528.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3529.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3530.        "│ conv2_block2_3_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_block2_3_c… │\n",

  3531.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3532.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3533.        "│ conv2_block2_add    │ (\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_out… │\n",

  3534.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  3535.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3536.        "│ conv2_block2_out    │ (\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_add… │\n",

  3537.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3538.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3539.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  3540.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3541.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3542.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  3543.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3544.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3545.        "│ 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",

  3546.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3547.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3548.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  3549.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3550.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3551.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  3552.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3553.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3554.        "│ conv2_block3_2_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_2_b… │\n",

  3555.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  3556.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3557.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  3558.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3559.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3560.        "│ conv2_block3_3_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_block3_3_c… │\n",

  3561.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3562.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3563.        "│ conv2_block3_add    │ (\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_out… │\n",

  3564.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  3565.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3566.        "│ conv2_block3_out    │ (\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_add… │\n",

  3567.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3568.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3569.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  3570.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3571.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3572.        "│ 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",

  3573.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3574.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3575.        "│ 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",

  3576.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3577.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3578.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  3579.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3580.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3581.        "│ conv3_block1_2_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_2_c… │\n",

  3582.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3583.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3584.        "│ conv3_block1_2_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_2_b… │\n",

  3585.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3586.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3587.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  3588.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3589.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3590.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  3591.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3592.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3593.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  3594.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3595.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3596.        "│ conv3_block1_3_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_block1_3_c… │\n",

  3597.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3598.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3599.        "│ conv3_block1_add    │ (\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",

  3600.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  3601.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3602.        "│ conv3_block1_out    │ (\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_add… │\n",

  3603.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3604.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3605.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  3606.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3607.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3608.        "│ 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",

  3609.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3610.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3611.        "│ 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",

  3612.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3613.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3614.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  3615.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3616.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3617.        "│ conv3_block2_2_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_2_c… │\n",

  3618.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3619.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3620.        "│ conv3_block2_2_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_2_b… │\n",

  3621.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3622.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3623.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  3624.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3625.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3626.        "│ conv3_block2_3_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_block2_3_c… │\n",

  3627.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3628.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3629.        "│ conv3_block2_add    │ (\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_out… │\n",

  3630.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  3631.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3632.        "│ conv3_block2_out    │ (\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_add… │\n",

  3633.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3634.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3635.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  3636.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3637.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3638.        "│ 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",

  3639.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3640.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3641.        "│ 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",

  3642.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3643.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3644.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  3645.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3646.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3647.        "│ conv3_block3_2_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_2_c… │\n",

  3648.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3649.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3650.        "│ conv3_block3_2_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_2_b… │\n",

  3651.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3652.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3653.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  3654.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3655.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3656.        "│ conv3_block3_3_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_block3_3_c… │\n",

  3657.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3658.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3659.        "│ conv3_block3_add    │ (\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_out… │\n",

  3660.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  3661.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3662.        "│ conv3_block3_out    │ (\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_add… │\n",

  3663.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3664.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3665.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  3666.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3667.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3668.        "│ 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",

  3669.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3670.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3671.        "│ 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",

  3672.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3673.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3674.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  3675.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3676.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3677.        "│ conv3_block4_2_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_2_c… │\n",

  3678.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3679.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3680.        "│ conv3_block4_2_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_2_b… │\n",

  3681.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  3682.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3683.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  3684.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3685.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3686.        "│ conv3_block4_3_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_block4_3_c… │\n",

  3687.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3688.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3689.        "│ conv3_block4_add    │ (\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_out… │\n",

  3690.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  3691.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3692.        "│ conv3_block4_out    │ (\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_add… │\n",

  3693.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  3694.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3695.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  3696.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3697.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3698.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  3699.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3700.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3701.        "│ 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",

  3702.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3703.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3704.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  3705.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3706.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3707.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  3708.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3709.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3710.        "│ conv4_block1_2_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_2_b… │\n",

  3711.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3712.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3713.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  3714.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3715.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3716.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  3717.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3718.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3719.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  3720.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3721.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3722.        "│ conv4_block1_3_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_block1_3_c… │\n",

  3723.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3724.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3725.        "│ conv4_block1_add    │ (\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",

  3726.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  3727.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3728.        "│ conv4_block1_out    │ (\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_add… │\n",

  3729.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3730.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3731.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  3732.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3733.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3734.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  3735.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3736.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3737.        "│ 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",

  3738.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3739.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3740.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  3741.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3742.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3743.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  3744.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3745.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3746.        "│ conv4_block2_2_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_2_b… │\n",

  3747.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3748.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3749.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  3750.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3751.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3752.        "│ conv4_block2_3_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_block2_3_c… │\n",

  3753.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3754.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3755.        "│ conv4_block2_add    │ (\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_out… │\n",

  3756.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  3757.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3758.        "│ conv4_block2_out    │ (\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_add… │\n",

  3759.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3760.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3761.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  3762.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3763.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3764.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  3765.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3766.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3767.        "│ 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",

  3768.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3769.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3770.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  3771.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3772.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3773.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  3774.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3775.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3776.        "│ conv4_block3_2_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_2_b… │\n",

  3777.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3778.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3779.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  3780.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3781.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3782.        "│ conv4_block3_3_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_block3_3_c… │\n",

  3783.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3784.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3785.        "│ conv4_block3_add    │ (\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_out… │\n",

  3786.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  3787.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3788.        "│ conv4_block3_out    │ (\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_add… │\n",

  3789.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3790.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3791.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  3792.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3793.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3794.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  3795.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3796.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3797.        "│ 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",

  3798.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3799.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3800.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  3801.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3802.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3803.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  3804.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3805.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3806.        "│ conv4_block4_2_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_2_b… │\n",

  3807.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3808.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3809.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  3810.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3811.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3812.        "│ conv4_block4_3_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_block4_3_c… │\n",

  3813.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3814.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3815.        "│ conv4_block4_add    │ (\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_out… │\n",

  3816.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  3817.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3818.        "│ conv4_block4_out    │ (\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_add… │\n",

  3819.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3820.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3821.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  3822.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3823.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3824.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  3825.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3826.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3827.        "│ 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",

  3828.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3829.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3830.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  3831.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3832.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3833.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  3834.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3835.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3836.        "│ conv4_block5_2_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_2_b… │\n",

  3837.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3838.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3839.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  3840.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3841.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3842.        "│ conv4_block5_3_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_block5_3_c… │\n",

  3843.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3844.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3845.        "│ conv4_block5_add    │ (\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_out… │\n",

  3846.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  3847.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3848.        "│ conv4_block5_out    │ (\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_add… │\n",

  3849.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3850.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3851.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  3852.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3853.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3854.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  3855.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3856.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3857.        "│ 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",

  3858.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3859.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3860.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  3861.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3862.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3863.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  3864.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3865.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3866.        "│ conv4_block6_2_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_2_b… │\n",

  3867.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  3868.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3869.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  3870.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3871.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3872.        "│ conv4_block6_3_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_block6_3_c… │\n",

  3873.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3874.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3875.        "│ conv4_block6_add    │ (\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_out… │\n",

  3876.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  3877.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3878.        "│ conv4_block6_out    │ (\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_add… │\n",

  3879.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  3880.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3881.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  3882.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3883.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3884.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  3885.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3886.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3887.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  3888.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3889.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3890.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  3891.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3892.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3893.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  3894.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3895.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3896.        "│ conv5_block1_2_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_2_b… │\n",

  3897.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3898.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3899.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  3900.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3901.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3902.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  3903.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3904.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3905.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  3906.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3907.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3908.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  3909.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3910.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3911.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  3912.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  3913.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3914.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  3915.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3916.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3917.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  3918.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3919.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3920.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  3921.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3922.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3923.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  3924.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3925.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3926.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  3927.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3928.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3929.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  3930.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3931.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3932.        "│ conv5_block2_2_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_block2_2_b… │\n",

  3933.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3934.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3935.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  3936.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3937.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3938.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  3939.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3940.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3941.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  3942.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  3943.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3944.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  3945.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3946.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3947.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  3948.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3949.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3950.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  3951.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3952.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3953.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  3954.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3955.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3956.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  3957.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  3958.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3959.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  3960.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  3961.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3962.        "│ conv5_block3_2_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_block3_2_b… │\n",

  3963.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  3964.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3965.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  3966.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3967.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3968.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  3969.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3970.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3971.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  3972.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  3973.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3974.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  3975.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  3976.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3977.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  3978.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  3979.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3980.        "│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  3981.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3982.        "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  3983.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3984.        "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ dense_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  3985.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  3986.        "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  3987.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  3988.       ]

  3989.      },

  3990.      "metadata": {},

  3991.      "output_type": "display_data"

  3992.     },

  3993.     {

  3994.      "data": {

  3995.       "text/html": [

  3996.        "<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\">76,991,401</span> (293.70 MB)\n",

  3997.        "</pre>\n"

  3998.       ],

  3999.       "text/plain": [

  4000.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m76,991,401\u001b[0m (293.70 MB)\n"

  4001.       ]

  4002.      },

  4003.      "metadata": {},

  4004.      "output_type": "display_data"

  4005.     },

  4006.     {

  4007.      "data": {

  4008.       "text/html": [

  4009.        "<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\">25,646,093</span> (97.83 MB)\n",

  4010.        "</pre>\n"

  4011.       ],

  4012.       "text/plain": [

  4013.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m25,646,093\u001b[0m (97.83 MB)\n"

  4014.       ]

  4015.      },

  4016.      "metadata": {},

  4017.      "output_type": "display_data"

  4018.     },

  4019.     {

  4020.      "data": {

  4021.       "text/html": [

  4022.        "<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\">53,120</span> (207.50 KB)\n",

  4023.        "</pre>\n"

  4024.       ],

  4025.       "text/plain": [

  4026.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m53,120\u001b[0m (207.50 KB)\n"

  4027.       ]

  4028.      },

  4029.      "metadata": {},

  4030.      "output_type": "display_data"

  4031.     },

  4032.     {

  4033.      "data": {

  4034.       "text/html": [

  4035.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">51,292,188</span> (195.66 MB)\n",

  4036.        "</pre>\n"

  4037.       ],

  4038.       "text/plain": [

  4039.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m51,292,188\u001b[0m (195.66 MB)\n"

  4040.       ]

  4041.      },

  4042.      "metadata": {},

  4043.      "output_type": "display_data"

  4044.     },

  4045.     {

  4046.      "ename": "ValueError",

  4047.      "evalue": "x and y must have same first dimension, but have shapes (10,) and (8,)",

  4048.      "output_type": "error",

  4049.      "traceback": [

  4050.       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",

  4051.       "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",

  4052.       "Cell \u001b[1;32mIn[5], line 78\u001b[0m\n\u001b[0;32m     75\u001b[0m model\u001b[38;5;241m.\u001b[39msummary()\n\u001b[0;32m     77\u001b[0m epochs \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m \n\u001b[1;32m---> 78\u001b[0m plot_training_history(history, epochs)\n",

  4053.       "Cell \u001b[1;32mIn[4], line 37\u001b[0m, in \u001b[0;36mplot_training_history\u001b[1;34m(history, epochs)\u001b[0m\n\u001b[0;32m     35\u001b[0m \u001b[38;5;66;03m# Plot accuracy\u001b[39;00m\n\u001b[0;32m     36\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m---> 37\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(epochs_range, acc, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTraining Accuracy\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     38\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(epochs_range, val_acc, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValidation Accuracy\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     39\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend(loc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlower right\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",

  4054.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\matplotlib\\pyplot.py:3578\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   3570\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39mplot)\n\u001b[0;32m   3571\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot\u001b[39m(\n\u001b[0;32m   3572\u001b[0m     \u001b[38;5;241m*\u001b[39margs: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m ArrayLike \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mstr\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   3576\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   3577\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[Line2D]:\n\u001b[1;32m-> 3578\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m gca()\u001b[38;5;241m.\u001b[39mplot(\n\u001b[0;32m   3579\u001b[0m         \u001b[38;5;241m*\u001b[39margs,\n\u001b[0;32m   3580\u001b[0m         scalex\u001b[38;5;241m=\u001b[39mscalex,\n\u001b[0;32m   3581\u001b[0m         scaley\u001b[38;5;241m=\u001b[39mscaley,\n\u001b[0;32m   3582\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m: data} \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}),\n\u001b[0;32m   3583\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   3584\u001b[0m     )\n",

  4055.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:1721\u001b[0m, in \u001b[0;36mAxes.plot\u001b[1;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1478\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1479\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[0;32m   1480\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1718\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[0;32m   1719\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1720\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[1;32m-> 1721\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[0;32m   1722\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[0;32m   1723\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n",

  4056.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:303\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[1;34m(self, axes, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m    301\u001b[0m     this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[0;32m    302\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[1;32m--> 303\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_plot_args(\n\u001b[0;32m    304\u001b[0m     axes, this, kwargs, ambiguous_fmt_datakey\u001b[38;5;241m=\u001b[39mambiguous_fmt_datakey)\n",

  4057.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:499\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[1;34m(self, axes, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[0;32m    496\u001b[0m     axes\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39mupdate_units(y)\n\u001b[0;32m    498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]:\n\u001b[1;32m--> 499\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y must have same first dimension, but \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    500\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhave shapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    501\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m y\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m    502\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y can be no greater than 2D, but have \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    503\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mshapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",

  4058.       "\u001b[1;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (10,) and (8,)"

  4059.      ]

  4060.     },

  4061.     {

  4062.      "data": {

  4063.       "image/png": 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",

  4064.       "text/plain": [

  4065.        "<Figure size 1600x400 with 1 Axes>"

  4066.       ]

  4067.      },

  4068.      "metadata": {},

  4069.      "output_type": "display_data"

  4070.     }

  4071.    ],

  4072.    "source": [

  4073.     "import tensorflow as tf\n",

  4074.     "from tensorflow.keras.applications import ResNet50\n",

  4075.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  4076.     "from tensorflow.keras.models import Model\n",

  4077.     "from tensorflow.keras.optimizers import Adam\n",

  4078.     "from tensorflow.keras.regularizers import l2\n",

  4079.     "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",

  4080.     "\n",

  4081.     "# Define paths to directories\n",

  4082.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  4083.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  4084.     "\n",

  4085.     "# Create Dataset from directories\n",

  4086.     "def create_dataset(directory, batch_size):\n",

  4087.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  4088.     "        directory,\n",

  4089.     "        image_size=(224, 224),\n",

  4090.     "        batch_size=batch_size,\n",

  4091.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  4092.     "        shuffle=True\n",

  4093.     "    )\n",

  4094.     "    return dataset\n",

  4095.     "\n",

  4096.     "# Load data from directories\n",

  4097.     "batch_size = 32\n",

  4098.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  4099.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  4100.     "\n",

  4101.     "# Build ResNet50 Model\n",

  4102.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  4103.     "x = base_model.output\n",

  4104.     "x = GlobalAveragePooling2D()(x)\n",

  4105.     "x = Dropout(0.5)(x)  # Dropout to prevent overfitting\n",

  4106.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  4107.     "x = Dropout(0.5)(x)  # Another dropout layer\n",

  4108.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.001))(x)\n",

  4109.     "\n",

  4110.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  4111.     "\n",

  4112.     "# Unfreeze the last few layers\n",

  4113.     "for layer in base_model.layers[-10:]:\n",

  4114.     "    layer.trainable = True\n",

  4115.     "\n",

  4116.     "# Compile the model\n",

  4117.     "model.compile(optimizer=Adam(learning_rate=1e-5),\n",

  4118.     "              loss='categorical_crossentropy',\n",

  4119.     "              metrics=['accuracy'])\n",

  4120.     "\n",

  4121.     "early_stopping = EarlyStopping(\n",

  4122.     "    monitor='val_loss',  # Monitor validation loss\n",

  4123.     "    patience=3,          # Number of epochs to wait after no improvement\n",

  4124.     "    restore_best_weights=True  # Restore the model weights from the epoch with the best value of the monitored quantity\n",

  4125.     ")\n",

  4126.     "\n",

  4127.     "# Define learning rate scheduler callback\n",

  4128.     "reduce_lr = ReduceLROnPlateau(\n",

  4129.     "    monitor='val_loss',   # Monitor validation loss\n",

  4130.     "    factor=0.2,           # Reduce learning rate by a factor of 0.2\n",

  4131.     "    patience=2,           # Wait for 2 epochs before reducing learning rate\n",

  4132.     "    min_lr=1e-6           # Set a lower bound on the learning rate\n",

  4133.     ")\n",

  4134.     "\n",

  4135.     "# Train the model\n",

  4136.     "history = model.fit(\n",

  4137.     "    train_dataset,\n",

  4138.     "    epochs=50, # increased\n",

  4139.     "    validation_data=validation_dataset,\n",

  4140.     "    callbacks=[reduce_lr, early_stopping] \n",

  4141.     ")\n",

  4142.     "\n",

  4143.     "# Save the model\n",

  4144.     "model.save('resnet50_model_callbacks.h5')\n",

  4145.     "\n",

  4146.     "# Print a summary of the model\n",

  4147.     "model.summary()\n"

  4148.    ]

  4149.   },

  4150.   {

  4151.    "cell_type": "code",

  4152.    "execution_count": 7,

  4153.    "metadata": {},

  4154.    "outputs": [

  4155.     {

  4156.      "data": {

  4157.       "image/png": 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",

  4158.       "text/plain": [

  4159.        "<Figure size 1600x400 with 2 Axes>"

  4160.       ]

  4161.      },

  4162.      "metadata": {},

  4163.      "output_type": "display_data"

  4164.     }

  4165.    ],

  4166.    "source": [

  4167.     "\n",

  4168.     "# Plot training and validation accuracy and loss\n",

  4169.     "def plot_training_history(history):\n",

  4170.     "    acc = history.history['accuracy']\n",

  4171.     "    val_acc = history.history['val_accuracy']\n",

  4172.     "    loss = history.history['loss']\n",

  4173.     "    val_loss = history.history['val_loss']\n",

  4174.     "    epochs_range = range(len(acc))  # Adjusted to the length of training\n",

  4175.     "\n",

  4176.     "    plt.figure(figsize=(16, 4))\n",

  4177.     "\n",

  4178.     "    # Plot accuracy\n",

  4179.     "    plt.subplot(1, 2, 1)\n",

  4180.     "    plt.plot(epochs_range, acc, label='Training Accuracy')\n",

  4181.     "    plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",

  4182.     "    plt.legend(loc='lower right')\n",

  4183.     "    plt.title('Training and Validation Accuracy')\n",

  4184.     "\n",

  4185.     "    # Plot loss\n",

  4186.     "    plt.subplot(1, 2, 2)\n",

  4187.     "    plt.plot(epochs_range, loss, label='Training Loss')\n",

  4188.     "    plt.plot(epochs_range, val_loss, label='Validation Loss')\n",

  4189.     "    plt.legend(loc='upper right')\n",

  4190.     "    plt.title('Training and Validation Loss')\n",

  4191.     "\n",

  4192.     "    plt.show()\n",

  4193.     "\n",

  4194.     "plot_training_history(history)"

  4195.    ]

  4196.   },

  4197.   {

  4198.    "cell_type": "code",

  4199.    "execution_count": null,

  4200.    "metadata": {},

  4201.    "outputs": [],

  4202.    "source": [

  4203.     "\"\"\" \n",

  4204.     "Training and Validation Accuracy:\n",

  4205.     "\n",

  4206.     "The model's training accuracy improves significantly with each epoch, reaching over 94%.\n",

  4207.     "However, validation accuracy improves much more slowly and starts to plateau, indicating possible overfitting.\n",

  4208.     "Training and Validation Loss:\n",

  4209.     "\n",

  4210.     "The training loss decreases as expected, but the validation loss does not decrease proportionally and even starts to increase after some epochs, \n",

  4211.     "further suggesting overfitting.\n",

  4212.     "Learning Rate:\n",

  4213.     "\n",

  4214.     "The learning rate started at 1e-5 and was reduced to 2e-6 after the 7th epoch, showing that the model reached a plateau early in training.\n",

  4215.     "\"\"\""

  4216.    ]

  4217.   },

  4218.   {

  4219.    "cell_type": "code",

  4220.    "execution_count": 8,

  4221.    "metadata": {},

  4222.    "outputs": [

  4223.     {

  4224.      "name": "stdout",

  4225.      "output_type": "stream",

  4226.      "text": [

  4227.       "Found 12616 files belonging to 13 classes.\n",

  4228.       "Found 163 files belonging to 13 classes.\n",

  4229.       "Epoch 1/50\n",

  4230.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2877s\u001b[0m 7s/step - accuracy: 0.0929 - loss: 5.6687 - val_accuracy: 0.3436 - val_loss: 3.7596 - learning_rate: 1.0000e-05\n",

  4231.       "Epoch 2/50\n",

  4232.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4730s\u001b[0m 12s/step - accuracy: 0.1223 - loss: 4.0666 - val_accuracy: 0.5583 - val_loss: 3.6417 - learning_rate: 1.0000e-05\n",

  4233.       "Epoch 3/50\n",

  4234.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3175s\u001b[0m 8s/step - accuracy: 0.1890 - loss: 3.8594 - val_accuracy: 0.6564 - val_loss: 3.0237 - learning_rate: 1.0000e-05\n",

  4235.       "Epoch 4/50\n",

  4236.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3050s\u001b[0m 8s/step - accuracy: 0.3367 - loss: 3.4077 - val_accuracy: 0.7239 - val_loss: 2.3668 - learning_rate: 1.0000e-05\n",

  4237.       "Epoch 5/50\n",

  4238.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2912s\u001b[0m 7s/step - accuracy: 0.5114 - loss: 2.8975 - val_accuracy: 0.7546 - val_loss: 2.1602 - learning_rate: 1.0000e-05\n",

  4239.       "Epoch 6/50\n",

  4240.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2745s\u001b[0m 7s/step - accuracy: 0.6287 - loss: 2.5213 - val_accuracy: 0.7730 - val_loss: 2.0387 - learning_rate: 1.0000e-05\n",

  4241.       "Epoch 7/50\n",

  4242.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2621s\u001b[0m 7s/step - accuracy: 0.7215 - loss: 2.2353 - val_accuracy: 0.7914 - val_loss: 1.9804 - learning_rate: 1.0000e-05\n",

  4243.       "Epoch 8/50\n",

  4244.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2609s\u001b[0m 7s/step - accuracy: 0.7727 - loss: 2.0600 - val_accuracy: 0.7914 - val_loss: 1.9825 - learning_rate: 1.0000e-05\n",

  4245.       "Epoch 9/50\n",

  4246.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2679s\u001b[0m 7s/step - accuracy: 0.8269 - loss: 1.8838 - val_accuracy: 0.8098 - val_loss: 1.9365 - learning_rate: 1.0000e-05\n",

  4247.       "Epoch 10/50\n",

  4248.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2674s\u001b[0m 7s/step - accuracy: 0.8652 - loss: 1.7671 - val_accuracy: 0.8221 - val_loss: 1.9358 - learning_rate: 1.0000e-05\n",

  4249.       "Epoch 11/50\n",

  4250.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2689s\u001b[0m 7s/step - accuracy: 0.8988 - loss: 1.6649 - val_accuracy: 0.8282 - val_loss: 1.9437 - learning_rate: 1.0000e-05\n",

