xception_Net__Weather_Classification.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "xception Net _Weather Classification.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pc6ZhtoYIIvu"
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras import layers\n",
        "import os\n",
        "import numpy as np \n",
        "import pandas as pd\n",
        "from keras.applications import xception"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZeragZAsISv0"
      },
      "source": [
        "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
        "    for filename in filenames:\n",
        "        print(os.path.join(dirname, filename))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p478BrItItyR",
        "outputId": "3441311b-5a62-4dc6-fd53-b016b3b5f2de"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive/')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount(\"/content/drive/\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EO7_I_7JIxp1",
        "outputId": "b254d7cb-a84b-4b18-9351-f069f65f2dc9"
      },
      "source": [
        "weather_path = \"/content/drive/MyDrive/dataset/\"\n",
        "classes = os.listdir(weather_path)\n",
        "classes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['sunrise', 'shine', 'cloudy', 'foggy', 'rainy']"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sh2ZOJGyJAOX",
        "outputId": "b7c159f6-6492-43b8-f032-738e441ebb64"
      },
      "source": [
        "image_size = (224, 224)\n",
        "batch_size = 32\n",
        "\n",
        "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
        "    weather_path,\n",
        "    validation_split=0.2,          \n",
        "    subset=\"training\",             \n",
        "    seed=1337,                     \n",
        "    image_size=image_size,         \n",
        "    batch_size=batch_size,         \n",
        "    label_mode=\"categorical\",      \n",
        "    class_names=classes\n",
        ")\n",
        "\n",
        "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
        "    weather_path,\n",
        "    validation_split=0.2,\n",
        "    subset=\"validation\",          \n",
        "    seed=1337,\n",
        "    image_size=image_size,\n",
        "    batch_size=batch_size,\n",
        "    label_mode=\"categorical\",\n",
        "    class_names=classes\n",
        ")\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1500 files belonging to 5 classes.\n",
            "Using 1200 files for training.\n",
            "Found 1500 files belonging to 5 classes.\n",
            "Using 300 files for validation.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yWzg9VtfJf2v",
        "outputId": "149d37fb-72a6-408a-ce0d-784a785273f4"
      },
      "source": [
        "input_shape = [224, 224]\n",
        "\n",
        "\n",
        "model = tf.keras.applications.Xception(\n",
        "    input_shape=input_shape+[3],weights='imagenet',include_top=False\n",
        ")\n",
        "\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"xception\"\n",
            "__________________________________________________________________________________________________\n",
            " Layer (type)                   Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            " input_2 (InputLayer)           [(None, 224, 224, 3  0           []                               \n",
            "                                )]                                                                \n",
            "                                                                                                  \n",
            " block1_conv1 (Conv2D)          (None, 111, 111, 32  864         ['input_2[0][0]']                \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv1_bn (BatchNormaliz  (None, 111, 111, 32  128        ['block1_conv1[0][0]']           \n",
            " ation)                         )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv1_act (Activation)  (None, 111, 111, 32  0           ['block1_conv1_bn[0][0]']        \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2 (Conv2D)          (None, 109, 109, 64  18432       ['block1_conv1_act[0][0]']       \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2_bn (BatchNormaliz  (None, 109, 109, 64  256        ['block1_conv2[0][0]']           \n",
            " ation)                         )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2_act (Activation)  (None, 109, 109, 64  0           ['block1_conv2_bn[0][0]']        \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block2_sepconv1 (SeparableConv  (None, 109, 109, 12  8768       ['block1_conv2_act[0][0]']       \n",
            " 2D)                            8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv1_bn (BatchNorma  (None, 109, 109, 12  512        ['block2_sepconv1[0][0]']        \n",
            " lization)                      8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2_act (Activatio  (None, 109, 109, 12  0          ['block2_sepconv1_bn[0][0]']     \n",
            " n)                             8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2 (SeparableConv  (None, 109, 109, 12  17536      ['block2_sepconv2_act[0][0]']    \n",
            " 2D)                            8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2_bn (BatchNorma  (None, 109, 109, 12  512        ['block2_sepconv2[0][0]']        \n",
            " lization)                      8)                                                                \n",
            "                                                                                                  \n",
            " conv2d_4 (Conv2D)              (None, 55, 55, 128)  8192        ['block1_conv2_act[0][0]']       \n",
            "                                                                                                  \n",
            " block2_pool (MaxPooling2D)     (None, 55, 55, 128)  0           ['block2_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_4 (BatchNo  (None, 55, 55, 128)  512        ['conv2d_4[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_12 (Add)                   (None, 55, 55, 128)  0           ['block2_pool[0][0]',            \n",
            "                                                                  'batch_normalization_4[0][0]']  \n",
            "                                                                                                  \n",
            " block3_sepconv1_act (Activatio  (None, 55, 55, 128)  0          ['add_12[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block3_sepconv1 (SeparableConv  (None, 55, 55, 256)  33920      ['block3_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block3_sepconv1_bn (BatchNorma  (None, 55, 55, 256)  1024       ['block3_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block3_sepconv2_act (Activatio  (None, 55, 55, 256)  0          ['block3_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block3_sepconv2 (SeparableConv  (None, 55, 55, 256)  67840      ['block3_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block3_sepconv2_bn (BatchNorma  (None, 55, 55, 256)  1024       ['block3_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " conv2d_5 (Conv2D)              (None, 28, 28, 256)  32768       ['add_12[0][0]']                 \n",
            "                                                                                                  \n",
            " block3_pool (MaxPooling2D)     (None, 28, 28, 256)  0           ['block3_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_5 (BatchNo  (None, 28, 28, 256)  1024       ['conv2d_5[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_13 (Add)                   (None, 28, 28, 256)  0           ['block3_pool[0][0]',            \n",
            "                                                                  'batch_normalization_5[0][0]']  \n",
            "                                                                                                  \n",