  4251.       "Epoch 12/50\n",

  4252.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2720s\u001b[0m 7s/step - accuracy: 0.9243 - loss: 1.5649 - val_accuracy: 0.8344 - val_loss: 1.9636 - learning_rate: 1.0000e-05\n",

  4253.       "Epoch 13/50\n",

  4254.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2674s\u001b[0m 7s/step - accuracy: 0.9396 - loss: 1.5150 - val_accuracy: 0.8405 - val_loss: 1.9223 - learning_rate: 2.0000e-06\n",

  4255.       "Epoch 14/50\n",

  4256.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2697s\u001b[0m 7s/step - accuracy: 0.9432 - loss: 1.5016 - val_accuracy: 0.8405 - val_loss: 1.8961 - learning_rate: 2.0000e-06\n",

  4257.       "Epoch 15/50\n",

  4258.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2674s\u001b[0m 7s/step - accuracy: 0.9481 - loss: 1.4755 - val_accuracy: 0.8344 - val_loss: 1.9065 - learning_rate: 2.0000e-06\n",

  4259.       "Epoch 16/50\n",

  4260.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2678s\u001b[0m 7s/step - accuracy: 0.9523 - loss: 1.4587 - val_accuracy: 0.8344 - val_loss: 1.9171 - learning_rate: 2.0000e-06\n",

  4261.       "Epoch 17/50\n",

  4262.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2686s\u001b[0m 7s/step - accuracy: 0.9589 - loss: 1.4459 - val_accuracy: 0.8344 - val_loss: 1.9217 - learning_rate: 1.0000e-06\n",

  4263.       "Epoch 18/50\n",

  4264.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2673s\u001b[0m 7s/step - accuracy: 0.9635 - loss: 1.4341 - val_accuracy: 0.8344 - val_loss: 1.9314 - learning_rate: 1.0000e-06\n",

  4265.       "Epoch 19/50\n",

  4266.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2684s\u001b[0m 7s/step - accuracy: 0.9576 - loss: 1.4377 - val_accuracy: 0.8344 - val_loss: 1.9432 - learning_rate: 1.0000e-06\n"

  4267.      ]

  4268.     },

  4269.     {

  4270.      "name": "stderr",

  4271.      "output_type": "stream",

  4272.      "text": [

  4273.       "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"

  4274.      ]

  4275.     },

  4276.     {

  4277.      "data": {

  4278.       "text/html": [

  4279.        "<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_7\"</span>\n",

  4280.        "</pre>\n"

  4281.       ],

  4282.       "text/plain": [

  4283.        "\u001b[1mModel: \"functional_7\"\u001b[0m\n"

  4284.       ]

  4285.      },

  4286.      "metadata": {},

  4287.      "output_type": "display_data"

  4288.     },

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  4290.      "data": {

  4291.       "text/html": [

  4292.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  4293.        "┃<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",

  4294.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  4295.        "│ input_layer_3       │ (<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",

  4296.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  4297.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4298.        "│ conv1_pad           │ (<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_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",

  4299.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  4300.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4301.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  4302.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4303.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4304.        "│ 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",

  4305.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4306.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4307.        "│ 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",

  4308.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4309.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4310.        "│ pool1_pad           │ (<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",

  4311.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4312.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4313.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  4314.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4315.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4316.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  4317.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4318.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4319.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  4320.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4321.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4322.        "│ 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",

  4323.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4324.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4325.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  4326.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4327.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4328.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  4329.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4330.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4331.        "│ conv2_block1_2_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_2_b… │\n",

  4332.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4333.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4334.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  4335.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4336.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4337.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  4338.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4339.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4340.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  4341.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4342.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4343.        "│ conv2_block1_3_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_block1_3_c… │\n",

  4344.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4345.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4346.        "│ conv2_block1_add    │ (<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",

  4347.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  4348.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4349.        "│ conv2_block1_out    │ (<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_add… │\n",

  4350.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4351.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4352.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  4353.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4354.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4355.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  4356.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4357.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4358.        "│ 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",

  4359.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4360.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4361.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  4362.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4363.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4364.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  4365.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4366.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4367.        "│ conv2_block2_2_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_2_b… │\n",

  4368.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4369.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4370.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  4371.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4372.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4373.        "│ conv2_block2_3_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_block2_3_c… │\n",

  4374.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4375.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4376.        "│ conv2_block2_add    │ (<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_out… │\n",

  4377.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  4378.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4379.        "│ conv2_block2_out    │ (<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_add… │\n",

  4380.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4381.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4382.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  4383.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4384.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4385.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  4386.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4387.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4388.        "│ 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",

  4389.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4390.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4391.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  4392.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4393.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4394.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  4395.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4396.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4397.        "│ conv2_block3_2_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_2_b… │\n",

  4398.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  4399.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4400.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  4401.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4402.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4403.        "│ conv2_block3_3_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_block3_3_c… │\n",

  4404.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4405.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4406.        "│ conv2_block3_add    │ (<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_out… │\n",

  4407.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  4408.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4409.        "│ conv2_block3_out    │ (<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_add… │\n",

  4410.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4411.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4412.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  4413.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4414.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4415.        "│ 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",

  4416.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4417.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4418.        "│ 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",

  4419.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4420.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4421.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  4422.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4423.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4424.        "│ conv3_block1_2_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_2_c… │\n",

  4425.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4426.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4427.        "│ conv3_block1_2_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_2_b… │\n",

  4428.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4429.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4430.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  4431.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4432.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4433.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  4434.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4435.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4436.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  4437.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4438.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4439.        "│ conv3_block1_3_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_block1_3_c… │\n",

  4440.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4441.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4442.        "│ conv3_block1_add    │ (<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",

  4443.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  4444.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4445.        "│ conv3_block1_out    │ (<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_add… │\n",

  4446.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4447.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4448.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  4449.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4450.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4451.        "│ 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",

  4452.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4453.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4454.        "│ 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",

  4455.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4456.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4457.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  4458.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4459.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4460.        "│ conv3_block2_2_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_2_c… │\n",

  4461.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4462.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4463.        "│ conv3_block2_2_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_2_b… │\n",

  4464.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4465.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4466.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  4467.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4468.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4469.        "│ conv3_block2_3_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_block2_3_c… │\n",

  4470.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4471.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4472.        "│ conv3_block2_add    │ (<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_out… │\n",

  4473.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  4474.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4475.        "│ conv3_block2_out    │ (<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_add… │\n",

  4476.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4477.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4478.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  4479.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4480.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4481.        "│ 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",

  4482.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4483.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4484.        "│ 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",

  4485.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4486.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4487.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  4488.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4489.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4490.        "│ conv3_block3_2_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_2_c… │\n",

  4491.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4492.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4493.        "│ conv3_block3_2_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_2_b… │\n",

  4494.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4495.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4496.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  4497.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4498.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4499.        "│ conv3_block3_3_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_block3_3_c… │\n",

  4500.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4501.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4502.        "│ conv3_block3_add    │ (<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_out… │\n",

  4503.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  4504.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4505.        "│ conv3_block3_out    │ (<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_add… │\n",

  4506.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4507.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4508.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  4509.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4510.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4511.        "│ 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",

  4512.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4513.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4514.        "│ 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",

  4515.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4516.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4517.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  4518.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4519.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4520.        "│ conv3_block4_2_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_2_c… │\n",

  4521.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4522.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4523.        "│ conv3_block4_2_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_2_b… │\n",

  4524.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  4525.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4526.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  4527.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4528.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4529.        "│ conv3_block4_3_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_block4_3_c… │\n",

  4530.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4531.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4532.        "│ conv3_block4_add    │ (<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_out… │\n",

  4533.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  4534.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4535.        "│ conv3_block4_out    │ (<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_add… │\n",

  4536.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  4537.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4538.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  4539.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4540.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4541.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  4542.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4543.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4544.        "│ 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",

  4545.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4546.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4547.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  4548.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4549.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4550.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  4551.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4552.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4553.        "│ conv4_block1_2_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_2_b… │\n",

  4554.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4555.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4556.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  4557.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4558.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4559.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  4560.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4561.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4562.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  4563.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4564.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4565.        "│ conv4_block1_3_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_block1_3_c… │\n",

  4566.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4567.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4568.        "│ conv4_block1_add    │ (<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",

  4569.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  4570.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4571.        "│ conv4_block1_out    │ (<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_add… │\n",

  4572.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4573.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4574.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  4575.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4576.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4577.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  4578.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4579.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4580.        "│ 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",

  4581.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4582.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4583.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  4584.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4585.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4586.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  4587.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4588.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4589.        "│ conv4_block2_2_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_2_b… │\n",

  4590.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4591.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4592.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  4593.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4594.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4595.        "│ conv4_block2_3_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_block2_3_c… │\n",

  4596.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4597.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4598.        "│ conv4_block2_add    │ (<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_out… │\n",

  4599.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  4600.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4601.        "│ conv4_block2_out    │ (<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_add… │\n",

  4602.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4603.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4604.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  4605.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4606.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4607.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  4608.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4609.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4610.        "│ 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",

  4611.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4612.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4613.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  4614.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4615.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4616.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  4617.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4618.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4619.        "│ conv4_block3_2_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_2_b… │\n",

  4620.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4621.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4622.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  4623.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4624.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4625.        "│ conv4_block3_3_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_block3_3_c… │\n",

  4626.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4627.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4628.        "│ conv4_block3_add    │ (<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_out… │\n",

  4629.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  4630.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4631.        "│ conv4_block3_out    │ (<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_add… │\n",

  4632.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4633.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4634.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  4635.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4636.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4637.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  4638.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4639.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4640.        "│ 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",

  4641.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4642.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4643.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  4644.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4645.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4646.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  4647.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4648.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4649.        "│ conv4_block4_2_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_2_b… │\n",

  4650.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4651.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4652.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  4653.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4654.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4655.        "│ conv4_block4_3_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_block4_3_c… │\n",

  4656.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4657.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4658.        "│ conv4_block4_add    │ (<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_out… │\n",

  4659.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  4660.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4661.        "│ conv4_block4_out    │ (<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_add… │\n",

  4662.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4663.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4664.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  4665.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4666.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4667.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  4668.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4669.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4670.        "│ 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",

  4671.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4672.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4673.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  4674.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4675.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4676.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  4677.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4678.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4679.        "│ conv4_block5_2_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_2_b… │\n",

  4680.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4681.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4682.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  4683.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4684.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4685.        "│ conv4_block5_3_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_block5_3_c… │\n",

  4686.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4687.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4688.        "│ conv4_block5_add    │ (<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_out… │\n",

  4689.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  4690.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4691.        "│ conv4_block5_out    │ (<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_add… │\n",

  4692.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4693.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4694.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  4695.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4696.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4697.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  4698.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4699.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4700.        "│ 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",

  4701.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4702.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4703.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  4704.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4705.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4706.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  4707.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4708.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4709.        "│ conv4_block6_2_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_2_b… │\n",

  4710.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  4711.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4712.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  4713.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4714.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4715.        "│ conv4_block6_3_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_block6_3_c… │\n",

  4716.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4717.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4718.        "│ conv4_block6_add    │ (<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_out… │\n",

  4719.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  4720.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4721.        "│ conv4_block6_out    │ (<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_add… │\n",

  4722.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  4723.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4724.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  4725.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4726.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4727.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  4728.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4729.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4730.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  4731.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4732.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4733.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  4734.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4735.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4736.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  4737.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4738.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4739.        "│ conv5_block1_2_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_2_b… │\n",

  4740.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4741.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4742.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  4743.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4744.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4745.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  4746.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4747.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4748.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  4749.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4750.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4751.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  4752.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4753.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4754.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  4755.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  4756.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4757.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  4758.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4759.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4760.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  4761.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4762.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4763.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  4764.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4765.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4766.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  4767.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4768.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4769.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  4770.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4771.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4772.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  4773.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4774.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4775.        "│ conv5_block2_2_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_block2_2_b… │\n",

  4776.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4777.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4778.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  4779.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4780.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4781.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  4782.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4783.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4784.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  4785.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  4786.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4787.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  4788.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4789.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4790.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  4791.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4792.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4793.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  4794.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4795.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4796.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  4797.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4798.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4799.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  4800.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  4801.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4802.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  4803.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  4804.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4805.        "│ conv5_block3_2_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_block3_2_b… │\n",

  4806.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  4807.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4808.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  4809.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4810.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4811.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  4812.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4813.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4814.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  4815.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  4816.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4817.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  4818.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  4819.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4820.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  4821.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  4822.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4823.        "│ dropout_6 (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  4824.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4825.        "│ dense_6 (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout_6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  4826.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4827.        "│ dropout_7 (<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> │ dense_6[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  4828.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4829.        "│ dense_7 (<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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_7[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  4830.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  4831.        "</pre>\n"

  4832.       ],

  4833.       "text/plain": [

  4834.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  4835.        "┃\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",

  4836.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  4837.        "│ input_layer_3       │ (\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",

  4838.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  4839.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4840.        "│ conv1_pad           │ (\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_3[\u001b[38;5;34m0\u001b[0m]… │\n",

  4841.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  4842.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4843.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  4844.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4845.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4846.        "│ 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",

  4847.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4848.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4849.        "│ 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",

  4850.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4851.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4852.        "│ pool1_pad           │ (\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",

  4853.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4854.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4855.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  4856.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4857.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4858.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  4859.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4860.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4861.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  4862.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4863.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4864.        "│ 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",

  4865.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4866.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4867.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  4868.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4869.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4870.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  4871.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4872.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4873.        "│ conv2_block1_2_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_2_b… │\n",

  4874.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4875.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4876.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  4877.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4878.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4879.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  4880.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4881.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4882.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  4883.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4884.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4885.        "│ conv2_block1_3_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_block1_3_c… │\n",

  4886.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4887.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4888.        "│ conv2_block1_add    │ (\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",

  4889.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  4890.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4891.        "│ conv2_block1_out    │ (\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_add… │\n",

  4892.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4893.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4894.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  4895.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4896.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4897.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  4898.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4899.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4900.        "│ 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",

  4901.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4902.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4903.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  4904.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4905.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4906.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  4907.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4908.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4909.        "│ conv2_block2_2_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_2_b… │\n",

  4910.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4911.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4912.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  4913.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4914.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4915.        "│ conv2_block2_3_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_block2_3_c… │\n",

  4916.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4917.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4918.        "│ conv2_block2_add    │ (\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_out… │\n",

  4919.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  4920.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4921.        "│ conv2_block2_out    │ (\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_add… │\n",

  4922.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4923.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4924.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  4925.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4926.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4927.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  4928.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4929.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4930.        "│ 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",

  4931.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4932.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4933.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  4934.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4935.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4936.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  4937.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4938.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4939.        "│ conv2_block3_2_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_2_b… │\n",

  4940.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  4941.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4942.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  4943.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4944.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4945.        "│ conv2_block3_3_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_block3_3_c… │\n",

  4946.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4947.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4948.        "│ conv2_block3_add    │ (\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_out… │\n",

  4949.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  4950.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4951.        "│ conv2_block3_out    │ (\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_add… │\n",

  4952.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  4953.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4954.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  4955.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4956.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4957.        "│ 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",

  4958.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4959.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4960.        "│ 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",

  4961.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4962.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4963.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  4964.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4965.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4966.        "│ conv3_block1_2_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_2_c… │\n",

  4967.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4968.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4969.        "│ conv3_block1_2_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_2_b… │\n",

  4970.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4971.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4972.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  4973.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  4974.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4975.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  4976.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  4977.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4978.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  4979.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  4980.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4981.        "│ conv3_block1_3_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_block1_3_c… │\n",

  4982.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  4983.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4984.        "│ conv3_block1_add    │ (\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",

  4985.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  4986.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4987.        "│ conv3_block1_out    │ (\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_add… │\n",

  4988.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  4989.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4990.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  4991.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4992.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4993.        "│ 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",

  4994.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4995.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4996.        "│ 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",

  4997.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  4998.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  4999.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  5000.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5001.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5002.        "│ conv3_block2_2_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_2_c… │\n",

  5003.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5004.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5005.        "│ conv3_block2_2_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_2_b… │\n",

  5006.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5007.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5008.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  5009.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5010.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5011.        "│ conv3_block2_3_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_block2_3_c… │\n",

  5012.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5013.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5014.        "│ conv3_block2_add    │ (\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_out… │\n",

  5015.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  5016.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5017.        "│ conv3_block2_out    │ (\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_add… │\n",

  5018.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5019.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5020.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  5021.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5022.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5023.        "│ 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",

  5024.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5025.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5026.        "│ 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",

  5027.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5028.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5029.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  5030.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5031.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5032.        "│ conv3_block3_2_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_2_c… │\n",

  5033.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5034.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5035.        "│ conv3_block3_2_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_2_b… │\n",

  5036.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5037.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5038.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  5039.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5040.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5041.        "│ conv3_block3_3_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_block3_3_c… │\n",

  5042.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5043.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5044.        "│ conv3_block3_add    │ (\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_out… │\n",

  5045.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  5046.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5047.        "│ conv3_block3_out    │ (\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_add… │\n",

  5048.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5049.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5050.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  5051.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5052.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5053.        "│ 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",

  5054.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5055.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5056.        "│ 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",

  5057.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5058.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5059.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  5060.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5061.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5062.        "│ conv3_block4_2_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_2_c… │\n",

  5063.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5064.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5065.        "│ conv3_block4_2_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_2_b… │\n",

  5066.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  5067.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5068.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  5069.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5070.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5071.        "│ conv3_block4_3_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_block4_3_c… │\n",

  5072.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5073.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5074.        "│ conv3_block4_add    │ (\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_out… │\n",

  5075.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  5076.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5077.        "│ conv3_block4_out    │ (\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_add… │\n",

  5078.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  5079.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5080.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  5081.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5082.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5083.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  5084.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5085.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5086.        "│ 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",

  5087.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5088.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5089.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  5090.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5091.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5092.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  5093.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5094.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5095.        "│ conv4_block1_2_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_2_b… │\n",

  5096.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5097.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5098.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  5099.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5100.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5101.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  5102.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5103.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5104.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  5105.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5106.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5107.        "│ conv4_block1_3_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_block1_3_c… │\n",

  5108.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5109.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5110.        "│ conv4_block1_add    │ (\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",

  5111.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  5112.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5113.        "│ conv4_block1_out    │ (\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_add… │\n",

  5114.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5115.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5116.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  5117.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5118.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5119.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  5120.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5121.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5122.        "│ 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",

  5123.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5124.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5125.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  5126.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5127.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5128.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  5129.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5130.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5131.        "│ conv4_block2_2_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_2_b… │\n",

  5132.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5133.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5134.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  5135.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5136.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5137.        "│ conv4_block2_3_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_block2_3_c… │\n",

  5138.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5139.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5140.        "│ conv4_block2_add    │ (\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_out… │\n",

  5141.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  5142.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5143.        "│ conv4_block2_out    │ (\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_add… │\n",

  5144.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5145.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5146.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  5147.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5148.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5149.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  5150.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5151.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5152.        "│ 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",

  5153.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5154.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5155.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  5156.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5157.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5158.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  5159.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5160.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5161.        "│ conv4_block3_2_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_2_b… │\n",

  5162.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5163.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5164.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  5165.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5166.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5167.        "│ conv4_block3_3_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_block3_3_c… │\n",

  5168.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5169.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5170.        "│ conv4_block3_add    │ (\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_out… │\n",

  5171.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  5172.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5173.        "│ conv4_block3_out    │ (\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_add… │\n",

  5174.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5175.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5176.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  5177.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5178.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5179.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  5180.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5181.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5182.        "│ 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",

  5183.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5184.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5185.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  5186.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5187.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5188.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  5189.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5190.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5191.        "│ conv4_block4_2_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_2_b… │\n",

  5192.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5193.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5194.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  5195.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5196.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5197.        "│ conv4_block4_3_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_block4_3_c… │\n",

  5198.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5199.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5200.        "│ conv4_block4_add    │ (\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_out… │\n",

  5201.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  5202.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5203.        "│ conv4_block4_out    │ (\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_add… │\n",

  5204.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5205.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5206.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  5207.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5208.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5209.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  5210.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5211.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5212.        "│ 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",

  5213.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5214.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5215.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  5216.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5217.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5218.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  5219.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5220.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5221.        "│ conv4_block5_2_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_2_b… │\n",

  5222.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5223.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5224.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  5225.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5226.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5227.        "│ conv4_block5_3_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_block5_3_c… │\n",

  5228.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5229.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5230.        "│ conv4_block5_add    │ (\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_out… │\n",

  5231.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  5232.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5233.        "│ conv4_block5_out    │ (\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_add… │\n",

  5234.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5235.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5236.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  5237.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5238.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5239.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  5240.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5241.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5242.        "│ 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",

  5243.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5244.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5245.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  5246.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5247.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5248.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  5249.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5250.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5251.        "│ conv4_block6_2_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_2_b… │\n",

  5252.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  5253.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5254.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  5255.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5256.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5257.        "│ conv4_block6_3_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_block6_3_c… │\n",

  5258.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5259.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5260.        "│ conv4_block6_add    │ (\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_out… │\n",

  5261.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  5262.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5263.        "│ conv4_block6_out    │ (\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_add… │\n",

  5264.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  5265.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5266.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  5267.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5268.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5269.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  5270.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5271.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5272.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  5273.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5274.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5275.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  5276.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5277.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5278.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  5279.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5280.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5281.        "│ conv5_block1_2_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_2_b… │\n",

  5282.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5283.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5284.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  5285.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5286.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5287.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  5288.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5289.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5290.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  5291.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5292.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5293.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  5294.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5295.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5296.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  5297.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  5298.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5299.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  5300.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5301.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5302.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  5303.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5304.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5305.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  5306.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5307.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5308.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  5309.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5310.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5311.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  5312.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5313.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5314.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  5315.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5316.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5317.        "│ conv5_block2_2_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_block2_2_b… │\n",

  5318.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5319.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5320.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  5321.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5322.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5323.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  5324.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5325.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5326.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  5327.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  5328.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5329.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  5330.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5331.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5332.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  5333.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5334.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5335.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  5336.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5337.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5338.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  5339.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5340.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5341.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  5342.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  5343.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5344.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  5345.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  5346.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5347.        "│ conv5_block3_2_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_block3_2_b… │\n",

  5348.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  5349.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5350.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  5351.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5352.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5353.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  5354.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5355.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5356.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  5357.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  5358.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5359.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  5360.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  5361.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5362.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  5363.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  5364.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5365.        "│ dropout_6 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  5366.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5367.        "│ dense_6 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  5368.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5369.        "│ dropout_7 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ dense_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  5370.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5371.        "│ dense_7 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  5372.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  5373.       ]

  5374.      },

  5375.      "metadata": {},

  5376.      "output_type": "display_data"

  5377.     },

  5378.     {

  5379.      "data": {

  5380.       "text/html": [

  5381.        "<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\">76,991,401</span> (293.70 MB)\n",

  5382.        "</pre>\n"

  5383.       ],

  5384.       "text/plain": [

  5385.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m76,991,401\u001b[0m (293.70 MB)\n"

  5386.       ]

  5387.      },

  5388.      "metadata": {},

  5389.      "output_type": "display_data"

  5390.     },

  5391.     {

  5392.      "data": {

  5393.       "text/html": [

  5394.        "<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\">25,646,093</span> (97.83 MB)\n",

  5395.        "</pre>\n"

  5396.       ],

  5397.       "text/plain": [

  5398.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m25,646,093\u001b[0m (97.83 MB)\n"

  5399.       ]

  5400.      },

  5401.      "metadata": {},

  5402.      "output_type": "display_data"

  5403.     },

  5404.     {

  5405.      "data": {

  5406.       "text/html": [

  5407.        "<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\">53,120</span> (207.50 KB)\n",

  5408.        "</pre>\n"

  5409.       ],

  5410.       "text/plain": [

  5411.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m53,120\u001b[0m (207.50 KB)\n"

  5412.       ]

  5413.      },

  5414.      "metadata": {},

  5415.      "output_type": "display_data"

  5416.     },

  5417.     {

  5418.      "data": {

  5419.       "text/html": [

  5420.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">51,292,188</span> (195.66 MB)\n",

  5421.        "</pre>\n"

  5422.       ],

  5423.       "text/plain": [

  5424.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m51,292,188\u001b[0m (195.66 MB)\n"

  5425.       ]

  5426.      },

  5427.      "metadata": {},

  5428.      "output_type": "display_data"

  5429.     },

  5430.     {

  5431.      "data": {

  5432.       "image/png": 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",

  5433.       "text/plain": [

  5434.        "<Figure size 1600x400 with 2 Axes>"

  5435.       ]

  5436.      },

  5437.      "metadata": {},

  5438.      "output_type": "display_data"

  5439.     }

  5440.    ],

  5441.    "source": [

  5442.     "import tensorflow as tf\n",

  5443.     "from tensorflow.keras.applications import ResNet50\n",

  5444.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  5445.     "from tensorflow.keras.models import Model\n",

  5446.     "from tensorflow.keras.optimizers import Adam\n",

  5447.     "from tensorflow.keras.regularizers import l2\n",

  5448.     "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",

  5449.     "\n",

  5450.     "# Define paths to directories\n",

  5451.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  5452.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  5453.     "\n",

  5454.     "# Create Dataset from directories\n",

  5455.     "def create_dataset(directory, batch_size):\n",

  5456.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  5457.     "        directory,\n",

  5458.     "        image_size=(224, 224),\n",

  5459.     "        batch_size=batch_size,\n",

  5460.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  5461.     "        shuffle=True\n",

  5462.     "    )\n",

  5463.     "    return dataset\n",

  5464.     "\n",

  5465.     "# Load data from directories\n",

  5466.     "batch_size = 32\n",

  5467.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  5468.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  5469.     "\n",

  5470.     "# Build ResNet50 Model\n",

  5471.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  5472.     "x = base_model.output\n",

  5473.     "x = GlobalAveragePooling2D()(x)\n",

  5474.     "x = Dropout(0.7)(x)  # Increase dropout rate (prevent the model from becoming too dependent on specific neurons)\n",

  5475.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  5476.     "x = Dropout(0.7)(x)  # Another dropout layer\n",

  5477.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.001))(x)\n",

  5478.     "\n",

  5479.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  5480.     "\n",

  5481.     "# Unfreeze the last few layers\n",

  5482.     "for layer in base_model.layers[-15:]:\n",

  5483.     "    layer.trainable = True\n",

  5484.     "\n",

  5485.     "# Compile the model\n",

  5486.     "model.compile(optimizer=Adam(learning_rate=1e-5),\n",

  5487.     "              loss='categorical_crossentropy',\n",

  5488.     "              metrics=['accuracy'])\n",

  5489.     "\n",

  5490.     "early_stopping = EarlyStopping(\n",

  5491.     "    monitor='val_loss',  # Monitor validation loss\n",

  5492.     "    patience=5,          # Number of epochs to wait after no improvement\n",

  5493.     "    restore_best_weights=True  # Restore the model weights from the epoch with the best value of the monitored quantity\n",

  5494.     ")\n",

  5495.     "\n",

  5496.     "# Define learning rate scheduler callback\n",

  5497.     "reduce_lr = ReduceLROnPlateau(\n",

  5498.     "    monitor='val_loss',   # Monitor validation loss\n",

  5499.     "    factor=0.2,           # Reduce learning rate by a factor of 0.2\n",

  5500.     "    patience=2,           # Wait for 2 epochs before reducing learning rate\n",

  5501.     "    min_lr=1e-6           # Set a lower bound on the learning rate\n",

  5502.     ")\n",

  5503.     "\n",

  5504.     "# Train the model\n",

  5505.     "history = model.fit(\n",

  5506.     "    train_dataset,\n",

  5507.     "    epochs=50, # increased\n",

  5508.     "    validation_data=validation_dataset,\n",

  5509.     "    callbacks=[reduce_lr, early_stopping] \n",

  5510.     ")\n",

  5511.     "\n",

  5512.     "# Save the model\n",

  5513.     "model.save('resnet50_model_callbacks.h5')\n",

  5514.     "\n",

  5515.     "# Print a summary of the model\n",

  5516.     "model.summary()\n",

  5517.     "\n",

  5518.     "plot_training_history(history)"

  5519.    ]

  5520.   },

  5521.   {

  5522.    "cell_type": "code",

  5523.    "execution_count": null,

  5524.    "metadata": {},

  5525.    "outputs": [],

  5526.    "source": [

  5527.     "# still overfitting"

  5528.    ]

  5529.   },

  5530.   {

  5531.    "cell_type": "code",

  5532.    "execution_count": 11,

  5533.    "metadata": {},

  5534.    "outputs": [

  5535.     {

  5536.      "name": "stdout",

  5537.      "output_type": "stream",

  5538.      "text": [

  5539.       "Found 12616 files belonging to 13 classes.\n",

  5540.       "Found 163 files belonging to 13 classes.\n",

  5541.       "Epoch 1/50\n",

  5542.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2419s\u001b[0m 6s/step - accuracy: 0.0895 - loss: 5.9557 - val_accuracy: 0.3681 - val_loss: 3.9445 - learning_rate: 1.0000e-05\n",

  5543.       "Epoch 2/50\n",

  5544.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2847s\u001b[0m 7s/step - accuracy: 0.1300 - loss: 4.2574 - val_accuracy: 0.4847 - val_loss: 3.6492 - learning_rate: 1.0000e-05\n",

  5545.       "Epoch 3/50\n",

  5546.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3029s\u001b[0m 8s/step - accuracy: 0.2274 - loss: 3.9431 - val_accuracy: 0.6810 - val_loss: 3.2664 - learning_rate: 1.0000e-05\n",

  5547.       "Epoch 4/50\n",

  5548.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2523s\u001b[0m 6s/step - accuracy: 0.3468 - loss: 3.5952 - val_accuracy: 0.7669 - val_loss: 2.7019 - learning_rate: 1.0000e-05\n",

  5549.       "Epoch 5/50\n",

  5550.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2326s\u001b[0m 6s/step - accuracy: 0.5146 - loss: 3.1105 - val_accuracy: 0.8098 - val_loss: 2.3150 - learning_rate: 1.0000e-05\n",

  5551.       "Epoch 6/50\n",

  5552.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2324s\u001b[0m 6s/step - accuracy: 0.6332 - loss: 2.7240 - val_accuracy: 0.8160 - val_loss: 2.2134 - learning_rate: 1.0000e-05\n",

  5553.       "Epoch 7/50\n",

  5554.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2486s\u001b[0m 6s/step - accuracy: 0.7234 - loss: 2.4544 - val_accuracy: 0.7914 - val_loss: 2.1802 - learning_rate: 1.0000e-05\n",

  5555.       "Epoch 8/50\n",

  5556.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2614s\u001b[0m 7s/step - accuracy: 0.7849 - loss: 2.2563 - val_accuracy: 0.8160 - val_loss: 2.1226 - learning_rate: 1.0000e-05\n",

  5557.       "Epoch 9/50\n",

  5558.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2559s\u001b[0m 6s/step - accuracy: 0.8294 - loss: 2.1003 - val_accuracy: 0.8160 - val_loss: 2.1482 - learning_rate: 1.0000e-05\n",

  5559.       "Epoch 10/50\n",

  5560.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2716s\u001b[0m 7s/step - accuracy: 0.8710 - loss: 1.9747 - val_accuracy: 0.8160 - val_loss: 2.0813 - learning_rate: 1.0000e-05\n",

  5561.       "Epoch 11/50\n",

  5562.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2869s\u001b[0m 7s/step - accuracy: 0.8944 - loss: 1.8837 - val_accuracy: 0.8098 - val_loss: 2.1260 - learning_rate: 1.0000e-05\n",

  5563.       "Epoch 12/50\n",

  5564.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52594s\u001b[0m 133s/step - accuracy: 0.9208 - loss: 1.8007 - val_accuracy: 0.8344 - val_loss: 2.1226 - learning_rate: 1.0000e-05\n",

  5565.       "Epoch 13/50\n",

  5566.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2540s\u001b[0m 6s/step - accuracy: 0.9368 - loss: 1.7383 - val_accuracy: 0.8098 - val_loss: 2.1513 - learning_rate: 2.0000e-06\n",

  5567.       "Epoch 14/50\n",

  5568.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5267s\u001b[0m 13s/step - accuracy: 0.9412 - loss: 1.7229 - val_accuracy: 0.8037 - val_loss: 2.1792 - learning_rate: 2.0000e-06\n",

  5569.       "Epoch 15/50\n",

  5570.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3153s\u001b[0m 8s/step - accuracy: 0.9507 - loss: 1.6911 - val_accuracy: 0.8037 - val_loss: 2.1759 - learning_rate: 1.0000e-06\n"

  5571.      ]

  5572.     },

  5573.     {

  5574.      "name": "stderr",

  5575.      "output_type": "stream",

  5576.      "text": [

  5577.       "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"

  5578.      ]

  5579.     },

  5580.     {

  5581.      "data": {

  5582.       "text/html": [

  5583.        "<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_9\"</span>\n",

  5584.        "</pre>\n"

  5585.       ],

  5586.       "text/plain": [

  5587.        "\u001b[1mModel: \"functional_9\"\u001b[0m\n"

  5588.       ]

  5589.      },

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  5595.       "text/html": [

  5596.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  5597.        "┃<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",

  5598.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  5599.        "│ input_layer_4       │ (<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",

  5600.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  5601.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5602.        "│ conv1_pad           │ (<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_4[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",

  5603.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  5604.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5605.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  5606.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5607.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5608.        "│ 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",

  5609.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5610.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5611.        "│ 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",

  5612.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5613.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5614.        "│ pool1_pad           │ (<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",

  5615.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5616.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5617.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  5618.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5619.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5620.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  5621.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5622.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5623.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  5624.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5625.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5626.        "│ 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",

  5627.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5628.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5629.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  5630.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5631.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5632.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  5633.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5634.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5635.        "│ conv2_block1_2_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_2_b… │\n",

  5636.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5637.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5638.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  5639.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5640.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5641.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  5642.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5643.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5644.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  5645.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5646.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5647.        "│ conv2_block1_3_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_block1_3_c… │\n",

  5648.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5649.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5650.        "│ conv2_block1_add    │ (<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",

  5651.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  5652.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5653.        "│ conv2_block1_out    │ (<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_add… │\n",

  5654.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5655.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5656.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  5657.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5658.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5659.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  5660.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5661.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5662.        "│ 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",

  5663.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5664.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5665.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  5666.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5667.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5668.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  5669.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5670.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5671.        "│ conv2_block2_2_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_2_b… │\n",

  5672.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5673.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5674.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  5675.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5676.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5677.        "│ conv2_block2_3_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_block2_3_c… │\n",

  5678.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5679.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5680.        "│ conv2_block2_add    │ (<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_out… │\n",

  5681.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  5682.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5683.        "│ conv2_block2_out    │ (<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_add… │\n",

  5684.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5685.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5686.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  5687.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5688.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5689.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  5690.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5691.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5692.        "│ 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",

  5693.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5694.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5695.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  5696.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5697.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5698.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  5699.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5700.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5701.        "│ conv2_block3_2_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_2_b… │\n",

  5702.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  5703.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5704.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  5705.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5706.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5707.        "│ conv2_block3_3_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_block3_3_c… │\n",

  5708.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5709.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5710.        "│ conv2_block3_add    │ (<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_out… │\n",

  5711.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  5712.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5713.        "│ conv2_block3_out    │ (<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_add… │\n",

  5714.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5715.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5716.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  5717.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5718.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5719.        "│ 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",

  5720.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5721.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5722.        "│ 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",

  5723.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5724.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5725.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  5726.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5727.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5728.        "│ conv3_block1_2_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_2_c… │\n",

  5729.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5730.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5731.        "│ conv3_block1_2_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_2_b… │\n",

  5732.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5733.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5734.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  5735.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5736.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5737.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  5738.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5739.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5740.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  5741.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5742.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5743.        "│ conv3_block1_3_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_block1_3_c… │\n",

  5744.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5745.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5746.        "│ conv3_block1_add    │ (<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",

  5747.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  5748.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5749.        "│ conv3_block1_out    │ (<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_add… │\n",

  5750.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5751.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5752.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  5753.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5754.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5755.        "│ 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",

  5756.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5757.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5758.        "│ 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",

  5759.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5760.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5761.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  5762.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5763.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5764.        "│ conv3_block2_2_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_2_c… │\n",

  5765.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5766.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5767.        "│ conv3_block2_2_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_2_b… │\n",

  5768.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5769.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5770.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  5771.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5772.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5773.        "│ conv3_block2_3_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_block2_3_c… │\n",

  5774.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5775.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5776.        "│ conv3_block2_add    │ (<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_out… │\n",

  5777.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  5778.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5779.        "│ conv3_block2_out    │ (<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_add… │\n",

  5780.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5781.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5782.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  5783.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5784.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5785.        "│ 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",

  5786.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5787.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5788.        "│ 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",

  5789.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5790.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5791.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  5792.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5793.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5794.        "│ conv3_block3_2_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_2_c… │\n",

  5795.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5796.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5797.        "│ conv3_block3_2_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_2_b… │\n",

  5798.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5799.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5800.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  5801.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5802.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5803.        "│ conv3_block3_3_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_block3_3_c… │\n",

  5804.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5805.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5806.        "│ conv3_block3_add    │ (<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_out… │\n",

  5807.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  5808.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5809.        "│ conv3_block3_out    │ (<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_add… │\n",

  5810.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5811.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5812.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  5813.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5814.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5815.        "│ 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",

  5816.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5817.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5818.        "│ 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",

  5819.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5820.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5821.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  5822.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5823.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5824.        "│ conv3_block4_2_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_2_c… │\n",

  5825.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5826.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5827.        "│ conv3_block4_2_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_2_b… │\n",

  5828.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  5829.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5830.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  5831.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5832.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5833.        "│ conv3_block4_3_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_block4_3_c… │\n",

  5834.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5835.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5836.        "│ conv3_block4_add    │ (<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_out… │\n",

  5837.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  5838.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5839.        "│ conv3_block4_out    │ (<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_add… │\n",

  5840.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  5841.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5842.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  5843.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5844.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5845.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  5846.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5847.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5848.        "│ 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",

  5849.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5850.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5851.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  5852.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5853.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5854.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  5855.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5856.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5857.        "│ conv4_block1_2_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_2_b… │\n",

  5858.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5859.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5860.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  5861.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5862.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5863.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  5864.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5865.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5866.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  5867.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5868.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5869.        "│ conv4_block1_3_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_block1_3_c… │\n",

  5870.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5871.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5872.        "│ conv4_block1_add    │ (<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",

  5873.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  5874.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5875.        "│ conv4_block1_out    │ (<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_add… │\n",

  5876.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5877.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5878.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  5879.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5880.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5881.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  5882.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5883.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5884.        "│ 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",

  5885.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5886.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5887.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  5888.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5889.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5890.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  5891.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5892.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5893.        "│ conv4_block2_2_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_2_b… │\n",

  5894.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5895.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5896.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  5897.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5898.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5899.        "│ conv4_block2_3_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_block2_3_c… │\n",

  5900.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5901.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5902.        "│ conv4_block2_add    │ (<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_out… │\n",

  5903.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  5904.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5905.        "│ conv4_block2_out    │ (<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_add… │\n",

  5906.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5907.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5908.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  5909.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5910.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5911.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  5912.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5913.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5914.        "│ 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",

  5915.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5916.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5917.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  5918.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5919.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5920.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  5921.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5922.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5923.        "│ conv4_block3_2_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_2_b… │\n",

  5924.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5925.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5926.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  5927.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5928.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5929.        "│ conv4_block3_3_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_block3_3_c… │\n",

  5930.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5931.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5932.        "│ conv4_block3_add    │ (<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_out… │\n",

  5933.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  5934.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5935.        "│ conv4_block3_out    │ (<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_add… │\n",

  5936.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5937.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5938.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  5939.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5940.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5941.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  5942.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5943.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5944.        "│ 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",

  5945.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5946.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5947.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  5948.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5949.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5950.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  5951.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5952.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5953.        "│ conv4_block4_2_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_2_b… │\n",

  5954.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5955.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5956.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  5957.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5958.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5959.        "│ conv4_block4_3_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_block4_3_c… │\n",

  5960.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5961.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5962.        "│ conv4_block4_add    │ (<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_out… │\n",

  5963.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  5964.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5965.        "│ conv4_block4_out    │ (<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_add… │\n",

  5966.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5967.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5968.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  5969.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5970.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5971.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  5972.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5973.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5974.        "│ 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",

  5975.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5976.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5977.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  5978.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5979.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5980.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  5981.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5982.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5983.        "│ conv4_block5_2_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_2_b… │\n",

  5984.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  5985.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5986.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  5987.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5988.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5989.        "│ conv4_block5_3_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_block5_3_c… │\n",

  5990.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5991.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5992.        "│ conv4_block5_add    │ (<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_out… │\n",

  5993.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  5994.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5995.        "│ conv4_block5_out    │ (<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_add… │\n",

  5996.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  5997.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  5998.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  5999.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6000.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6001.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  6002.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6003.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6004.        "│ 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",

  6005.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6006.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6007.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  6008.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6009.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6010.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  6011.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6012.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6013.        "│ conv4_block6_2_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_2_b… │\n",

  6014.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  6015.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6016.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  6017.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  6018.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6019.        "│ conv4_block6_3_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_block6_3_c… │\n",

  6020.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  6021.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6022.        "│ conv4_block6_add    │ (<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_out… │\n",

  6023.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  6024.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6025.        "│ conv4_block6_out    │ (<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_add… │\n",

  6026.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  6027.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6028.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  6029.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6030.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6031.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  6032.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6033.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6034.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  6035.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6036.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6037.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  6038.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6039.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6040.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  6041.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6042.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6043.        "│ conv5_block1_2_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_2_b… │\n",

  6044.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6045.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6046.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  6047.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6048.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6049.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  6050.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6051.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6052.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  6053.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6054.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6055.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  6056.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6057.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6058.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  6059.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  6060.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6061.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  6062.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6063.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6064.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  6065.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6066.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6067.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  6068.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6069.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6070.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  6071.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6072.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6073.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  6074.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6075.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6076.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  6077.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6078.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6079.        "│ conv5_block2_2_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_block2_2_b… │\n",

  6080.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6081.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6082.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  6083.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6084.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6085.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  6086.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6087.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6088.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  6089.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  6090.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6091.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  6092.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6093.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6094.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  6095.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6096.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6097.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  6098.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6099.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6100.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  6101.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6102.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6103.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  6104.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  6105.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6106.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  6107.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  6108.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6109.        "│ conv5_block3_2_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_block3_2_b… │\n",

  6110.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  6111.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6112.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  6113.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6114.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6115.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  6116.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6117.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6118.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  6119.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  6120.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6121.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  6122.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  6123.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6124.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  6125.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  6126.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6127.        "│ dropout_8 (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  6128.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6129.        "│ dense_8 (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout_8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  6130.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6131.        "│ dropout_9 (<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> │ dense_8[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  6132.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6133.        "│ dense_9 (<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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_9[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  6134.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  6135.        "</pre>\n"

  6136.       ],

  6137.       "text/plain": [

  6138.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  6139.        "┃\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",

  6140.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  6141.        "│ input_layer_4       │ (\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",

  6142.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  6143.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6144.        "│ conv1_pad           │ (\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_4[\u001b[38;5;34m0\u001b[0m]… │\n",

  6145.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  6146.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6147.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  6148.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6149.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6150.        "│ 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",

  6151.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6152.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6153.        "│ 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",

  6154.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6155.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6156.        "│ pool1_pad           │ (\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",

  6157.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6158.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6159.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  6160.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6161.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6162.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  6163.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6164.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6165.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  6166.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6167.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6168.        "│ 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",

  6169.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6170.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6171.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  6172.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6173.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6174.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  6175.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6176.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6177.        "│ conv2_block1_2_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_2_b… │\n",

  6178.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6179.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6180.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  6181.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6182.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6183.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  6184.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6185.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6186.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  6187.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6188.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6189.        "│ conv2_block1_3_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_block1_3_c… │\n",

  6190.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6191.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6192.        "│ conv2_block1_add    │ (\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",

  6193.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  6194.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6195.        "│ conv2_block1_out    │ (\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_add… │\n",

  6196.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6197.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6198.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  6199.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6200.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6201.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  6202.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6203.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6204.        "│ 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",

  6205.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6206.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6207.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  6208.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6209.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6210.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  6211.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6212.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6213.        "│ conv2_block2_2_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_2_b… │\n",

  6214.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6215.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6216.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  6217.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6218.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6219.        "│ conv2_block2_3_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_block2_3_c… │\n",

  6220.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6221.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6222.        "│ conv2_block2_add    │ (\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_out… │\n",

  6223.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  6224.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6225.        "│ conv2_block2_out    │ (\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_add… │\n",

  6226.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6227.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6228.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  6229.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6230.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6231.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  6232.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6233.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6234.        "│ 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",

  6235.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6236.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6237.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  6238.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6239.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6240.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  6241.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6242.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6243.        "│ conv2_block3_2_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_2_b… │\n",

  6244.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  6245.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6246.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  6247.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6248.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6249.        "│ conv2_block3_3_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_block3_3_c… │\n",

  6250.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6251.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6252.        "│ conv2_block3_add    │ (\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_out… │\n",

  6253.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  6254.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6255.        "│ conv2_block3_out    │ (\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_add… │\n",

  6256.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6257.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6258.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  6259.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6260.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6261.        "│ 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",

  6262.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6263.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6264.        "│ 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",

  6265.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6266.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6267.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  6268.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6269.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6270.        "│ conv3_block1_2_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_2_c… │\n",

  6271.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6272.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6273.        "│ conv3_block1_2_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_2_b… │\n",

  6274.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6275.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6276.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  6277.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6278.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6279.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  6280.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6281.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6282.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  6283.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6284.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6285.        "│ conv3_block1_3_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_block1_3_c… │\n",

  6286.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6287.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6288.        "│ conv3_block1_add    │ (\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",

  6289.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  6290.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6291.        "│ conv3_block1_out    │ (\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_add… │\n",

  6292.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6293.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6294.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  6295.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6296.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6297.        "│ 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",

  6298.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6299.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6300.        "│ 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",

  6301.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6302.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6303.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  6304.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6305.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6306.        "│ conv3_block2_2_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_2_c… │\n",

  6307.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6308.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6309.        "│ conv3_block2_2_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_2_b… │\n",

  6310.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6311.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6312.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  6313.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6314.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6315.        "│ conv3_block2_3_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_block2_3_c… │\n",

  6316.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6317.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6318.        "│ conv3_block2_add    │ (\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_out… │\n",

  6319.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  6320.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6321.        "│ conv3_block2_out    │ (\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_add… │\n",

  6322.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6323.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6324.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  6325.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6326.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6327.        "│ 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",

  6328.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6329.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6330.        "│ 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",

  6331.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6332.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6333.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  6334.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6335.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6336.        "│ conv3_block3_2_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_2_c… │\n",

  6337.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6338.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6339.        "│ conv3_block3_2_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_2_b… │\n",

  6340.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6341.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6342.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  6343.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6344.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6345.        "│ conv3_block3_3_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_block3_3_c… │\n",

  6346.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6347.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6348.        "│ conv3_block3_add    │ (\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_out… │\n",

  6349.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  6350.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6351.        "│ conv3_block3_out    │ (\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_add… │\n",

  6352.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6353.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6354.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  6355.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6356.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6357.        "│ 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",

  6358.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6359.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6360.        "│ 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",

  6361.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6362.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6363.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  6364.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6365.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6366.        "│ conv3_block4_2_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_2_c… │\n",

  6367.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6368.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6369.        "│ conv3_block4_2_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_2_b… │\n",

  6370.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  6371.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6372.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  6373.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6374.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6375.        "│ conv3_block4_3_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_block4_3_c… │\n",

  6376.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6377.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6378.        "│ conv3_block4_add    │ (\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_out… │\n",

  6379.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  6380.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6381.        "│ conv3_block4_out    │ (\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_add… │\n",

  6382.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  6383.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6384.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  6385.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6386.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6387.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  6388.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6389.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6390.        "│ 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",

  6391.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6392.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6393.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  6394.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6395.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6396.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  6397.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6398.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6399.        "│ conv4_block1_2_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_2_b… │\n",

  6400.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6401.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6402.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  6403.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6404.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6405.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  6406.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6407.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6408.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  6409.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6410.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6411.        "│ conv4_block1_3_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_block1_3_c… │\n",

  6412.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6413.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6414.        "│ conv4_block1_add    │ (\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",

  6415.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  6416.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6417.        "│ conv4_block1_out    │ (\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_add… │\n",

  6418.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6419.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6420.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  6421.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6422.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6423.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  6424.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6425.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6426.        "│ 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",

  6427.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6428.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6429.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  6430.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6431.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6432.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  6433.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6434.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6435.        "│ conv4_block2_2_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_2_b… │\n",

  6436.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6437.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6438.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  6439.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6440.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6441.        "│ conv4_block2_3_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_block2_3_c… │\n",

  6442.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6443.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6444.        "│ conv4_block2_add    │ (\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_out… │\n",

  6445.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  6446.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6447.        "│ conv4_block2_out    │ (\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_add… │\n",

  6448.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6449.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6450.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  6451.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6452.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6453.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  6454.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6455.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6456.        "│ 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",

  6457.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6458.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6459.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  6460.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6461.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6462.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  6463.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6464.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6465.        "│ conv4_block3_2_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_2_b… │\n",

  6466.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6467.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6468.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  6469.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6470.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6471.        "│ conv4_block3_3_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_block3_3_c… │\n",

  6472.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6473.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6474.        "│ conv4_block3_add    │ (\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_out… │\n",

  6475.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  6476.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6477.        "│ conv4_block3_out    │ (\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_add… │\n",

  6478.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6479.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6480.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  6481.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6482.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6483.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  6484.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6485.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6486.        "│ 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",

  6487.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6488.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6489.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  6490.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6491.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6492.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  6493.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6494.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6495.        "│ conv4_block4_2_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_2_b… │\n",

  6496.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6497.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6498.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  6499.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6500.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6501.        "│ conv4_block4_3_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_block4_3_c… │\n",

  6502.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6503.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6504.        "│ conv4_block4_add    │ (\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_out… │\n",

  6505.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  6506.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6507.        "│ conv4_block4_out    │ (\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_add… │\n",

  6508.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6509.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6510.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  6511.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6512.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6513.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  6514.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6515.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6516.        "│ 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",

  6517.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6518.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6519.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  6520.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6521.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6522.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  6523.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6524.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6525.        "│ conv4_block5_2_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_2_b… │\n",

  6526.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6527.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6528.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  6529.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6530.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6531.        "│ conv4_block5_3_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_block5_3_c… │\n",

  6532.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6533.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6534.        "│ conv4_block5_add    │ (\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_out… │\n",

  6535.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  6536.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6537.        "│ conv4_block5_out    │ (\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_add… │\n",

  6538.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6539.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6540.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  6541.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6542.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6543.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  6544.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6545.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6546.        "│ 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",

  6547.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6548.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6549.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  6550.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6551.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6552.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  6553.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6554.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6555.        "│ conv4_block6_2_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_2_b… │\n",

  6556.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  6557.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6558.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  6559.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6560.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6561.        "│ conv4_block6_3_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_block6_3_c… │\n",

  6562.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6563.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6564.        "│ conv4_block6_add    │ (\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_out… │\n",

  6565.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  6566.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6567.        "│ conv4_block6_out    │ (\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_add… │\n",

  6568.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  6569.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6570.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  6571.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6572.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6573.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  6574.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6575.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6576.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  6577.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6578.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6579.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  6580.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6581.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6582.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  6583.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6584.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6585.        "│ conv5_block1_2_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_2_b… │\n",

  6586.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6587.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6588.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  6589.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6590.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6591.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  6592.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6593.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6594.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  6595.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6596.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6597.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  6598.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6599.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6600.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  6601.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  6602.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6603.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  6604.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6605.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6606.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  6607.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6608.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6609.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  6610.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6611.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6612.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  6613.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6614.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6615.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  6616.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6617.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6618.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  6619.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6620.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6621.        "│ conv5_block2_2_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_block2_2_b… │\n",

  6622.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6623.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6624.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  6625.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6626.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6627.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  6628.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6629.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6630.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  6631.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  6632.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6633.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  6634.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6635.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6636.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  6637.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6638.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6639.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  6640.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6641.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6642.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  6643.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6644.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6645.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  6646.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  6647.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6648.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  6649.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  6650.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6651.        "│ conv5_block3_2_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_block3_2_b… │\n",

  6652.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  6653.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6654.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  6655.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6656.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6657.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  6658.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6659.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6660.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  6661.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  6662.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6663.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  6664.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  6665.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6666.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  6667.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  6668.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6669.        "│ dropout_8 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  6670.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6671.        "│ dense_8 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  6672.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6673.        "│ dropout_9 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ dense_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  6674.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  6675.        "│ dense_9 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  6676.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  6677.       ]

  6678.      },

  6679.      "metadata": {},

  6680.      "output_type": "display_data"

  6681.     },

  6682.     {

  6683.      "data": {

  6684.       "text/html": [

  6685.        "<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\">76,991,401</span> (293.70 MB)\n",

  6686.        "</pre>\n"

  6687.       ],

  6688.       "text/plain": [

  6689.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m76,991,401\u001b[0m (293.70 MB)\n"

  6690.       ]

  6691.      },

  6692.      "metadata": {},

  6693.      "output_type": "display_data"

  6694.     },

  6695.     {

  6696.      "data": {

  6697.       "text/html": [

  6698.        "<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\">25,646,093</span> (97.83 MB)\n",

  6699.        "</pre>\n"

  6700.       ],

  6701.       "text/plain": [

  6702.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m25,646,093\u001b[0m (97.83 MB)\n"

  6703.       ]

  6704.      },

  6705.      "metadata": {},

  6706.      "output_type": "display_data"

  6707.     },

  6708.     {

  6709.      "data": {

  6710.       "text/html": [

  6711.        "<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\">53,120</span> (207.50 KB)\n",

  6712.        "</pre>\n"

  6713.       ],

  6714.       "text/plain": [

  6715.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m53,120\u001b[0m (207.50 KB)\n"

  6716.       ]

  6717.      },

  6718.      "metadata": {},

  6719.      "output_type": "display_data"

  6720.     },

  6721.     {

  6722.      "data": {

  6723.       "text/html": [

  6724.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">51,292,188</span> (195.66 MB)\n",

  6725.        "</pre>\n"

  6726.       ],

  6727.       "text/plain": [

  6728.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m51,292,188\u001b[0m (195.66 MB)\n"

  6729.       ]

  6730.      },

  6731.      "metadata": {},

  6732.      "output_type": "display_data"

  6733.     },

  6734.     {

  6735.      "data": {

  6736.       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",

  6737.       "text/plain": [

  6738.        "<Figure size 1600x400 with 2 Axes>"

  6739.       ]

  6740.      },

  6741.      "metadata": {},

  6742.      "output_type": "display_data"

  6743.     }

  6744.    ],

  6745.    "source": [

  6746.     "import tensorflow as tf\n",

  6747.     "from tensorflow.keras.applications import ResNet50\n",

  6748.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  6749.     "from tensorflow.keras.models import Model\n",

  6750.     "from tensorflow.keras.optimizers import Adam\n",

  6751.     "from tensorflow.keras.regularizers import l2\n",

  6752.     "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",

  6753.     "\n",

  6754.     "# Define paths to directories\n",

  6755.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  6756.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  6757.     "\n",

  6758.     "# Create Dataset from directories\n",

  6759.     "def create_dataset(directory, batch_size):\n",

  6760.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  6761.     "        directory,\n",

  6762.     "        image_size=(224, 224),\n",

  6763.     "        batch_size=batch_size,\n",

  6764.     "        label_mode='categorical',  # Labels are one-hot encoded\n",

  6765.     "        shuffle=True\n",

  6766.     "    )\n",

  6767.     "    return dataset\n",

  6768.     "\n",

  6769.     "# Load data from directories\n",

  6770.     "batch_size = 32\n",

  6771.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  6772.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  6773.     "\n",

  6774.     "# Build ResNet50 Model\n",

  6775.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  6776.     "x = base_model.output\n",

  6777.     "x = GlobalAveragePooling2D()(x)\n",

  6778.     "x = Dropout(0.7)(x)  # Increase dropout rate (prevent the model from becoming too dependent on specific neurons)\n",

  6779.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  6780.     "x = Dropout(0.7)(x)  # Another dropout layer\n",

  6781.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.01))(x) #increase the regularization strength\n",

  6782.     "\n",

  6783.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  6784.     "\n",

  6785.     "# Unfreeze the last few layers\n",

  6786.     "for layer in base_model.layers[-5:]: #freezing more layers\n",

  6787.     "    layer.trainable = True\n",

  6788.     "\n",

  6789.     "# Compile the model\n",

  6790.     "model.compile(optimizer=Adam(learning_rate=1e-5),\n",

  6791.     "              loss='categorical_crossentropy',\n",

  6792.     "              metrics=['accuracy'])\n",

  6793.     "\n",

  6794.     "early_stopping = EarlyStopping(\n",

  6795.     "    monitor='val_loss',  # Monitor validation loss\n",

  6796.     "    patience=5,          # Number of epochs to wait after no improvement\n",

  6797.     "    restore_best_weights=True  # Restore the model weights from the epoch with the best value of the monitored quantity\n",

  6798.     ")\n",

  6799.     "\n",

  6800.     "# Define learning rate scheduler callback\n",

  6801.     "reduce_lr = ReduceLROnPlateau(\n",

  6802.     "    monitor='val_loss',   # Monitor validation loss\n",

  6803.     "    factor=0.2,           # Reduce learning rate by a factor of 0.2\n",

  6804.     "    patience=2,           # Wait for 2 epochs before reducing learning rate\n",

  6805.     "    min_lr=1e-6           # Set a lower bound on the learning rate\n",

  6806.     ")\n",

  6807.     "\n",

  6808.     "# Train the model\n",

  6809.     "history = model.fit(\n",

  6810.     "    train_dataset,\n",

  6811.     "    epochs=50, # increased\n",

  6812.     "    validation_data=validation_dataset,\n",

  6813.     "    callbacks=[reduce_lr, early_stopping] \n",

  6814.     ")\n",

  6815.     "\n",

  6816.     "# Save the model\n",

  6817.     "model.save('resnet50_model_callbacks.h5')\n",

  6818.     "\n",

  6819.     "# Print a summary of the model\n",

  6820.     "model.summary()\n",

  6821.     "\n",

  6822.     "plot_training_history(history)"

  6823.    ]

  6824.   },

  6825.   {

  6826.    "cell_type": "code",

  6827.    "execution_count": null,

  6828.    "metadata": {},

  6829.    "outputs": [],

  6830.    "source": [

  6831.     "# still overfitting :( maybe the model is not good for this task "

  6832.    ]

  6833.   },

  6834.   {

  6835.    "cell_type": "code",

  6836.    "execution_count": 2,

  6837.    "metadata": {},

  6838.    "outputs": [],

  6839.    "source": [

  6840.     "import tensorflow as tf\n",

  6841.     "from tensorflow.keras.applications import ResNet50\n",

  6842.     "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n",

  6843.     "from tensorflow.keras.models import Model\n",

  6844.     "from tensorflow.keras.optimizers import Adam\n",

  6845.     "from tensorflow.keras.regularizers import l2\n",

  6846.     "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",

  6847.     "import mlflow\n",

  6848.     "import mlflow.tensorflow\n",

  6849.     "from mlflow import MlflowClient\n",

  6850.     "import setuptools\n",

  6851.     "\n",

  6852.     "# Initialisation de l'URL\n",

  6853.     "mlflow_server_uri = \"https://champi.heuzef.com\"\n",

  6854.     "\n"

  6855.    ]

  6856.   },

  6857.   {

  6858.    "cell_type": "code",

  6859.    "execution_count": 3,

  6860.    "metadata": {},

  6861.    "outputs": [

  6862.     {

  6863.      "name": "stdout",

  6864.      "output_type": "stream",

  6865.      "text": [

  6866.       "Le serveur de tracking MLflow est disponible : https://champi.heuzef.com\n"

  6867.      ]

  6868.     },

  6869.     {

  6870.      "data": {

  6871.       "text/plain": [

  6872.        "<Response [200]>"

  6873.       ]

  6874.      },

  6875.      "execution_count": 3,

  6876.      "metadata": {},

  6877.      "output_type": "execute_result"

  6878.     }

  6879.    ],

  6880.    "source": [

  6881.     "# check if the server is available\n",

  6882.     "\n",

  6883.     "import requests\n",

  6884.     "\n",

  6885.     "def is_mlflow_tracking_server_available(mlflow_server_uri):\n",

  6886.     "  try:\n",

  6887.     "    response = requests.get(mlflow_server_uri)\n",

  6888.     "    if response.status_code == 200:\n",

  6889.     "      return True\n",

  6890.     "    else:\n",

  6891.     "      return False\n",

  6892.     "  except requests.exceptions.RequestException:\n",

  6893.     "    return False\n",

  6894.     "\n",

  6895.     "if is_mlflow_tracking_server_available(mlflow_server_uri):\n",

  6896.     "  print(\"Le serveur de tracking MLflow est disponible :\", mlflow_server_uri)\n",

  6897.     "else:\n",

  6898.     "  print(\"Le serveur de tracking MLflow n'est pas disponible.\")\n",

  6899.     "\n",

  6900.     "requests.get(mlflow_server_uri)"

  6901.    ]

  6902.   },

  6903.   {

  6904.    "cell_type": "code",

  6905.    "execution_count": 4,

  6906.    "metadata": {},

  6907.    "outputs": [

  6908.     {

  6909.      "name": "stdout",

  6910.      "output_type": "stream",

  6911.      "text": [

  6912.       "Found 12616 files belonging to 13 classes.\n",

  6913.       "Found 163 files belonging to 13 classes.\n",

  6914.       "Epoch 1/50\n",

  6915.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2491s\u001b[0m 6s/step - accuracy: 0.0847 - loss: 5.8520 - val_accuracy: 0.4417 - val_loss: 3.9198 - learning_rate: 1.0000e-05\n",

  6916.       "Epoch 2/50\n",

  6917.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2780s\u001b[0m 7s/step - accuracy: 0.1360 - loss: 4.2380 - val_accuracy: 0.5399 - val_loss: 3.6218 - learning_rate: 1.0000e-05\n",

  6918.       "Epoch 3/50\n",

  6919.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2774s\u001b[0m 7s/step - accuracy: 0.2402 - loss: 3.9099 - val_accuracy: 0.6810 - val_loss: 3.2485 - learning_rate: 1.0000e-05\n",

  6920.       "Epoch 4/50\n",

  6921.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2429s\u001b[0m 6s/step - accuracy: 0.3660 - loss: 3.5690 - val_accuracy: 0.7362 - val_loss: 2.7518 - learning_rate: 1.0000e-05\n",

  6922.       "Epoch 5/50\n",

  6923.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2592s\u001b[0m 7s/step - accuracy: 0.4996 - loss: 3.1509 - val_accuracy: 0.7730 - val_loss: 2.3880 - learning_rate: 1.0000e-05\n",

  6924.       "Epoch 6/50\n",

  6925.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2618s\u001b[0m 7s/step - accuracy: 0.6404 - loss: 2.7446 - val_accuracy: 0.7914 - val_loss: 2.2776 - learning_rate: 1.0000e-05\n",

  6926.       "Epoch 7/50\n",

  6927.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2595s\u001b[0m 7s/step - accuracy: 0.7238 - loss: 2.4671 - val_accuracy: 0.8160 - val_loss: 2.2215 - learning_rate: 1.0000e-05\n",

  6928.       "Epoch 8/50\n",

  6929.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2708s\u001b[0m 7s/step - accuracy: 0.7835 - loss: 2.2709 - val_accuracy: 0.8221 - val_loss: 2.1896 - learning_rate: 1.0000e-05\n",

  6930.       "Epoch 9/50\n",

  6931.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2403s\u001b[0m 6s/step - accuracy: 0.8369 - loss: 2.0898 - val_accuracy: 0.8344 - val_loss: 2.1191 - learning_rate: 1.0000e-05\n",

  6932.       "Epoch 10/50\n",

  6933.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2188s\u001b[0m 6s/step - accuracy: 0.8759 - loss: 1.9587 - val_accuracy: 0.8589 - val_loss: 2.1327 - learning_rate: 1.0000e-05\n",

  6934.       "Epoch 11/50\n",

  6935.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3844s\u001b[0m 10s/step - accuracy: 0.9061 - loss: 1.8641 - val_accuracy: 0.8528 - val_loss: 2.0924 - learning_rate: 1.0000e-05\n",

  6936.       "Epoch 12/50\n",

  6937.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2543s\u001b[0m 6s/step - accuracy: 0.9285 - loss: 1.7836 - val_accuracy: 0.8405 - val_loss: 2.1150 - learning_rate: 1.0000e-05\n",

  6938.       "Epoch 13/50\n",

  6939.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1967s\u001b[0m 5s/step - accuracy: 0.9438 - loss: 1.7205 - val_accuracy: 0.8466 - val_loss: 2.0380 - learning_rate: 1.0000e-05\n",

  6940.       "Epoch 14/50\n",

  6941.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3604s\u001b[0m 9s/step - accuracy: 0.9596 - loss: 1.6534 - val_accuracy: 0.8405 - val_loss: 2.0600 - learning_rate: 1.0000e-05\n",

  6942.       "Epoch 15/50\n",

  6943.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37407s\u001b[0m 95s/step - accuracy: 0.9639 - loss: 1.6170 - val_accuracy: 0.8528 - val_loss: 2.0319 - learning_rate: 1.0000e-05\n",

  6944.       "Epoch 16/50\n",

  6945.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1931s\u001b[0m 5s/step - accuracy: 0.9740 - loss: 1.5687 - val_accuracy: 0.8528 - val_loss: 2.0340 - learning_rate: 1.0000e-05\n",

  6946.       "Epoch 17/50\n",

  6947.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2370s\u001b[0m 6s/step - accuracy: 0.9745 - loss: 1.5440 - val_accuracy: 0.8405 - val_loss: 2.0015 - learning_rate: 1.0000e-05\n",

  6948.       "Epoch 18/50\n",

  6949.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3291s\u001b[0m 8s/step - accuracy: 0.9821 - loss: 1.5040 - val_accuracy: 0.8650 - val_loss: 1.9666 - learning_rate: 1.0000e-05\n",

  6950.       "Epoch 19/50\n",

  6951.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4719s\u001b[0m 12s/step - accuracy: 0.9877 - loss: 1.4689 - val_accuracy: 0.8650 - val_loss: 1.9311 - learning_rate: 1.0000e-05\n",

  6952.       "Epoch 20/50\n",

  6953.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2176s\u001b[0m 6s/step - accuracy: 0.9911 - loss: 1.4414 - val_accuracy: 0.8773 - val_loss: 1.9213 - learning_rate: 1.0000e-05\n",

  6954.       "Epoch 21/50\n",

  6955.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24151s\u001b[0m 61s/step - accuracy: 0.9876 - loss: 1.4215 - val_accuracy: 0.8528 - val_loss: 1.9028 - learning_rate: 1.0000e-05\n",

  6956.       "Epoch 22/50\n",

  6957.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3232s\u001b[0m 8s/step - accuracy: 0.9938 - loss: 1.3837 - val_accuracy: 0.8773 - val_loss: 1.8655 - learning_rate: 1.0000e-05\n",

  6958.       "Epoch 23/50\n",

  6959.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1964s\u001b[0m 5s/step - accuracy: 0.9908 - loss: 1.3609 - val_accuracy: 0.8528 - val_loss: 1.9050 - learning_rate: 1.0000e-05\n",

  6960.       "Epoch 24/50\n",

  6961.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2085s\u001b[0m 5s/step - accuracy: 0.9949 - loss: 1.3233 - val_accuracy: 0.8589 - val_loss: 1.8978 - learning_rate: 1.0000e-05\n",

  6962.       "Epoch 25/50\n",

  6963.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2017s\u001b[0m 5s/step - accuracy: 0.9954 - loss: 1.2955 - val_accuracy: 0.8650 - val_loss: 1.8539 - learning_rate: 2.0000e-06\n",

  6964.       "Epoch 26/50\n",

  6965.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42383s\u001b[0m 108s/step - accuracy: 0.9962 - loss: 1.2885 - val_accuracy: 0.8712 - val_loss: 1.8314 - learning_rate: 2.0000e-06\n",

  6966.       "Epoch 27/50\n",

  6967.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2544s\u001b[0m 6s/step - accuracy: 0.9958 - loss: 1.2817 - val_accuracy: 0.8650 - val_loss: 1.8324 - learning_rate: 2.0000e-06\n",

  6968.       "Epoch 28/50\n",

  6969.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2501s\u001b[0m 6s/step - accuracy: 0.9976 - loss: 1.2710 - val_accuracy: 0.8589 - val_loss: 1.8316 - learning_rate: 2.0000e-06\n",

  6970.       "Epoch 29/50\n",

  6971.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2625s\u001b[0m 7s/step - accuracy: 0.9963 - loss: 1.2652 - val_accuracy: 0.8650 - val_loss: 1.8263 - learning_rate: 1.0000e-06\n",

  6972.       "Epoch 30/50\n",

  6973.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2655s\u001b[0m 7s/step - accuracy: 0.9975 - loss: 1.2591 - val_accuracy: 0.8712 - val_loss: 1.8105 - learning_rate: 1.0000e-06\n",

  6974.       "Epoch 31/50\n",

  6975.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2572s\u001b[0m 7s/step - accuracy: 0.9979 - loss: 1.2559 - val_accuracy: 0.8650 - val_loss: 1.8199 - learning_rate: 1.0000e-06\n",

  6976.       "Epoch 32/50\n",

  6977.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2284s\u001b[0m 6s/step - accuracy: 0.9978 - loss: 1.2485 - val_accuracy: 0.8650 - val_loss: 1.8312 - learning_rate: 1.0000e-06\n",

  6978.       "Epoch 33/50\n",

  6979.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2392s\u001b[0m 6s/step - accuracy: 0.9972 - loss: 1.2443 - val_accuracy: 0.8528 - val_loss: 1.8201 - learning_rate: 1.0000e-06\n",

  6980.       "Epoch 34/50\n",

  6981.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2597s\u001b[0m 7s/step - accuracy: 0.9980 - loss: 1.2402 - val_accuracy: 0.8650 - val_loss: 1.8054 - learning_rate: 1.0000e-06\n",

  6982.       "Epoch 35/50\n",

  6983.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2408s\u001b[0m 6s/step - accuracy: 0.9987 - loss: 1.2324 - val_accuracy: 0.8528 - val_loss: 1.7969 - learning_rate: 1.0000e-06\n",

  6984.       "Epoch 36/50\n",

  6985.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2412s\u001b[0m 6s/step - accuracy: 0.9985 - loss: 1.2261 - val_accuracy: 0.8589 - val_loss: 1.7965 - learning_rate: 1.0000e-06\n",

  6986.       "Epoch 37/50\n",

  6987.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2407s\u001b[0m 6s/step - accuracy: 0.9986 - loss: 1.2198 - val_accuracy: 0.8589 - val_loss: 1.7878 - learning_rate: 1.0000e-06\n",

  6988.       "Epoch 38/50\n",

  6989.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m62327s\u001b[0m 158s/step - accuracy: 0.9990 - loss: 1.2131 - val_accuracy: 0.8650 - val_loss: 1.7906 - learning_rate: 1.0000e-06\n",

  6990.       "Epoch 39/50\n",

  6991.       "\u001b[1m395/395\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2381s\u001b[0m 6s/step - accuracy: 0.9977 - loss: 1.2106 - val_accuracy: 0.8589 - val_loss: 1.7810 - learning_rate: 1.0000e-06\n",

  6992.       "Epoch 40/50\n",

  6993.       "\u001b[1m123/395\u001b[0m \u001b[32m━━━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━\u001b[0m \u001b[1m28:52\u001b[0m 6s/step - accuracy: 0.9980 - loss: 1.2024"

  6994.      ]

  6995.     },

  6996.     {

  6997.      "ename": "KeyboardInterrupt",

  6998.      "evalue": "",

  6999.      "output_type": "error",

  7000.      "traceback": [

  7001.       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",

  7002.       "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",

  7003.       "Cell \u001b[1;32mIn[4], line 68\u001b[0m\n\u001b[0;32m     67\u001b[0m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[1;32m---> 68\u001b[0m history \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mfit(\n\u001b[0;32m     69\u001b[0m     train_dataset,\n\u001b[0;32m     70\u001b[0m     epochs\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m50\u001b[39m,\n\u001b[0;32m     71\u001b[0m     validation_data\u001b[38;5;241m=\u001b[39mvalidation_dataset,\n\u001b[0;32m     72\u001b[0m     callbacks\u001b[38;5;241m=\u001b[39m[reduce_lr, early_stopping]\n\u001b[0;32m     73\u001b[0m )\n\u001b[0;32m     75\u001b[0m \u001b[38;5;66;03m# Log training metrics to MLflow\u001b[39;00m\n",

  7004.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\keras\\src\\utils\\traceback_utils.py:117\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    116\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 117\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    118\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7005.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\keras\\src\\backend\\tensorflow\\trainer.py:314\u001b[0m, in \u001b[0;36mTensorFlowTrainer.fit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq)\u001b[0m\n\u001b[0;32m    313\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[1;32m--> 314\u001b[0m logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtrain_function(iterator)\n\u001b[0;32m    315\u001b[0m logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pythonify_logs(logs)\n",

  7006.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 150\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7007.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:833\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    832\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m OptionalXlaContext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile):\n\u001b[1;32m--> 833\u001b[0m   result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m    835\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n",

  7008.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:878\u001b[0m, in \u001b[0;36mFunction._call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    876\u001b[0m \u001b[38;5;66;03m# In this case we have not created variables on the first call. So we can\u001b[39;00m\n\u001b[0;32m    877\u001b[0m \u001b[38;5;66;03m# run the first trace but we should fail if variables are created.\u001b[39;00m\n\u001b[1;32m--> 878\u001b[0m results \u001b[38;5;241m=\u001b[39m tracing_compilation\u001b[38;5;241m.\u001b[39mcall_function(\n\u001b[0;32m    879\u001b[0m     args, kwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable_creation_config\n\u001b[0;32m    880\u001b[0m )\n\u001b[0;32m    881\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_created_variables:\n",

  7009.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\tracing_compilation.py:139\u001b[0m, in \u001b[0;36mcall_function\u001b[1;34m(args, kwargs, tracing_options)\u001b[0m\n\u001b[0;32m    138\u001b[0m flat_inputs \u001b[38;5;241m=\u001b[39m function\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39munpack_inputs(bound_args)\n\u001b[1;32m--> 139\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m function\u001b[38;5;241m.\u001b[39m_call_flat(  \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n\u001b[0;32m    140\u001b[0m     flat_inputs, captured_inputs\u001b[38;5;241m=\u001b[39mfunction\u001b[38;5;241m.\u001b[39mcaptured_inputs\n\u001b[0;32m    141\u001b[0m )\n",

  7010.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\concrete_function.py:1322\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[1;34m(self, tensor_inputs, captured_inputs)\u001b[0m\n\u001b[0;32m   1319\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[0;32m   1320\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[0;32m   1321\u001b[0m   \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[1;32m-> 1322\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inference_function\u001b[38;5;241m.\u001b[39mcall_preflattened(args)\n\u001b[0;32m   1323\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[0;32m   1324\u001b[0m     args,\n\u001b[0;32m   1325\u001b[0m     possible_gradient_type,\n\u001b[0;32m   1326\u001b[0m     executing_eagerly)\n",

  7011.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\atomic_function.py:216\u001b[0m, in \u001b[0;36mAtomicFunction.call_preflattened\u001b[1;34m(self, args)\u001b[0m\n\u001b[0;32m    215\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Calls with flattened tensor inputs and returns the structured output.\"\"\"\u001b[39;00m\n\u001b[1;32m--> 216\u001b[0m flat_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcall_flat(\u001b[38;5;241m*\u001b[39margs)\n\u001b[0;32m    217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39mpack_output(flat_outputs)\n",

  7012.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\atomic_function.py:251\u001b[0m, in \u001b[0;36mAtomicFunction.call_flat\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_bound_context\u001b[38;5;241m.\u001b[39mexecuting_eagerly():\n\u001b[1;32m--> 251\u001b[0m   outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_bound_context\u001b[38;5;241m.\u001b[39mcall_function(\n\u001b[0;32m    252\u001b[0m       \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname,\n\u001b[0;32m    253\u001b[0m       \u001b[38;5;28mlist\u001b[39m(args),\n\u001b[0;32m    254\u001b[0m       \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39mflat_outputs),\n\u001b[0;32m    255\u001b[0m   )\n\u001b[0;32m    256\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",

  7013.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\context.py:1500\u001b[0m, in \u001b[0;36mContext.call_function\u001b[1;34m(self, name, tensor_inputs, num_outputs)\u001b[0m\n\u001b[0;32m   1499\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cancellation_context \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1500\u001b[0m   outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute(\n\u001b[0;32m   1501\u001b[0m       name\u001b[38;5;241m.\u001b[39mdecode(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m   1502\u001b[0m       num_outputs\u001b[38;5;241m=\u001b[39mnum_outputs,\n\u001b[0;32m   1503\u001b[0m       inputs\u001b[38;5;241m=\u001b[39mtensor_inputs,\n\u001b[0;32m   1504\u001b[0m       attrs\u001b[38;5;241m=\u001b[39mattrs,\n\u001b[0;32m   1505\u001b[0m       ctx\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   1506\u001b[0m   )\n\u001b[0;32m   1507\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",

  7014.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\tensorflow\\python\\eager\\execute.py:53\u001b[0m, in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m     52\u001b[0m   ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[1;32m---> 53\u001b[0m   tensors \u001b[38;5;241m=\u001b[39m pywrap_tfe\u001b[38;5;241m.\u001b[39mTFE_Py_Execute(ctx\u001b[38;5;241m.\u001b[39m_handle, device_name, op_name,\n\u001b[0;32m     54\u001b[0m                                       inputs, attrs, num_outputs)\n\u001b[0;32m     55\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7015.       "\u001b[1;31mKeyboardInterrupt\u001b[0m: ",

  7016.       "\nDuring handling of the above exception, another exception occurred:\n",

  7017.       "\u001b[1;31mgaierror\u001b[0m                                  Traceback (most recent call last)",

  7018.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connection.py:203\u001b[0m, in \u001b[0;36mHTTPConnection._new_conn\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    202\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 203\u001b[0m     sock \u001b[38;5;241m=\u001b[39m connection\u001b[38;5;241m.\u001b[39mcreate_connection(\n\u001b[0;32m    204\u001b[0m         (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dns_host, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mport),\n\u001b[0;32m    205\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtimeout,\n\u001b[0;32m    206\u001b[0m         source_address\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msource_address,\n\u001b[0;32m    207\u001b[0m         socket_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msocket_options,\n\u001b[0;32m    208\u001b[0m     )\n\u001b[0;32m    209\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m socket\u001b[38;5;241m.\u001b[39mgaierror \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7019.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\util\\connection.py:60\u001b[0m, in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[0;32m     58\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m LocationParseError(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhost\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, label empty or too long\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m---> 60\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m res \u001b[38;5;129;01min\u001b[39;00m socket\u001b[38;5;241m.\u001b[39mgetaddrinfo(host, port, family, socket\u001b[38;5;241m.\u001b[39mSOCK_STREAM):\n\u001b[0;32m     61\u001b[0m     af, socktype, proto, canonname, sa \u001b[38;5;241m=\u001b[39m res\n",

  7020.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\socket.py:962\u001b[0m, in \u001b[0;36mgetaddrinfo\u001b[1;34m(host, port, family, type, proto, flags)\u001b[0m\n\u001b[0;32m    961\u001b[0m addrlist \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m--> 962\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m res \u001b[38;5;129;01min\u001b[39;00m _socket\u001b[38;5;241m.\u001b[39mgetaddrinfo(host, port, family, \u001b[38;5;28mtype\u001b[39m, proto, flags):\n\u001b[0;32m    963\u001b[0m     af, socktype, proto, canonname, sa \u001b[38;5;241m=\u001b[39m res\n",

  7021.       "\u001b[1;31mgaierror\u001b[0m: [Errno 11001] getaddrinfo failed",

  7022.       "\nThe above exception was the direct cause of the following exception:\n",

  7023.       "\u001b[1;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",

  7024.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:791\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    790\u001b[0m \u001b[38;5;66;03m# Make the request on the HTTPConnection object\u001b[39;00m\n\u001b[1;32m--> 791\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_request(\n\u001b[0;32m    792\u001b[0m     conn,\n\u001b[0;32m    793\u001b[0m     method,\n\u001b[0;32m    794\u001b[0m     url,\n\u001b[0;32m    795\u001b[0m     timeout\u001b[38;5;241m=\u001b[39mtimeout_obj,\n\u001b[0;32m    796\u001b[0m     body\u001b[38;5;241m=\u001b[39mbody,\n\u001b[0;32m    797\u001b[0m     headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m    798\u001b[0m     chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    799\u001b[0m     retries\u001b[38;5;241m=\u001b[39mretries,\n\u001b[0;32m    800\u001b[0m     response_conn\u001b[38;5;241m=\u001b[39mresponse_conn,\n\u001b[0;32m    801\u001b[0m     preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m    802\u001b[0m     decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m    803\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m    804\u001b[0m )\n\u001b[0;32m    806\u001b[0m \u001b[38;5;66;03m# Everything went great!\u001b[39;00m\n",

  7025.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:492\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001b[0m\n\u001b[0;32m    491\u001b[0m         new_e \u001b[38;5;241m=\u001b[39m _wrap_proxy_error(new_e, conn\u001b[38;5;241m.\u001b[39mproxy\u001b[38;5;241m.\u001b[39mscheme)\n\u001b[1;32m--> 492\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m new_e\n\u001b[0;32m    494\u001b[0m \u001b[38;5;66;03m# conn.request() calls http.client.*.request, not the method in\u001b[39;00m\n\u001b[0;32m    495\u001b[0m \u001b[38;5;66;03m# urllib3.request. It also calls makefile (recv) on the socket.\u001b[39;00m\n",

  7026.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:468\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001b[0m\n\u001b[0;32m    467\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 468\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_conn(conn)\n\u001b[0;32m    469\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7027.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:1097\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m   1096\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_closed:\n\u001b[1;32m-> 1097\u001b[0m     conn\u001b[38;5;241m.\u001b[39mconnect()\n\u001b[0;32m   1099\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_verified:\n",

  7028.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connection.py:611\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    610\u001b[0m sock: socket\u001b[38;5;241m.\u001b[39msocket \u001b[38;5;241m|\u001b[39m ssl\u001b[38;5;241m.\u001b[39mSSLSocket\n\u001b[1;32m--> 611\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock \u001b[38;5;241m=\u001b[39m sock \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_new_conn()\n\u001b[0;32m    612\u001b[0m server_hostname: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost\n",

  7029.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connection.py:210\u001b[0m, in \u001b[0;36mHTTPConnection._new_conn\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    209\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m socket\u001b[38;5;241m.\u001b[39mgaierror \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m--> 210\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m NameResolutionError(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost, \u001b[38;5;28mself\u001b[39m, e) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[0;32m    211\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m SocketTimeout \u001b[38;5;28;01mas\u001b[39;00m e:\n",

  7030.       "\u001b[1;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x0000023D65A5F310>: Failed to resolve 'champi.heuzef.com' ([Errno 11001] getaddrinfo failed)",

  7031.       "\nDuring handling of the above exception, another exception occurred:\n",

  7032.       "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",

  7033.       "Cell \u001b[1;32mIn[4], line 61\u001b[0m\n\u001b[0;32m     58\u001b[0m run_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresnet50__unfreeze5_callbacks\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m     60\u001b[0m \u001b[38;5;66;03m# Define MLflow run\u001b[39;00m\n\u001b[1;32m---> 61\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m mlflow\u001b[38;5;241m.\u001b[39mstart_run(run_name\u001b[38;5;241m=\u001b[39mrun_name) \u001b[38;5;28;01mas\u001b[39;00m run:\n\u001b[0;32m     62\u001b[0m     \u001b[38;5;66;03m# Log model parameters to MLflow\u001b[39;00m\n\u001b[0;32m     63\u001b[0m     mlflow\u001b[38;5;241m.\u001b[39mlog_param(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbatch_size\u001b[39m\u001b[38;5;124m\"\u001b[39m, batch_size)\n\u001b[0;32m     64\u001b[0m     mlflow\u001b[38;5;241m.\u001b[39mlog_param(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdropout_rate\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m0.7\u001b[39m)\n",

  7034.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\tracking\\fluent.py:198\u001b[0m, in \u001b[0;36mActiveRun.__exit__\u001b[1;34m(self, exc_type, exc_val, exc_tb)\u001b[0m\n\u001b[0;32m    196\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__exit__\u001b[39m(\u001b[38;5;28mself\u001b[39m, exc_type, exc_val, exc_tb):\n\u001b[0;32m    197\u001b[0m     status \u001b[38;5;241m=\u001b[39m RunStatus\u001b[38;5;241m.\u001b[39mFINISHED \u001b[38;5;28;01mif\u001b[39;00m exc_type \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m RunStatus\u001b[38;5;241m.\u001b[39mFAILED\n\u001b[1;32m--> 198\u001b[0m     end_run(RunStatus\u001b[38;5;241m.\u001b[39mto_string(status))\n\u001b[0;32m    199\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m exc_type \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",

  7035.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\tracking\\fluent.py:456\u001b[0m, in \u001b[0;36mend_run\u001b[1;34m(status)\u001b[0m\n\u001b[0;32m    454\u001b[0m run \u001b[38;5;241m=\u001b[39m _active_run_stack\u001b[38;5;241m.\u001b[39mpop()\n\u001b[0;32m    455\u001b[0m _last_active_run_id \u001b[38;5;241m=\u001b[39m run\u001b[38;5;241m.\u001b[39minfo\u001b[38;5;241m.\u001b[39mrun_id\n\u001b[1;32m--> 456\u001b[0m MlflowClient()\u001b[38;5;241m.\u001b[39mset_terminated(_last_active_run_id, status)\n\u001b[0;32m    457\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _last_active_run_id \u001b[38;5;129;01min\u001b[39;00m run_id_to_system_metrics_monitor:\n\u001b[0;32m    458\u001b[0m     system_metrics_monitor \u001b[38;5;241m=\u001b[39m run_id_to_system_metrics_monitor\u001b[38;5;241m.\u001b[39mpop(_last_active_run_id)\n",

  7036.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\tracking\\client.py:2165\u001b[0m, in \u001b[0;36mMlflowClient.set_terminated\u001b[1;34m(self, run_id, status, end_time)\u001b[0m\n\u001b[0;32m   2121\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mset_terminated\u001b[39m(\n\u001b[0;32m   2122\u001b[0m     \u001b[38;5;28mself\u001b[39m, run_id: \u001b[38;5;28mstr\u001b[39m, status: Optional[\u001b[38;5;28mstr\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m, end_time: Optional[\u001b[38;5;28mint\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m   2123\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m   2124\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Set a run's status to terminated.\u001b[39;00m\n\u001b[0;32m   2125\u001b[0m \n\u001b[0;32m   2126\u001b[0m \u001b[38;5;124;03m    Args:\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   2163\u001b[0m \n\u001b[0;32m   2164\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 2165\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_tracking_client\u001b[38;5;241m.\u001b[39mset_terminated(run_id, status, end_time)\n",

  7037.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\tracking\\_tracking_service\\client.py:623\u001b[0m, in \u001b[0;36mTrackingServiceClient.set_terminated\u001b[1;34m(self, run_id, status, end_time)\u001b[0m\n\u001b[0;32m    621\u001b[0m end_time \u001b[38;5;241m=\u001b[39m end_time \u001b[38;5;28;01mif\u001b[39;00m end_time \u001b[38;5;28;01melse\u001b[39;00m get_current_time_millis()\n\u001b[0;32m    622\u001b[0m status \u001b[38;5;241m=\u001b[39m status \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;28;01melse\u001b[39;00m RunStatus\u001b[38;5;241m.\u001b[39mto_string(RunStatus\u001b[38;5;241m.\u001b[39mFINISHED)\n\u001b[1;32m--> 623\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstore\u001b[38;5;241m.\u001b[39mupdate_run_info(\n\u001b[0;32m    624\u001b[0m     run_id,\n\u001b[0;32m    625\u001b[0m     run_status\u001b[38;5;241m=\u001b[39mRunStatus\u001b[38;5;241m.\u001b[39mfrom_string(status),\n\u001b[0;32m    626\u001b[0m     end_time\u001b[38;5;241m=\u001b[39mend_time,\n\u001b[0;32m    627\u001b[0m     run_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m    628\u001b[0m )\n",

  7038.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\store\\tracking\\rest_store.py:158\u001b[0m, in \u001b[0;36mRestStore.update_run_info\u001b[1;34m(self, run_id, run_status, end_time, run_name)\u001b[0m\n\u001b[0;32m    148\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Updates the metadata of the specified run.\"\"\"\u001b[39;00m\n\u001b[0;32m    149\u001b[0m req_body \u001b[38;5;241m=\u001b[39m message_to_json(\n\u001b[0;32m    150\u001b[0m     UpdateRun(\n\u001b[0;32m    151\u001b[0m         run_uuid\u001b[38;5;241m=\u001b[39mrun_id,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    156\u001b[0m     )\n\u001b[0;32m    157\u001b[0m )\n\u001b[1;32m--> 158\u001b[0m response_proto \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_endpoint(UpdateRun, req_body)\n\u001b[0;32m    159\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m RunInfo\u001b[38;5;241m.\u001b[39mfrom_proto(response_proto\u001b[38;5;241m.\u001b[39mrun_info)\n",

  7039.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\store\\tracking\\rest_store.py:60\u001b[0m, in \u001b[0;36mRestStore._call_endpoint\u001b[1;34m(self, api, json_body)\u001b[0m\n\u001b[0;32m     58\u001b[0m endpoint, method \u001b[38;5;241m=\u001b[39m _METHOD_TO_INFO[api]\n\u001b[0;32m     59\u001b[0m response_proto \u001b[38;5;241m=\u001b[39m api\u001b[38;5;241m.\u001b[39mResponse()\n\u001b[1;32m---> 60\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_endpoint(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_host_creds(), endpoint, method, json_body, response_proto)\n",

  7040.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\utils\\rest_utils.py:289\u001b[0m, in \u001b[0;36mcall_endpoint\u001b[1;34m(host_creds, endpoint, method, json_body, response_proto, extra_headers)\u001b[0m\n\u001b[0;32m    287\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    288\u001b[0m     call_kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mjson\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m json_body\n\u001b[1;32m--> 289\u001b[0m     response \u001b[38;5;241m=\u001b[39m http_request(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcall_kwargs)\n\u001b[0;32m    290\u001b[0m response \u001b[38;5;241m=\u001b[39m verify_rest_response(response, endpoint)\n\u001b[0;32m    291\u001b[0m js_dict \u001b[38;5;241m=\u001b[39m json\u001b[38;5;241m.\u001b[39mloads(response\u001b[38;5;241m.\u001b[39mtext)\n",

  7041.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\utils\\rest_utils.py:128\u001b[0m, in \u001b[0;36mhttp_request\u001b[1;34m(host_creds, endpoint, method, max_retries, backoff_factor, backoff_jitter, extra_headers, retry_codes, timeout, raise_on_status, respect_retry_after_header, **kwargs)\u001b[0m\n\u001b[0;32m    126\u001b[0m url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_hostname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mendpoint\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    127\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 128\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _get_http_response_with_retries(\n\u001b[0;32m    129\u001b[0m         method,\n\u001b[0;32m    130\u001b[0m         url,\n\u001b[0;32m    131\u001b[0m         max_retries,\n\u001b[0;32m    132\u001b[0m         backoff_factor,\n\u001b[0;32m    133\u001b[0m         backoff_jitter,\n\u001b[0;32m    134\u001b[0m         retry_codes,\n\u001b[0;32m    135\u001b[0m         raise_on_status,\n\u001b[0;32m    136\u001b[0m         headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m    137\u001b[0m         verify\u001b[38;5;241m=\u001b[39mhost_creds\u001b[38;5;241m.\u001b[39mverify,\n\u001b[0;32m    138\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[0;32m    139\u001b[0m         respect_retry_after_header\u001b[38;5;241m=\u001b[39mrespect_retry_after_header,\n\u001b[0;32m    140\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m    141\u001b[0m     )\n\u001b[0;32m    142\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;28;01mas\u001b[39;00m to:\n\u001b[0;32m    143\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m MlflowException(\n\u001b[0;32m    144\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAPI request to \u001b[39m\u001b[38;5;132;01m{\u001b[39;00murl\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m failed with timeout exception \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mto\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    145\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m To increase the timeout, set the environment variable \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    146\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mMLFLOW_HTTP_REQUEST_TIMEOUT\u001b[38;5;132;01m!s}\u001b[39;00m\u001b[38;5;124m to a larger value.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    147\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mto\u001b[39;00m\n",

  7042.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\mlflow\\utils\\request_utils.py:228\u001b[0m, in \u001b[0;36m_get_http_response_with_retries\u001b[1;34m(method, url, max_retries, backoff_factor, backoff_jitter, retry_codes, raise_on_status, allow_redirects, respect_retry_after_header, **kwargs)\u001b[0m\n\u001b[0;32m    225\u001b[0m env_value \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mgetenv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMLFLOW_ALLOW_HTTP_REDIRECTS\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrue\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mlower() \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrue\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m1\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m    226\u001b[0m allow_redirects \u001b[38;5;241m=\u001b[39m env_value \u001b[38;5;28;01mif\u001b[39;00m allow_redirects \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m allow_redirects\n\u001b[1;32m--> 228\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m session\u001b[38;5;241m.\u001b[39mrequest(method, url, allow_redirects\u001b[38;5;241m=\u001b[39mallow_redirects, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",

  7043.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\requests\\sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[0;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[0;32m    587\u001b[0m }\n\u001b[0;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msend(prep, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msend_kwargs)\n\u001b[0;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",

  7044.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\requests\\sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[0;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[1;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m adapter\u001b[38;5;241m.\u001b[39msend(request, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[0;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",

  7045.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\requests\\adapters.py:486\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    483\u001b[0m     timeout \u001b[38;5;241m=\u001b[39m TimeoutSauce(connect\u001b[38;5;241m=\u001b[39mtimeout, read\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[0;32m    485\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 486\u001b[0m     resp \u001b[38;5;241m=\u001b[39m conn\u001b[38;5;241m.\u001b[39murlopen(\n\u001b[0;32m    487\u001b[0m         method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m    488\u001b[0m         url\u001b[38;5;241m=\u001b[39murl,\n\u001b[0;32m    489\u001b[0m         body\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mbody,\n\u001b[0;32m    490\u001b[0m         headers\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[0;32m    491\u001b[0m         redirect\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    492\u001b[0m         assert_same_host\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    493\u001b[0m         preload_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    494\u001b[0m         decode_content\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    495\u001b[0m         retries\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmax_retries,\n\u001b[0;32m    496\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[0;32m    497\u001b[0m         chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    498\u001b[0m     )\n\u001b[0;32m    500\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (ProtocolError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m    501\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(err, request\u001b[38;5;241m=\u001b[39mrequest)\n",

  7046.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:875\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    870\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn:\n\u001b[0;32m    871\u001b[0m     \u001b[38;5;66;03m# Try again\u001b[39;00m\n\u001b[0;32m    872\u001b[0m     log\u001b[38;5;241m.\u001b[39mwarning(\n\u001b[0;32m    873\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRetrying (\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m) after connection broken by \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, retries, err, url\n\u001b[0;32m    874\u001b[0m     )\n\u001b[1;32m--> 875\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39murlopen(\n\u001b[0;32m    876\u001b[0m         method,\n\u001b[0;32m    877\u001b[0m         url,\n\u001b[0;32m    878\u001b[0m         body,\n\u001b[0;32m    879\u001b[0m         headers,\n\u001b[0;32m    880\u001b[0m         retries,\n\u001b[0;32m    881\u001b[0m         redirect,\n\u001b[0;32m    882\u001b[0m         assert_same_host,\n\u001b[0;32m    883\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[0;32m    884\u001b[0m         pool_timeout\u001b[38;5;241m=\u001b[39mpool_timeout,\n\u001b[0;32m    885\u001b[0m         release_conn\u001b[38;5;241m=\u001b[39mrelease_conn,\n\u001b[0;32m    886\u001b[0m         chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    887\u001b[0m         body_pos\u001b[38;5;241m=\u001b[39mbody_pos,\n\u001b[0;32m    888\u001b[0m         preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m    889\u001b[0m         decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m    890\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m    891\u001b[0m     )\n\u001b[0;32m    893\u001b[0m \u001b[38;5;66;03m# Handle redirect?\u001b[39;00m\n\u001b[0;32m    894\u001b[0m redirect_location \u001b[38;5;241m=\u001b[39m redirect \u001b[38;5;129;01mand\u001b[39;00m response\u001b[38;5;241m.\u001b[39mget_redirect_location()\n",

  7047.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:875\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    870\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn:\n\u001b[0;32m    871\u001b[0m     \u001b[38;5;66;03m# Try again\u001b[39;00m\n\u001b[0;32m    872\u001b[0m     log\u001b[38;5;241m.\u001b[39mwarning(\n\u001b[0;32m    873\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRetrying (\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m) after connection broken by \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, retries, err, url\n\u001b[0;32m    874\u001b[0m     )\n\u001b[1;32m--> 875\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39murlopen(\n\u001b[0;32m    876\u001b[0m         method,\n\u001b[0;32m    877\u001b[0m         url,\n\u001b[0;32m    878\u001b[0m         body,\n\u001b[0;32m    879\u001b[0m         headers,\n\u001b[0;32m    880\u001b[0m         retries,\n\u001b[0;32m    881\u001b[0m         redirect,\n\u001b[0;32m    882\u001b[0m         assert_same_host,\n\u001b[0;32m    883\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[0;32m    884\u001b[0m         pool_timeout\u001b[38;5;241m=\u001b[39mpool_timeout,\n\u001b[0;32m    885\u001b[0m         release_conn\u001b[38;5;241m=\u001b[39mrelease_conn,\n\u001b[0;32m    886\u001b[0m         chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    887\u001b[0m         body_pos\u001b[38;5;241m=\u001b[39mbody_pos,\n\u001b[0;32m    888\u001b[0m         preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m    889\u001b[0m         decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m    890\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m    891\u001b[0m     )\n\u001b[0;32m    893\u001b[0m \u001b[38;5;66;03m# Handle redirect?\u001b[39;00m\n\u001b[0;32m    894\u001b[0m redirect_location \u001b[38;5;241m=\u001b[39m redirect \u001b[38;5;129;01mand\u001b[39;00m response\u001b[38;5;241m.\u001b[39mget_redirect_location()\n",

  7048.       "    \u001b[1;31m[... skipping similar frames: HTTPConnectionPool.urlopen at line 875 (1 times)]\u001b[0m\n",

  7049.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:875\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    870\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn:\n\u001b[0;32m    871\u001b[0m     \u001b[38;5;66;03m# Try again\u001b[39;00m\n\u001b[0;32m    872\u001b[0m     log\u001b[38;5;241m.\u001b[39mwarning(\n\u001b[0;32m    873\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRetrying (\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m) after connection broken by \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, retries, err, url\n\u001b[0;32m    874\u001b[0m     )\n\u001b[1;32m--> 875\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39murlopen(\n\u001b[0;32m    876\u001b[0m         method,\n\u001b[0;32m    877\u001b[0m         url,\n\u001b[0;32m    878\u001b[0m         body,\n\u001b[0;32m    879\u001b[0m         headers,\n\u001b[0;32m    880\u001b[0m         retries,\n\u001b[0;32m    881\u001b[0m         redirect,\n\u001b[0;32m    882\u001b[0m         assert_same_host,\n\u001b[0;32m    883\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[0;32m    884\u001b[0m         pool_timeout\u001b[38;5;241m=\u001b[39mpool_timeout,\n\u001b[0;32m    885\u001b[0m         release_conn\u001b[38;5;241m=\u001b[39mrelease_conn,\n\u001b[0;32m    886\u001b[0m         chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    887\u001b[0m         body_pos\u001b[38;5;241m=\u001b[39mbody_pos,\n\u001b[0;32m    888\u001b[0m         preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m    889\u001b[0m         decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m    890\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m    891\u001b[0m     )\n\u001b[0;32m    893\u001b[0m \u001b[38;5;66;03m# Handle redirect?\u001b[39;00m\n\u001b[0;32m    894\u001b[0m redirect_location \u001b[38;5;241m=\u001b[39m redirect \u001b[38;5;129;01mand\u001b[39;00m response\u001b[38;5;241m.\u001b[39mget_redirect_location()\n",

  7050.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\connectionpool.py:848\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    843\u001b[0m     new_e \u001b[38;5;241m=\u001b[39m ProtocolError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConnection aborted.\u001b[39m\u001b[38;5;124m\"\u001b[39m, new_e)\n\u001b[0;32m    845\u001b[0m retries \u001b[38;5;241m=\u001b[39m retries\u001b[38;5;241m.\u001b[39mincrement(\n\u001b[0;32m    846\u001b[0m     method, url, error\u001b[38;5;241m=\u001b[39mnew_e, _pool\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m, _stacktrace\u001b[38;5;241m=\u001b[39msys\u001b[38;5;241m.\u001b[39mexc_info()[\u001b[38;5;241m2\u001b[39m]\n\u001b[0;32m    847\u001b[0m )\n\u001b[1;32m--> 848\u001b[0m retries\u001b[38;5;241m.\u001b[39msleep()\n\u001b[0;32m    850\u001b[0m \u001b[38;5;66;03m# Keep track of the error for the retry warning.\u001b[39;00m\n\u001b[0;32m    851\u001b[0m err \u001b[38;5;241m=\u001b[39m e\n",

  7051.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\util\\retry.py:359\u001b[0m, in \u001b[0;36mRetry.sleep\u001b[1;34m(self, response)\u001b[0m\n\u001b[0;32m    356\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m slept:\n\u001b[0;32m    357\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m--> 359\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sleep_backoff()\n",

  7052.       "File \u001b[1;32mc:\\Users\\vsavelev\\AppData\\Local\\anaconda3\\Lib\\site-packages\\urllib3\\util\\retry.py:343\u001b[0m, in \u001b[0;36mRetry._sleep_backoff\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    341\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m backoff \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m    342\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m--> 343\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(backoff)\n",

  7053.       "\u001b[1;31mKeyboardInterrupt\u001b[0m: "

  7054.      ]

  7055.     }

  7056.    ],

  7057.    "source": [

  7058.     "\n",

  7059.     "mlflow.set_tracking_uri(mlflow_server_uri)\n",

  7060.     "mlflow.set_experiment(\"champi\") # Le nom du projet\n",

  7061.     "\n",

  7062.     "\n",

  7063.     "# Define paths to directories\n",

  7064.     "train_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/train'\n",

  7065.     "validation_dir = 'C:/Users/vsavelev/GITHUB/DS_projet/LAYER2/MO/validation'\n",

  7066.     "\n",

  7067.     "# Create Dataset from directories\n",

  7068.     "def create_dataset(directory, batch_size):\n",

  7069.     "    dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",

  7070.     "        directory,\n",

  7071.     "        image_size=(224, 224),\n",

  7072.     "        batch_size=batch_size,\n",

  7073.     "        label_mode='categorical',\n",

  7074.     "        shuffle=True\n",

  7075.     "    )\n",

  7076.     "    return dataset\n",

  7077.     "\n",

  7078.     "# Load data from directories\n",

  7079.     "batch_size = 32\n",

  7080.     "train_dataset = create_dataset(train_dir, batch_size)\n",

  7081.     "validation_dataset = create_dataset(validation_dir, batch_size)\n",

  7082.     "\n",

  7083.     "# Build ResNet50 Model\n",

  7084.     "base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",

  7085.     "x = base_model.output\n",

  7086.     "x = GlobalAveragePooling2D()(x)\n",

  7087.     "x = Dropout(0.7)(x)\n",

  7088.     "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.001))(x)\n",

  7089.     "x = Dropout(0.7)(x)\n",

  7090.     "predictions = Dense(len(train_dataset.class_names), activation='softmax', kernel_regularizer=l2(0.01))(x)\n",

  7091.     "\n",

  7092.     "model = Model(inputs=base_model.input, outputs=predictions)\n",

  7093.     "\n",

  7094.     "# Unfreeze the last few layers\n",

  7095.     "for layer in base_model.layers[-5:]:\n",

  7096.     "    layer.trainable = True\n",

  7097.     "\n",

  7098.     "# Compile the model\n",

  7099.     "model.compile(optimizer=Adam(learning_rate=1e-5),\n",

  7100.     "              loss='categorical_crossentropy',\n",

  7101.     "              metrics=['accuracy'])\n",

  7102.     "\n",

  7103.     "early_stopping = EarlyStopping(\n",

  7104.     "    monitor='val_loss',\n",

  7105.     "    patience=5,\n",

  7106.     "    restore_best_weights=True\n",

  7107.     ")\n",

  7108.     "\n",

  7109.     "reduce_lr = ReduceLROnPlateau(\n",

  7110.     "    monitor='val_loss',\n",

  7111.     "    factor=0.2,\n",

  7112.     "    patience=2,\n",

  7113.     "    min_lr=1e-6\n",

  7114.     ")\n",

  7115.     "\n",

  7116.     "run_name = \"resnet50__unfreeze5_callbacks\"\n",

  7117.     "\n",

  7118.     "# Define MLflow run\n",

  7119.     "with mlflow.start_run(run_name=run_name) as run:\n",

  7120.     "    # Log model parameters to MLflow\n",

  7121.     "    mlflow.log_param(\"batch_size\", batch_size)\n",

  7122.     "    mlflow.log_param(\"dropout_rate\", 0.7)\n",

  7123.     "    mlflow.log_param(\"learning_rate\", 1e-5)\n",

  7124.     "\n",

  7125.     "    # Train the model\n",

  7126.     "    history = model.fit(\n",

  7127.     "        train_dataset,\n",

  7128.     "        epochs=50,\n",

  7129.     "        validation_data=validation_dataset,\n",

  7130.     "        callbacks=[reduce_lr, early_stopping]\n",

  7131.     "    )\n",

  7132.     "\n",

  7133.     "    # Log training metrics to MLflow\n",

  7134.     "    for epoch in range(len(history.history['loss'])):\n",

  7135.     "        mlflow.log_metric(\"train_loss\", history.history['loss'][epoch], step=epoch)\n",

  7136.     "        mlflow.log_metric(\"train_accuracy\", history.history['accuracy'][epoch], step=epoch)\n",

  7137.     "        mlflow.log_metric(\"val_loss\", history.history['val_loss'][epoch], step=epoch)\n",

  7138.     "        mlflow.log_metric(\"val_accuracy\", history.history['val_accuracy'][epoch], step=epoch)\n",

  7139.     "\n",

  7140.     "    # Log final model\n",

  7141.     "    mlflow.tensorflow.log_model(model, artifact_path=run_name+\"_artifacts\")\n",

  7142.     "\n"

  7143.    ]

  7144.   },

  7145.   {

  7146.    "cell_type": "code",

  7147.    "execution_count": 5,

  7148.    "metadata": {},

  7149.    "outputs": [

  7150.     {

  7151.      "name": "stderr",

  7152.      "output_type": "stream",

  7153.      "text": [

  7154.       "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"

  7155.      ]

  7156.     },

  7157.     {

  7158.      "data": {

  7159.       "text/html": [

  7160.        "<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",

  7161.        "</pre>\n"

  7162.       ],

  7163.       "text/plain": [

  7164.        "\u001b[1mModel: \"functional_1\"\u001b[0m\n"

  7165.       ]

  7166.      },

  7167.      "metadata": {},

  7168.      "output_type": "display_data"

  7169.     },

  7170.     {

  7171.      "data": {

  7172.       "text/html": [

  7173.        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  7174.        "┃<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",

  7175.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  7176.        "│ input_layer         │ (<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",

  7177.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  7178.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7179.        "│ conv1_pad           │ (<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[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>] │\n",

  7180.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │            │                   │\n",

  7181.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7182.        "│ 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\">9,472</span> │ conv1_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  7183.        "│                     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7184.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7185.        "│ 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",

  7186.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7187.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7188.        "│ 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",

  7189.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7190.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7191.        "│ pool1_pad           │ (<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",

  7192.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ZeroPadding2D</span>)     │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7193.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7194.        "│ pool1_pool          │ (<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_pad[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  7195.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7196.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7197.        "│ 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\">4,160</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  7198.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7199.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7200.        "│ 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\">256</span> │ conv2_block1_1_c… │\n",

  7201.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7202.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7203.        "│ 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",

  7204.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7205.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7206.        "│ 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\">36,928</span> │ conv2_block1_1_r… │\n",

  7207.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7208.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7209.        "│ conv2_block1_2_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> │ conv2_block1_2_c… │\n",

  7210.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7211.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7212.        "│ conv2_block1_2_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_2_b… │\n",

  7213.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7214.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7215.        "│ conv2_block1_0_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\">16,640</span> │ pool1_pool[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",

  7216.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7217.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7218.        "│ conv2_block1_3_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\">16,640</span> │ conv2_block1_2_r… │\n",

  7219.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7220.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7221.        "│ 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\">1,024</span> │ conv2_block1_0_c… │\n",

  7222.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7223.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7224.        "│ conv2_block1_3_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_block1_3_c… │\n",

  7225.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7226.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7227.        "│ conv2_block1_add    │ (<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",

  7228.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block1_3_b… │\n",

  7229.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7230.        "│ conv2_block1_out    │ (<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_add… │\n",

  7231.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7232.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7233.        "│ 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\">16,448</span> │ conv2_block1_out… │\n",

  7234.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7235.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7236.        "│ 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\">256</span> │ conv2_block2_1_c… │\n",

  7237.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7238.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7239.        "│ 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",

  7240.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7241.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7242.        "│ 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\">36,928</span> │ conv2_block2_1_r… │\n",

  7243.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7244.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7245.        "│ conv2_block2_2_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> │ conv2_block2_2_c… │\n",

  7246.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7247.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7248.        "│ conv2_block2_2_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_2_b… │\n",

  7249.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7250.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7251.        "│ conv2_block2_3_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\">16,640</span> │ conv2_block2_2_r… │\n",

  7252.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7253.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7254.        "│ conv2_block2_3_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_block2_3_c… │\n",

  7255.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7256.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7257.        "│ conv2_block2_add    │ (<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_out… │\n",

  7258.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block2_3_b… │\n",

  7259.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7260.        "│ conv2_block2_out    │ (<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_add… │\n",

  7261.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7262.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7263.        "│ 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\">16,448</span> │ conv2_block2_out… │\n",

  7264.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7265.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7266.        "│ 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\">256</span> │ conv2_block3_1_c… │\n",

  7267.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7268.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7269.        "│ 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",

  7270.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7271.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7272.        "│ 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\">36,928</span> │ conv2_block3_1_r… │\n",

  7273.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7274.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7275.        "│ conv2_block3_2_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> │ conv2_block3_2_c… │\n",

  7276.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7277.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7278.        "│ conv2_block3_2_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_2_b… │\n",

  7279.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │            │                   │\n",

  7280.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7281.        "│ conv2_block3_3_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\">16,640</span> │ conv2_block3_2_r… │\n",

  7282.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7283.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7284.        "│ conv2_block3_3_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_block3_3_c… │\n",

  7285.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7286.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7287.        "│ conv2_block3_add    │ (<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_out… │\n",

  7288.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │ conv2_block3_3_b… │\n",

  7289.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7290.        "│ conv2_block3_out    │ (<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_add… │\n",

  7291.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7292.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7293.        "│ 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\">32,896</span> │ conv2_block3_out… │\n",

  7294.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7295.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7296.        "│ 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",

  7297.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7298.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7299.        "│ 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",

  7300.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7301.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7302.        "│ 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\">147,584</span> │ conv3_block1_1_r… │\n",

  7303.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7304.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7305.        "│ conv3_block1_2_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_2_c… │\n",

  7306.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7307.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7308.        "│ conv3_block1_2_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_2_b… │\n",

  7309.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7310.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7311.        "│ conv3_block1_0_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\">131,584</span> │ conv2_block3_out… │\n",

  7312.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7313.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7314.        "│ conv3_block1_3_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\">66,048</span> │ conv3_block1_2_r… │\n",

  7315.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7316.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7317.        "│ 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\">2,048</span> │ conv3_block1_0_c… │\n",

  7318.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7319.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7320.        "│ conv3_block1_3_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_block1_3_c… │\n",

  7321.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7322.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7323.        "│ conv3_block1_add    │ (<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",

  7324.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block1_3_b… │\n",

  7325.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7326.        "│ conv3_block1_out    │ (<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_add… │\n",

  7327.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7328.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7329.        "│ 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\">65,664</span> │ conv3_block1_out… │\n",

  7330.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7331.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7332.        "│ 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",

  7333.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7334.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7335.        "│ 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",

  7336.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7337.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7338.        "│ 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\">147,584</span> │ conv3_block2_1_r… │\n",

  7339.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7340.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7341.        "│ conv3_block2_2_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_2_c… │\n",

  7342.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7343.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7344.        "│ conv3_block2_2_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_2_b… │\n",

  7345.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7346.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7347.        "│ conv3_block2_3_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\">66,048</span> │ conv3_block2_2_r… │\n",

  7348.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7349.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7350.        "│ conv3_block2_3_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_block2_3_c… │\n",

  7351.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7352.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7353.        "│ conv3_block2_add    │ (<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_out… │\n",

  7354.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block2_3_b… │\n",

  7355.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7356.        "│ conv3_block2_out    │ (<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_add… │\n",

  7357.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7358.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7359.        "│ 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\">65,664</span> │ conv3_block2_out… │\n",

  7360.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7361.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7362.        "│ 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",

  7363.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7364.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7365.        "│ 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",

  7366.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7367.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7368.        "│ 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\">147,584</span> │ conv3_block3_1_r… │\n",

  7369.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7370.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7371.        "│ conv3_block3_2_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_2_c… │\n",

  7372.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7373.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7374.        "│ conv3_block3_2_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_2_b… │\n",

  7375.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7376.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7377.        "│ conv3_block3_3_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\">66,048</span> │ conv3_block3_2_r… │\n",

  7378.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7379.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7380.        "│ conv3_block3_3_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_block3_3_c… │\n",

  7381.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7382.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7383.        "│ conv3_block3_add    │ (<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_out… │\n",

  7384.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block3_3_b… │\n",

  7385.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7386.        "│ conv3_block3_out    │ (<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_add… │\n",

  7387.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7388.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7389.        "│ 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\">65,664</span> │ conv3_block3_out… │\n",

  7390.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7391.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7392.        "│ 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",

  7393.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7394.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7395.        "│ 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",

  7396.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7397.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7398.        "│ 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\">147,584</span> │ conv3_block4_1_r… │\n",

  7399.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7400.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7401.        "│ conv3_block4_2_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_2_c… │\n",

  7402.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7403.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7404.        "│ conv3_block4_2_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_2_b… │\n",

  7405.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)              │            │                   │\n",

  7406.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7407.        "│ conv3_block4_3_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\">66,048</span> │ conv3_block4_2_r… │\n",

  7408.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7409.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7410.        "│ conv3_block4_3_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_block4_3_c… │\n",

  7411.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7412.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7413.        "│ conv3_block4_add    │ (<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_out… │\n",

  7414.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │ conv3_block4_3_b… │\n",

  7415.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7416.        "│ conv3_block4_out    │ (<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_add… │\n",

  7417.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)              │            │                   │\n",

  7418.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7419.        "│ 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\">131,328</span> │ conv3_block4_out… │\n",

  7420.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7421.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7422.        "│ 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\">1,024</span> │ conv4_block1_1_c… │\n",

  7423.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7424.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7425.        "│ 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",

  7426.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7427.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7428.        "│ 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\">590,080</span> │ conv4_block1_1_r… │\n",

  7429.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7430.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7431.        "│ conv4_block1_2_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> │ conv4_block1_2_c… │\n",

  7432.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7433.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7434.        "│ conv4_block1_2_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_2_b… │\n",

  7435.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7436.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7437.        "│ conv4_block1_0_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\">525,312</span> │ conv3_block4_out… │\n",

  7438.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7439.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7440.        "│ conv4_block1_3_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\">263,168</span> │ conv4_block1_2_r… │\n",

  7441.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7442.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7443.        "│ 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\">4,096</span> │ conv4_block1_0_c… │\n",

  7444.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7445.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7446.        "│ conv4_block1_3_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_block1_3_c… │\n",

  7447.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7448.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7449.        "│ conv4_block1_add    │ (<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",

  7450.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block1_3_b… │\n",

  7451.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7452.        "│ conv4_block1_out    │ (<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_add… │\n",

  7453.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7454.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7455.        "│ 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\">262,400</span> │ conv4_block1_out… │\n",

  7456.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7457.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7458.        "│ 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\">1,024</span> │ conv4_block2_1_c… │\n",

  7459.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7460.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7461.        "│ 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",

  7462.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7463.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7464.        "│ 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\">590,080</span> │ conv4_block2_1_r… │\n",

  7465.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7466.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7467.        "│ conv4_block2_2_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> │ conv4_block2_2_c… │\n",

  7468.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7469.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7470.        "│ conv4_block2_2_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_2_b… │\n",

  7471.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7472.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7473.        "│ conv4_block2_3_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\">263,168</span> │ conv4_block2_2_r… │\n",

  7474.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7475.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7476.        "│ conv4_block2_3_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_block2_3_c… │\n",

  7477.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7478.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7479.        "│ conv4_block2_add    │ (<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_out… │\n",

  7480.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block2_3_b… │\n",

  7481.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7482.        "│ conv4_block2_out    │ (<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_add… │\n",

  7483.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7484.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7485.        "│ 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\">262,400</span> │ conv4_block2_out… │\n",

  7486.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7487.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7488.        "│ 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\">1,024</span> │ conv4_block3_1_c… │\n",

  7489.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7490.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7491.        "│ 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",

  7492.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7493.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7494.        "│ 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\">590,080</span> │ conv4_block3_1_r… │\n",

  7495.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7496.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7497.        "│ conv4_block3_2_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> │ conv4_block3_2_c… │\n",

  7498.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7499.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7500.        "│ conv4_block3_2_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_2_b… │\n",

  7501.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7502.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7503.        "│ conv4_block3_3_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\">263,168</span> │ conv4_block3_2_r… │\n",

  7504.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7505.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7506.        "│ conv4_block3_3_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_block3_3_c… │\n",

  7507.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7508.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7509.        "│ conv4_block3_add    │ (<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_out… │\n",

  7510.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block3_3_b… │\n",

  7511.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7512.        "│ conv4_block3_out    │ (<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_add… │\n",

  7513.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7514.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7515.        "│ 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\">262,400</span> │ conv4_block3_out… │\n",

  7516.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7517.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7518.        "│ 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\">1,024</span> │ conv4_block4_1_c… │\n",

  7519.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7520.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7521.        "│ 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",

  7522.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7523.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7524.        "│ 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\">590,080</span> │ conv4_block4_1_r… │\n",

  7525.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7526.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7527.        "│ conv4_block4_2_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> │ conv4_block4_2_c… │\n",

  7528.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7529.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7530.        "│ conv4_block4_2_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_2_b… │\n",

  7531.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7532.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7533.        "│ conv4_block4_3_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\">263,168</span> │ conv4_block4_2_r… │\n",

  7534.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7535.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7536.        "│ conv4_block4_3_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_block4_3_c… │\n",

  7537.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7538.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7539.        "│ conv4_block4_add    │ (<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_out… │\n",

  7540.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block4_3_b… │\n",

  7541.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7542.        "│ conv4_block4_out    │ (<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_add… │\n",

  7543.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7544.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7545.        "│ 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\">262,400</span> │ conv4_block4_out… │\n",

  7546.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7547.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7548.        "│ 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\">1,024</span> │ conv4_block5_1_c… │\n",

  7549.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7550.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7551.        "│ 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",

  7552.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7553.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7554.        "│ 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\">590,080</span> │ conv4_block5_1_r… │\n",

  7555.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7556.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7557.        "│ conv4_block5_2_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> │ conv4_block5_2_c… │\n",

  7558.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7559.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7560.        "│ conv4_block5_2_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_2_b… │\n",

  7561.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7562.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7563.        "│ conv4_block5_3_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\">263,168</span> │ conv4_block5_2_r… │\n",

  7564.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7565.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7566.        "│ conv4_block5_3_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_block5_3_c… │\n",

  7567.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7568.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7569.        "│ conv4_block5_add    │ (<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_out… │\n",

  7570.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block5_3_b… │\n",

  7571.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7572.        "│ conv4_block5_out    │ (<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_add… │\n",

  7573.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7574.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7575.        "│ 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\">262,400</span> │ conv4_block5_out… │\n",

  7576.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7577.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7578.        "│ 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\">1,024</span> │ conv4_block6_1_c… │\n",

  7579.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7580.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7581.        "│ 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",

  7582.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7583.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7584.        "│ 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\">590,080</span> │ conv4_block6_1_r… │\n",

  7585.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7586.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7587.        "│ conv4_block6_2_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> │ conv4_block6_2_c… │\n",

  7588.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7589.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7590.        "│ conv4_block6_2_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_2_b… │\n",

  7591.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)              │            │                   │\n",

  7592.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7593.        "│ conv4_block6_3_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\">263,168</span> │ conv4_block6_2_r… │\n",

  7594.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7595.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7596.        "│ conv4_block6_3_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_block6_3_c… │\n",

  7597.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7598.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7599.        "│ conv4_block6_add    │ (<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_out… │\n",

  7600.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │ conv4_block6_3_b… │\n",

  7601.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7602.        "│ conv4_block6_out    │ (<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_add… │\n",

  7603.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)             │            │                   │\n",

  7604.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7605.        "│ 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\">512</span>) │    <span style=\"color: #00af00; text-decoration-color: #00af00\">524,800</span> │ conv4_block6_out… │\n",

  7606.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7607.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7608.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block1_1_c… │\n",

  7609.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7610.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7611.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block1_1_b… │\n",

  7612.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7613.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7614.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block1_1_r… │\n",

  7615.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7616.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7617.        "│ conv5_block1_2_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> │ conv5_block1_2_c… │\n",

  7618.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7619.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7620.        "│ conv5_block1_2_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_2_b… │\n",

  7621.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7622.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7623.        "│ conv5_block1_0_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\">2,099,200</span> │ conv4_block6_out… │\n",

  7624.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7625.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7626.        "│ conv5_block1_3_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\">1,050,624</span> │ conv5_block1_2_r… │\n",

  7627.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7628.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7629.        "│ 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\">8,192</span> │ conv5_block1_0_c… │\n",

  7630.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7631.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7632.        "│ conv5_block1_3_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\">8,192</span> │ conv5_block1_3_c… │\n",

  7633.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7634.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7635.        "│ conv5_block1_add    │ (<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_block1_0_b… │\n",

  7636.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block1_3_b… │\n",

  7637.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7638.        "│ conv5_block1_out    │ (<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_block1_add… │\n",

  7639.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7640.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7641.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block1_out… │\n",

  7642.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7643.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7644.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block2_1_c… │\n",

  7645.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7646.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7647.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block2_1_b… │\n",

  7648.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7649.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7650.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block2_1_r… │\n",

  7651.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7652.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7653.        "│ conv5_block2_2_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> │ conv5_block2_2_c… │\n",

  7654.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7655.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7656.        "│ conv5_block2_2_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_block2_2_b… │\n",

  7657.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7658.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7659.        "│ conv5_block2_3_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\">1,050,624</span> │ conv5_block2_2_r… │\n",

  7660.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7661.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7662.        "│ conv5_block2_3_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\">8,192</span> │ conv5_block2_3_c… │\n",

  7663.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7664.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7665.        "│ conv5_block2_add    │ (<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_block1_out… │\n",

  7666.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block2_3_b… │\n",

  7667.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7668.        "│ conv5_block2_out    │ (<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_block2_add… │\n",

  7669.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7670.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7671.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">1,049,088</span> │ conv5_block2_out… │\n",

  7672.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7673.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7674.        "│ 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\">512</span>) │      <span style=\"color: #00af00; text-decoration-color: #00af00\">2,048</span> │ conv5_block3_1_c… │\n",

  7675.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7676.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7677.        "│ 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\">512</span>) │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_1_b… │\n",

  7678.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7679.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7680.        "│ 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\">512</span>) │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │ conv5_block3_1_r… │\n",

  7681.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │                   │            │                   │\n",

  7682.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7683.        "│ conv5_block3_2_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> │ conv5_block3_2_c… │\n",

  7684.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │                   │            │                   │\n",

  7685.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7686.        "│ conv5_block3_2_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_block3_2_b… │\n",

  7687.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │                   │            │                   │\n",

  7688.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7689.        "│ conv5_block3_3_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\">1,050,624</span> │ conv5_block3_2_r… │\n",

  7690.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)            │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7691.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7692.        "│ conv5_block3_3_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\">8,192</span> │ conv5_block3_3_c… │\n",

  7693.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalizatio…</span> │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7694.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7695.        "│ conv5_block3_add    │ (<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_block2_out… │\n",

  7696.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Add</span>)               │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │ conv5_block3_3_b… │\n",

  7697.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7698.        "│ conv5_block3_out    │ (<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_block3_add… │\n",

  7699.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)        │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)             │            │                   │\n",

  7700.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7701.        "│ global_average_poo… │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ conv5_block3_out… │\n",

  7702.        "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePool…</span> │                   │            │                   │\n",

  7703.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7704.        "│ dropout (<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\">2048</span>)      │          <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_p… │\n",

  7705.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7706.        "│ dense (<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\">1024</span>)      │  <span style=\"color: #00af00; text-decoration-color: #00af00\">2,098,176</span> │ dropout[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]     │\n",

  7707.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7708.        "│ 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> │ dense[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]       │\n",

  7709.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7710.        "│ 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\">13</span>)        │     <span style=\"color: #00af00; text-decoration-color: #00af00\">13,325</span> │ dropout_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]   │\n",

  7711.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",

  7712.        "</pre>\n"

  7713.       ],

  7714.       "text/plain": [

  7715.        "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",

  7716.        "┃\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",

  7717.        "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",

  7718.        "│ input_layer         │ (\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",

  7719.        "│ (\u001b[38;5;33mInputLayer\u001b[0m)        │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  7720.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7721.        "│ conv1_pad           │ (\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[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n",

  7722.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m3\u001b[0m)                │            │                   │\n",

  7723.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7724.        "│ 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;34m9,472\u001b[0m │ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  7725.        "│                     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7726.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7727.        "│ 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",

  7728.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7729.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7730.        "│ 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",

  7731.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7732.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7733.        "│ pool1_pad           │ (\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",

  7734.        "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m)     │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7735.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7736.        "│ pool1_pool          │ (\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_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  7737.        "│ (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7738.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7739.        "│ 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;34m4,160\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  7740.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7741.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7742.        "│ 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;34m256\u001b[0m │ conv2_block1_1_c… │\n",

  7743.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7744.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7745.        "│ 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",

  7746.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7747.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7748.        "│ 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;34m36,928\u001b[0m │ conv2_block1_1_r… │\n",

  7749.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7750.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7751.        "│ conv2_block1_2_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 │ conv2_block1_2_c… │\n",

  7752.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7753.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7754.        "│ conv2_block1_2_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_2_b… │\n",

  7755.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7756.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7757.        "│ conv2_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",

  7758.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7759.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7760.        "│ conv2_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block1_2_r… │\n",

  7761.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7762.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7763.        "│ 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;34m1,024\u001b[0m │ conv2_block1_0_c… │\n",

  7764.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7765.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7766.        "│ conv2_block1_3_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_block1_3_c… │\n",

  7767.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7768.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7769.        "│ conv2_block1_add    │ (\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",

  7770.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block1_3_b… │\n",

  7771.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7772.        "│ conv2_block1_out    │ (\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_add… │\n",

  7773.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7774.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7775.        "│ 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;34m16,448\u001b[0m │ conv2_block1_out… │\n",

  7776.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7777.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7778.        "│ 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;34m256\u001b[0m │ conv2_block2_1_c… │\n",

  7779.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7780.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7781.        "│ 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",

  7782.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7783.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7784.        "│ 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;34m36,928\u001b[0m │ conv2_block2_1_r… │\n",

  7785.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7786.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7787.        "│ conv2_block2_2_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 │ conv2_block2_2_c… │\n",

  7788.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7789.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7790.        "│ conv2_block2_2_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_2_b… │\n",

  7791.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7792.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7793.        "│ conv2_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block2_2_r… │\n",

  7794.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7795.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7796.        "│ conv2_block2_3_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_block2_3_c… │\n",

  7797.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7798.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7799.        "│ conv2_block2_add    │ (\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_out… │\n",

  7800.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block2_3_b… │\n",

  7801.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7802.        "│ conv2_block2_out    │ (\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_add… │\n",

  7803.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7804.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7805.        "│ 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;34m16,448\u001b[0m │ conv2_block2_out… │\n",

  7806.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7807.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7808.        "│ 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;34m256\u001b[0m │ conv2_block3_1_c… │\n",

  7809.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7810.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7811.        "│ 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",

  7812.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7813.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7814.        "│ 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;34m36,928\u001b[0m │ conv2_block3_1_r… │\n",

  7815.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7816.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7817.        "│ conv2_block3_2_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 │ conv2_block3_2_c… │\n",

  7818.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7819.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7820.        "│ conv2_block3_2_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_2_b… │\n",

  7821.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m64\u001b[0m)               │            │                   │\n",

  7822.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7823.        "│ conv2_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m,    │     \u001b[38;5;34m16,640\u001b[0m │ conv2_block3_2_r… │\n",

  7824.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7825.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7826.        "│ conv2_block3_3_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_block3_3_c… │\n",

  7827.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7828.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7829.        "│ conv2_block3_add    │ (\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_out… │\n",

  7830.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m256\u001b[0m)              │            │ conv2_block3_3_b… │\n",

  7831.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7832.        "│ conv2_block3_out    │ (\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_add… │\n",

  7833.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7834.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7835.        "│ 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;34m32,896\u001b[0m │ conv2_block3_out… │\n",

  7836.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7837.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7838.        "│ 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",

  7839.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7840.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7841.        "│ 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",

  7842.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7843.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7844.        "│ 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;34m147,584\u001b[0m │ conv3_block1_1_r… │\n",

  7845.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7846.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7847.        "│ conv3_block1_2_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_2_c… │\n",

  7848.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7849.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7850.        "│ conv3_block1_2_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_2_b… │\n",

  7851.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7852.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7853.        "│ conv3_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │    \u001b[38;5;34m131,584\u001b[0m │ conv2_block3_out… │\n",

  7854.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7855.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7856.        "│ conv3_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block1_2_r… │\n",

  7857.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7858.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7859.        "│ 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;34m2,048\u001b[0m │ conv3_block1_0_c… │\n",

  7860.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7861.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7862.        "│ conv3_block1_3_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_block1_3_c… │\n",

  7863.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7864.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7865.        "│ conv3_block1_add    │ (\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",

  7866.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block1_3_b… │\n",

  7867.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7868.        "│ conv3_block1_out    │ (\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_add… │\n",

  7869.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7870.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7871.        "│ 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;34m65,664\u001b[0m │ conv3_block1_out… │\n",

  7872.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7873.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7874.        "│ 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",

  7875.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7876.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7877.        "│ 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",

  7878.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7879.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7880.        "│ 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;34m147,584\u001b[0m │ conv3_block2_1_r… │\n",

  7881.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7882.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7883.        "│ conv3_block2_2_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_2_c… │\n",

  7884.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7885.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7886.        "│ conv3_block2_2_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_2_b… │\n",

  7887.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7888.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7889.        "│ conv3_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block2_2_r… │\n",

  7890.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7891.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7892.        "│ conv3_block2_3_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_block2_3_c… │\n",

  7893.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7894.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7895.        "│ conv3_block2_add    │ (\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_out… │\n",

  7896.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block2_3_b… │\n",

  7897.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7898.        "│ conv3_block2_out    │ (\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_add… │\n",

  7899.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7900.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7901.        "│ 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;34m65,664\u001b[0m │ conv3_block2_out… │\n",

  7902.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7903.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7904.        "│ 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",

  7905.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7906.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7907.        "│ 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",

  7908.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7909.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7910.        "│ 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;34m147,584\u001b[0m │ conv3_block3_1_r… │\n",

  7911.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7912.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7913.        "│ conv3_block3_2_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_2_c… │\n",

  7914.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7915.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7916.        "│ conv3_block3_2_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_2_b… │\n",

  7917.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7918.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7919.        "│ conv3_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block3_2_r… │\n",

  7920.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7921.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7922.        "│ conv3_block3_3_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_block3_3_c… │\n",

  7923.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7924.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7925.        "│ conv3_block3_add    │ (\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_out… │\n",

  7926.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block3_3_b… │\n",

  7927.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7928.        "│ conv3_block3_out    │ (\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_add… │\n",

  7929.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7930.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7931.        "│ 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;34m65,664\u001b[0m │ conv3_block3_out… │\n",

  7932.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7933.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7934.        "│ 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",

  7935.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7936.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7937.        "│ 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",

  7938.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7939.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7940.        "│ 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;34m147,584\u001b[0m │ conv3_block4_1_r… │\n",

  7941.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7942.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7943.        "│ conv3_block4_2_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_2_c… │\n",

  7944.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7945.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7946.        "│ conv3_block4_2_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_2_b… │\n",

  7947.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m128\u001b[0m)              │            │                   │\n",

  7948.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7949.        "│ conv3_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m,    │     \u001b[38;5;34m66,048\u001b[0m │ conv3_block4_2_r… │\n",

  7950.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7951.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7952.        "│ conv3_block4_3_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_block4_3_c… │\n",

  7953.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7954.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7955.        "│ conv3_block4_add    │ (\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_out… │\n",

  7956.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m512\u001b[0m)              │            │ conv3_block4_3_b… │\n",

  7957.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7958.        "│ conv3_block4_out    │ (\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_add… │\n",

  7959.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m512\u001b[0m)              │            │                   │\n",

  7960.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7961.        "│ 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;34m131,328\u001b[0m │ conv3_block4_out… │\n",

  7962.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7963.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7964.        "│ 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;34m1,024\u001b[0m │ conv4_block1_1_c… │\n",

  7965.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7966.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7967.        "│ 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",

  7968.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7969.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7970.        "│ 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;34m590,080\u001b[0m │ conv4_block1_1_r… │\n",

  7971.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7972.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7973.        "│ conv4_block1_2_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 │ conv4_block1_2_c… │\n",

  7974.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7975.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7976.        "│ conv4_block1_2_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_2_b… │\n",

  7977.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7978.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7979.        "│ conv4_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m525,312\u001b[0m │ conv3_block4_out… │\n",

  7980.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  7981.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7982.        "│ conv4_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block1_2_r… │\n",

  7983.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  7984.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7985.        "│ 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;34m4,096\u001b[0m │ conv4_block1_0_c… │\n",

  7986.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  7987.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7988.        "│ conv4_block1_3_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_block1_3_c… │\n",

  7989.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  7990.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7991.        "│ conv4_block1_add    │ (\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",

  7992.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block1_3_b… │\n",

  7993.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7994.        "│ conv4_block1_out    │ (\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_add… │\n",

  7995.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  7996.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  7997.        "│ 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;34m262,400\u001b[0m │ conv4_block1_out… │\n",

  7998.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  7999.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8000.        "│ 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;34m1,024\u001b[0m │ conv4_block2_1_c… │\n",

  8001.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8002.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8003.        "│ 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",

  8004.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8005.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8006.        "│ 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;34m590,080\u001b[0m │ conv4_block2_1_r… │\n",

  8007.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8008.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8009.        "│ conv4_block2_2_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 │ conv4_block2_2_c… │\n",

  8010.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8011.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8012.        "│ conv4_block2_2_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_2_b… │\n",

  8013.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8014.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8015.        "│ conv4_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block2_2_r… │\n",

  8016.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8017.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8018.        "│ conv4_block2_3_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_block2_3_c… │\n",

  8019.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8020.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8021.        "│ conv4_block2_add    │ (\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_out… │\n",

  8022.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block2_3_b… │\n",

  8023.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8024.        "│ conv4_block2_out    │ (\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_add… │\n",

  8025.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8026.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8027.        "│ 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;34m262,400\u001b[0m │ conv4_block2_out… │\n",

  8028.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8029.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8030.        "│ 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;34m1,024\u001b[0m │ conv4_block3_1_c… │\n",

  8031.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8032.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8033.        "│ 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",

  8034.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8035.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8036.        "│ 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;34m590,080\u001b[0m │ conv4_block3_1_r… │\n",

  8037.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8038.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8039.        "│ conv4_block3_2_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 │ conv4_block3_2_c… │\n",

  8040.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8041.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8042.        "│ conv4_block3_2_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_2_b… │\n",

  8043.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8044.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8045.        "│ conv4_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block3_2_r… │\n",

  8046.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8047.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8048.        "│ conv4_block3_3_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_block3_3_c… │\n",

  8049.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8050.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8051.        "│ conv4_block3_add    │ (\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_out… │\n",

  8052.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block3_3_b… │\n",

  8053.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8054.        "│ conv4_block3_out    │ (\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_add… │\n",

  8055.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8056.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8057.        "│ 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;34m262,400\u001b[0m │ conv4_block3_out… │\n",

  8058.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8059.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8060.        "│ 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;34m1,024\u001b[0m │ conv4_block4_1_c… │\n",

  8061.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8062.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8063.        "│ 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",

  8064.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8065.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8066.        "│ 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;34m590,080\u001b[0m │ conv4_block4_1_r… │\n",

  8067.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8068.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8069.        "│ conv4_block4_2_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 │ conv4_block4_2_c… │\n",

  8070.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8071.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8072.        "│ conv4_block4_2_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_2_b… │\n",

  8073.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8074.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8075.        "│ conv4_block4_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block4_2_r… │\n",

  8076.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8077.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8078.        "│ conv4_block4_3_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_block4_3_c… │\n",

  8079.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8080.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8081.        "│ conv4_block4_add    │ (\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_out… │\n",

  8082.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block4_3_b… │\n",

  8083.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8084.        "│ conv4_block4_out    │ (\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_add… │\n",

  8085.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8086.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8087.        "│ 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;34m262,400\u001b[0m │ conv4_block4_out… │\n",

  8088.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8089.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8090.        "│ 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;34m1,024\u001b[0m │ conv4_block5_1_c… │\n",

  8091.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8092.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8093.        "│ 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",

  8094.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8095.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8096.        "│ 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;34m590,080\u001b[0m │ conv4_block5_1_r… │\n",

  8097.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8098.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8099.        "│ conv4_block5_2_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 │ conv4_block5_2_c… │\n",

  8100.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8101.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8102.        "│ conv4_block5_2_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_2_b… │\n",

  8103.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8104.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8105.        "│ conv4_block5_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block5_2_r… │\n",

  8106.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8107.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8108.        "│ conv4_block5_3_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_block5_3_c… │\n",

  8109.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8110.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8111.        "│ conv4_block5_add    │ (\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_out… │\n",

  8112.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block5_3_b… │\n",

  8113.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8114.        "│ conv4_block5_out    │ (\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_add… │\n",

  8115.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8116.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8117.        "│ 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;34m262,400\u001b[0m │ conv4_block5_out… │\n",

  8118.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8119.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8120.        "│ 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;34m1,024\u001b[0m │ conv4_block6_1_c… │\n",

  8121.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8122.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8123.        "│ 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",

  8124.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8125.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8126.        "│ 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;34m590,080\u001b[0m │ conv4_block6_1_r… │\n",

  8127.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8128.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8129.        "│ conv4_block6_2_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 │ conv4_block6_2_c… │\n",

  8130.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8131.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8132.        "│ conv4_block6_2_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_2_b… │\n",

  8133.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m256\u001b[0m)              │            │                   │\n",

  8134.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8135.        "│ conv4_block6_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m,    │    \u001b[38;5;34m263,168\u001b[0m │ conv4_block6_2_r… │\n",

  8136.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8137.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8138.        "│ conv4_block6_3_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_block6_3_c… │\n",

  8139.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8140.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8141.        "│ conv4_block6_add    │ (\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_out… │\n",

  8142.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m1024\u001b[0m)             │            │ conv4_block6_3_b… │\n",

  8143.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8144.        "│ conv4_block6_out    │ (\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_add… │\n",

  8145.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m1024\u001b[0m)             │            │                   │\n",

  8146.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8147.        "│ 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;34m512\u001b[0m) │    \u001b[38;5;34m524,800\u001b[0m │ conv4_block6_out… │\n",

  8148.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8149.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8150.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block1_1_c… │\n",

  8151.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8152.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8153.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_b… │\n",

  8154.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8155.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8156.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block1_1_r… │\n",

  8157.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8158.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8159.        "│ conv5_block1_2_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 │ conv5_block1_2_c… │\n",

  8160.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8161.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8162.        "│ conv5_block1_2_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_2_b… │\n",

  8163.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8164.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8165.        "│ conv5_block1_0_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m2,099,200\u001b[0m │ conv4_block6_out… │\n",

  8166.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8167.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8168.        "│ conv5_block1_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block1_2_r… │\n",

  8169.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8170.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8171.        "│ 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;34m8,192\u001b[0m │ conv5_block1_0_c… │\n",

  8172.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8173.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8174.        "│ conv5_block1_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block1_3_c… │\n",

  8175.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8176.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8177.        "│ conv5_block1_add    │ (\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_block1_0_b… │\n",

  8178.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block1_3_b… │\n",

  8179.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8180.        "│ conv5_block1_out    │ (\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_block1_add… │\n",

  8181.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8182.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8183.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block1_out… │\n",

  8184.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8185.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8186.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block2_1_c… │\n",

  8187.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8188.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8189.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_b… │\n",

  8190.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8191.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8192.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block2_1_r… │\n",

  8193.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8194.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8195.        "│ conv5_block2_2_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 │ conv5_block2_2_c… │\n",

  8196.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8197.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8198.        "│ conv5_block2_2_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_block2_2_b… │\n",

  8199.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8200.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8201.        "│ conv5_block2_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block2_2_r… │\n",

  8202.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8203.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8204.        "│ conv5_block2_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block2_3_c… │\n",

  8205.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8206.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8207.        "│ conv5_block2_add    │ (\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_block1_out… │\n",

  8208.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block2_3_b… │\n",

  8209.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8210.        "│ conv5_block2_out    │ (\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_block2_add… │\n",

  8211.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8212.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8213.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m1,049,088\u001b[0m │ conv5_block2_out… │\n",

  8214.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8215.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8216.        "│ 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;34m512\u001b[0m) │      \u001b[38;5;34m2,048\u001b[0m │ conv5_block3_1_c… │\n",

  8217.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8218.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8219.        "│ 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;34m512\u001b[0m) │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_b… │\n",

  8220.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8221.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8222.        "│ 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;34m512\u001b[0m) │  \u001b[38;5;34m2,359,808\u001b[0m │ conv5_block3_1_r… │\n",

  8223.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │                   │            │                   │\n",

  8224.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8225.        "│ conv5_block3_2_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 │ conv5_block3_2_c… │\n",

  8226.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │                   │            │                   │\n",

  8227.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8228.        "│ conv5_block3_2_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_block3_2_b… │\n",

  8229.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │                   │            │                   │\n",

  8230.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8231.        "│ conv5_block3_3_conv │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │  \u001b[38;5;34m1,050,624\u001b[0m │ conv5_block3_2_r… │\n",

  8232.        "│ (\u001b[38;5;33mConv2D\u001b[0m)            │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8233.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8234.        "│ conv5_block3_3_bn   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m,      │      \u001b[38;5;34m8,192\u001b[0m │ conv5_block3_3_c… │\n",

  8235.        "│ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8236.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8237.        "│ conv5_block3_add    │ (\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_block2_out… │\n",

  8238.        "│ (\u001b[38;5;33mAdd\u001b[0m)               │ \u001b[38;5;34m2048\u001b[0m)             │            │ conv5_block3_3_b… │\n",

  8239.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8240.        "│ conv5_block3_out    │ (\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_block3_add… │\n",

  8241.        "│ (\u001b[38;5;33mActivation\u001b[0m)        │ \u001b[38;5;34m2048\u001b[0m)             │            │                   │\n",

  8242.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8243.        "│ global_average_poo… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ conv5_block3_out… │\n",

  8244.        "│ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m │                   │            │                   │\n",

  8245.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8246.        "│ dropout (\u001b[38;5;33mDropout\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)      │          \u001b[38;5;34m0\u001b[0m │ global_average_p… │\n",

  8247.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8248.        "│ dense (\u001b[38;5;33mDense\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)      │  \u001b[38;5;34m2,098,176\u001b[0m │ dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]     │\n",

  8249.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8250.        "│ 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 │ dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]       │\n",

  8251.        "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",

  8252.        "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m)        │     \u001b[38;5;34m13,325\u001b[0m │ dropout_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]   │\n",

  8253.        "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n"

  8254.       ]

  8255.      },

  8256.      "metadata": {},

  8257.      "output_type": "display_data"

  8258.     },

  8259.     {

  8260.      "data": {

  8261.       "text/html": [

  8262.        "<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\">76,991,401</span> (293.70 MB)\n",

  8263.        "</pre>\n"

  8264.       ],

  8265.       "text/plain": [

  8266.        "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m76,991,401\u001b[0m (293.70 MB)\n"

  8267.       ]

  8268.      },

  8269.      "metadata": {},

  8270.      "output_type": "display_data"

  8271.     },

  8272.     {

  8273.      "data": {

  8274.       "text/html": [

  8275.        "<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\">25,646,093</span> (97.83 MB)\n",

  8276.        "</pre>\n"

  8277.       ],

  8278.       "text/plain": [

  8279.        "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m25,646,093\u001b[0m (97.83 MB)\n"

  8280.       ]

  8281.      },

  8282.      "metadata": {},

  8283.      "output_type": "display_data"

  8284.     },

  8285.     {

  8286.      "data": {

  8287.       "text/html": [

  8288.        "<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\">53,120</span> (207.50 KB)\n",

  8289.        "</pre>\n"

  8290.       ],

  8291.       "text/plain": [

  8292.        "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m53,120\u001b[0m (207.50 KB)\n"

  8293.       ]

  8294.      },

  8295.      "metadata": {},

  8296.      "output_type": "display_data"

  8297.     },

  8298.     {

  8299.      "data": {

  8300.       "text/html": [

  8301.        "<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\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">51,292,188</span> (195.66 MB)\n",

  8302.        "</pre>\n"

  8303.       ],

  8304.       "text/plain": [

  8305.        "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m51,292,188\u001b[0m (195.66 MB)\n"

  8306.       ]

  8307.      },

  8308.      "metadata": {},

  8309.      "output_type": "display_data"

  8310.     },

  8311.     {

  8312.      "ename": "NameError",

  8313.      "evalue": "name 'history' is not defined",

  8314.      "output_type": "error",

  8315.      "traceback": [

  8316.       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",

  8317.       "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",

  8318.       "Cell \u001b[1;32mIn[5], line 18\u001b[0m\n\u001b[0;32m     15\u001b[0m     plt\u001b[38;5;241m.\u001b[39mlegend([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTrain\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValidation\u001b[39m\u001b[38;5;124m'\u001b[39m], loc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mupper left\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     16\u001b[0m     plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[1;32m---> 18\u001b[0m plot_training_history(history)\n",

  8319.       "\u001b[1;31mNameError\u001b[0m: name 'history' is not defined"

  8320.      ]

  8321.     }

  8322.    ],

  8323.    "source": [

  8324.     "\n",

  8325.     "# Save the model locally as well\n",

  8326.     "model.save('resnet50_model_callbacks.h5')\n",

  8327.     "\n",

  8328.     "# Print a summary of the model\n",

  8329.     "model.summary()\n",

  8330.     "\n",

  8331.     "# You can use this function to plot training history if needed\n",

  8332.     "def plot_training_history(history):\n",

  8333.     "    import matplotlib.pyplot as plt\n",

  8334.     "    plt.plot(history.history['accuracy'])\n",

  8335.     "    plt.plot(history.history['val_accuracy'])\n",

  8336.     "    plt.title('Model accuracy')\n",

  8337.     "    plt.ylabel('Accuracy')\n",

  8338.     "    plt.xlabel('Epoch')\n",

  8339.     "    plt.legend(['Train', 'Validation'], loc='upper left')\n",

  8340.     "    plt.show()\n",

  8341.     "\n",

  8342.     "plot_training_history(history)\n"

  8343.    ]

  8344.   },

  8345.   {

  8346.    "cell_type": "code",

  8347.    "execution_count": 1,

  8348.    "metadata": {},

  8349.    "outputs": [

  8350.     {

  8351.      "ename": "NameError",

  8352.      "evalue": "name 'model' is not defined",

  8353.      "output_type": "error",

  8354.      "traceback": [

  8355.       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",

  8356.       "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",

  8357.       "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m model\u001b[38;5;241m.\u001b[39mhistory()\n",

  8358.       "\u001b[1;31mNameError\u001b[0m: name 'model' is not defined"

  8359.      ]

  8360.     }

  8361.    ],

  8362.    "source": [

  8363.     "# defreeze all layers\n",

  8364.     "# interpreptation : which part gradcam sur image classification\n",

  8365.     "\n",

  8366.     "\"\"\"\n",

  8367.     "https://inside-machinelearning.com/keras-gradcam-tutoriel\n",

  8368.     "\n",

  8369.     "https://shap.readthedocs.io/en/latest/example_notebooks/image_examples/image_classification/Explain%20MobilenetV2%20using%20the%20Partition%20explainer%20%28PyTorch%29.html\n",

  8370.     "\n",

  8371.     "https://poloclub.github.io/cnn-explainer/\n",

  8372.     "\n",

  8373.     "\"\"\""

  8374.    ]

  8375.   },

  8376.   {

  8377.    "cell_type": "code",

  8378.    "execution_count": null,

  8379.    "metadata": {},

  8380.    "outputs": [],

  8381.    "source": [

  8382.     "\"\"\"\n",

  8383.     "Found 12616 files belonging to 13 classes.\n",

  8384.     "Found 163 files belonging to 13 classes.\n",

  8385.     "Epoch 1/50\n",

  8386.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2491s 6s/step - accuracy: 0.0847 - loss: 5.8520 - val_accuracy: 0.4417 - val_loss: 3.9198 - learning_rate: 1.0000e-05\n",

  8387.     "Epoch 2/50\n",

  8388.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2780s 7s/step - accuracy: 0.1360 - loss: 4.2380 - val_accuracy: 0.5399 - val_loss: 3.6218 - learning_rate: 1.0000e-05\n",

  8389.     "Epoch 3/50\n",

  8390.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2774s 7s/step - accuracy: 0.2402 - loss: 3.9099 - val_accuracy: 0.6810 - val_loss: 3.2485 - learning_rate: 1.0000e-05\n",

  8391.     "Epoch 4/50\n",

  8392.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2429s 6s/step - accuracy: 0.3660 - loss: 3.5690 - val_accuracy: 0.7362 - val_loss: 2.7518 - learning_rate: 1.0000e-05\n",

  8393.     "Epoch 5/50\n",

  8394.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2592s 7s/step - accuracy: 0.4996 - loss: 3.1509 - val_accuracy: 0.7730 - val_loss: 2.3880 - learning_rate: 1.0000e-05\n",

  8395.     "Epoch 6/50\n",

  8396.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2618s 7s/step - accuracy: 0.6404 - loss: 2.7446 - val_accuracy: 0.7914 - val_loss: 2.2776 - learning_rate: 1.0000e-05\n",

  8397.     "Epoch 7/50\n",

  8398.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2595s 7s/step - accuracy: 0.7238 - loss: 2.4671 - val_accuracy: 0.8160 - val_loss: 2.2215 - learning_rate: 1.0000e-05\n",

  8399.     "Epoch 8/50\n",

  8400.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2708s 7s/step - accuracy: 0.7835 - loss: 2.2709 - val_accuracy: 0.8221 - val_loss: 2.1896 - learning_rate: 1.0000e-05\n",

  8401.     "Epoch 9/50\n",

  8402.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2403s 6s/step - accuracy: 0.8369 - loss: 2.0898 - val_accuracy: 0.8344 - val_loss: 2.1191 - learning_rate: 1.0000e-05\n",

  8403.     "Epoch 10/50\n",

  8404.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2188s 6s/step - accuracy: 0.8759 - loss: 1.9587 - val_accuracy: 0.8589 - val_loss: 2.1327 - learning_rate: 1.0000e-05\n",

  8405.     "Epoch 11/50\n",

  8406.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 3844s 10s/step - accuracy: 0.9061 - loss: 1.8641 - val_accuracy: 0.8528 - val_loss: 2.0924 - learning_rate: 1.0000e-05\n",

  8407.     "Epoch 12/50\n",

  8408.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2543s 6s/step - accuracy: 0.9285 - loss: 1.7836 - val_accuracy: 0.8405 - val_loss: 2.1150 - learning_rate: 1.0000e-05\n",

  8409.     "Epoch 13/50\n",

  8410.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 1967s 5s/step - accuracy: 0.9438 - loss: 1.7205 - val_accuracy: 0.8466 - val_loss: 2.0380 - learning_rate: 1.0000e-05\n",

  8411.     "Epoch 14/50\n",

  8412.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 3604s 9s/step - accuracy: 0.9596 - loss: 1.6534 - val_accuracy: 0.8405 - val_loss: 2.0600 - learning_rate: 1.0000e-05\n",

  8413.     "Epoch 15/50\n",

  8414.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 37407s 95s/step - accuracy: 0.9639 - loss: 1.6170 - val_accuracy: 0.8528 - val_loss: 2.0319 - learning_rate: 1.0000e-05\n",

  8415.     "Epoch 16/50\n",

  8416.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 1931s 5s/step - accuracy: 0.9740 - loss: 1.5687 - val_accuracy: 0.8528 - val_loss: 2.0340 - learning_rate: 1.0000e-05\n",

  8417.     "Epoch 17/50\n",

  8418.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2370s 6s/step - accuracy: 0.9745 - loss: 1.5440 - val_accuracy: 0.8405 - val_loss: 2.0015 - learning_rate: 1.0000e-05\n",

  8419.     "Epoch 18/50\n",

  8420.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 3291s 8s/step - accuracy: 0.9821 - loss: 1.5040 - val_accuracy: 0.8650 - val_loss: 1.9666 - learning_rate: 1.0000e-05\n",

  8421.     "Epoch 19/50\n",

  8422.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 4719s 12s/step - accuracy: 0.9877 - loss: 1.4689 - val_accuracy: 0.8650 - val_loss: 1.9311 - learning_rate: 1.0000e-05\n",

  8423.     "Epoch 20/50\n",

  8424.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2176s 6s/step - accuracy: 0.9911 - loss: 1.4414 - val_accuracy: 0.8773 - val_loss: 1.9213 - learning_rate: 1.0000e-05\n",

  8425.     "Epoch 21/50\n",

  8426.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 24151s 61s/step - accuracy: 0.9876 - loss: 1.4215 - val_accuracy: 0.8528 - val_loss: 1.9028 - learning_rate: 1.0000e-05\n",

  8427.     "Epoch 22/50\n",

  8428.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 3232s 8s/step - accuracy: 0.9938 - loss: 1.3837 - val_accuracy: 0.8773 - val_loss: 1.8655 - learning_rate: 1.0000e-05\n",

  8429.     "Epoch 23/50\n",

  8430.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 1964s 5s/step - accuracy: 0.9908 - loss: 1.3609 - val_accuracy: 0.8528 - val_loss: 1.9050 - learning_rate: 1.0000e-05\n",

  8431.     "Epoch 24/50\n",

  8432.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2085s 5s/step - accuracy: 0.9949 - loss: 1.3233 - val_accuracy: 0.8589 - val_loss: 1.8978 - learning_rate: 1.0000e-05\n",

  8433.     "Epoch 25/50\n",

  8434.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2017s 5s/step - accuracy: 0.9954 - loss: 1.2955 - val_accuracy: 0.8650 - val_loss: 1.8539 - learning_rate: 2.0000e-06\n",

  8435.     "Epoch 26/50\n",

  8436.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 42383s 108s/step - accuracy: 0.9962 - loss: 1.2885 - val_accuracy: 0.8712 - val_loss: 1.8314 - learning_rate: 2.0000e-06\n",

  8437.     "Epoch 27/50\n",

  8438.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2544s 6s/step - accuracy: 0.9958 - loss: 1.2817 - val_accuracy: 0.8650 - val_loss: 1.8324 - learning_rate: 2.0000e-06\n",

  8439.     "Epoch 28/50\n",

  8440.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2501s 6s/step - accuracy: 0.9976 - loss: 1.2710 - val_accuracy: 0.8589 - val_loss: 1.8316 - learning_rate: 2.0000e-06\n",

  8441.     "Epoch 29/50\n",

  8442.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2625s 7s/step - accuracy: 0.9963 - loss: 1.2652 - val_accuracy: 0.8650 - val_loss: 1.8263 - learning_rate: 1.0000e-06\n",

  8443.     "Epoch 30/50\n",

  8444.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2655s 7s/step - accuracy: 0.9975 - loss: 1.2591 - val_accuracy: 0.8712 - val_loss: 1.8105 - learning_rate: 1.0000e-06\n",

  8445.     "Epoch 31/50\n",

  8446.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2572s 7s/step - accuracy: 0.9979 - loss: 1.2559 - val_accuracy: 0.8650 - val_loss: 1.8199 - learning_rate: 1.0000e-06\n",

  8447.     "Epoch 32/50\n",

  8448.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2284s 6s/step - accuracy: 0.9978 - loss: 1.2485 - val_accuracy: 0.8650 - val_loss: 1.8312 - learning_rate: 1.0000e-06\n",

  8449.     "Epoch 33/50\n",

  8450.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2392s 6s/step - accuracy: 0.9972 - loss: 1.2443 - val_accuracy: 0.8528 - val_loss: 1.8201 - learning_rate: 1.0000e-06\n",

  8451.     "Epoch 34/50\n",

  8452.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2597s 7s/step - accuracy: 0.9980 - loss: 1.2402 - val_accuracy: 0.8650 - val_loss: 1.8054 - learning_rate: 1.0000e-06\n",

  8453.     "Epoch 35/50\n",

  8454.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2408s 6s/step - accuracy: 0.9987 - loss: 1.2324 - val_accuracy: 0.8528 - val_loss: 1.7969 - learning_rate: 1.0000e-06\n",

  8455.     "Epoch 36/50\n",

  8456.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2412s 6s/step - accuracy: 0.9985 - loss: 1.2261 - val_accuracy: 0.8589 - val_loss: 1.7965 - learning_rate: 1.0000e-06\n",

  8457.     "Epoch 37/50\n",

  8458.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2407s 6s/step - accuracy: 0.9986 - loss: 1.2198 - val_accuracy: 0.8589 - val_loss: 1.7878 - learning_rate: 1.0000e-06\n",

  8459.     "Epoch 38/50\n",

  8460.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 62327s 158s/step - accuracy: 0.9990 - loss: 1.2131 - val_accuracy: 0.8650 - val_loss: 1.7906 - learning_rate: 1.0000e-06\n",

  8461.     "Epoch 39/50\n",

  8462.     "395/395 ━━━━━━━━━━━━━━━━━━━━ 2381s 6s/step - accuracy: 0.9977 - loss: 1.2106 - val_accuracy: 0.8589 - val_loss: 1.7810 - learning_rate: 1.0000e-06\n",

  8463.     "\n",

  8464.     "\"\"\""

  8465.    ]

  8466.   }

  8467.  ],

  8468.  "metadata": {

  8469.   "kernelspec": {

  8470.    "display_name": "base",

  8471.    "language": "python",

  8472.    "name": "python3"

  8473.   },

  8474.   "language_info": {

  8475.    "codemirror_mode": {

  8476.     "name": "ipython",

  8477.     "version": 3

  8478.    },

  8479.    "file_extension": ".py",

  8480.    "mimetype": "text/x-python",

  8481.    "name": "python",

  8482.    "nbconvert_exporter": "python",

  8483.    "pygments_lexer": "ipython3",

  8484.    "version": "3.11.7"

  8485.   }

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  8488.  "nbformat_minor": 2

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