            " block4_sepconv1_act (Activatio  (None, 28, 28, 256)  0          ['add_13[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block4_sepconv1 (SeparableConv  (None, 28, 28, 728)  188672     ['block4_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block4_sepconv1_bn (BatchNorma  (None, 28, 28, 728)  2912       ['block4_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block4_sepconv2_act (Activatio  (None, 28, 28, 728)  0          ['block4_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block4_sepconv2 (SeparableConv  (None, 28, 28, 728)  536536     ['block4_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block4_sepconv2_bn (BatchNorma  (None, 28, 28, 728)  2912       ['block4_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " conv2d_6 (Conv2D)              (None, 14, 14, 728)  186368      ['add_13[0][0]']                 \n",
            "                                                                                                  \n",
            " block4_pool (MaxPooling2D)     (None, 14, 14, 728)  0           ['block4_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_6 (BatchNo  (None, 14, 14, 728)  2912       ['conv2d_6[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_14 (Add)                   (None, 14, 14, 728)  0           ['block4_pool[0][0]',            \n",
            "                                                                  'batch_normalization_6[0][0]']  \n",
            "                                                                                                  \n",
            " block5_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_14[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block5_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block5_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block5_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block5_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_15 (Add)                   (None, 14, 14, 728)  0           ['block5_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_14[0][0]']                 \n",
            "                                                                                                  \n",
            " block6_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_15[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block6_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block6_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block6_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block6_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_16 (Add)                   (None, 14, 14, 728)  0           ['block6_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_15[0][0]']                 \n",
            "                                                                                                  \n",
            " block7_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_16[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block7_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block7_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block7_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block7_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_17 (Add)                   (None, 14, 14, 728)  0           ['block7_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_16[0][0]']                 \n",
            "                                                                                                  \n",
            " block8_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_17[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block8_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block8_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block8_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block8_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_18 (Add)                   (None, 14, 14, 728)  0           ['block8_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_17[0][0]']                 \n",
            "                                                                                                  \n",
            " block9_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_18[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block9_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block9_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block9_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block9_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_19 (Add)                   (None, 14, 14, 728)  0           ['block9_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_18[0][0]']                 \n",
            "                                                                                                  \n",
            " block10_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_19[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block10_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block10_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block10_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block10_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_20 (Add)                   (None, 14, 14, 728)  0           ['block10_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_19[0][0]']                 \n",
            "                                                                                                  \n",
            " block11_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_20[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block11_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block11_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block11_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block11_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_21 (Add)                   (None, 14, 14, 728)  0           ['block11_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_20[0][0]']                 \n",
            "                                                                                                  \n",
            " block12_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_21[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block12_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block12_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block12_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block12_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_22 (Add)                   (None, 14, 14, 728)  0           ['block12_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_21[0][0]']                 \n",
            "                                                                                                  \n",
            " block13_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_22[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block13_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block13_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block13_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block13_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block13_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block13_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block13_sepconv2 (SeparableCon  (None, 14, 14, 1024  752024     ['block13_sepconv2_act[0][0]']   \n",
            " v2D)                           )                                                                 \n",
            "                                                                                                  \n",
            " block13_sepconv2_bn (BatchNorm  (None, 14, 14, 1024  4096       ['block13_sepconv2[0][0]']       \n",
            " alization)                     )                                                                 \n",
            "                                                                                                  \n",
            " conv2d_7 (Conv2D)              (None, 7, 7, 1024)   745472      ['add_22[0][0]']                 \n",
            "                                                                                                  \n",
            " block13_pool (MaxPooling2D)    (None, 7, 7, 1024)   0           ['block13_sepconv2_bn[0][0]']    \n",
            "                                                                                                  \n",
            " batch_normalization_7 (BatchNo  (None, 7, 7, 1024)  4096        ['conv2d_7[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_23 (Add)                   (None, 7, 7, 1024)   0           ['block13_pool[0][0]',           \n",
            "                                                                  'batch_normalization_7[0][0]']  \n",
            "                                                                                                  \n",
            " block14_sepconv1 (SeparableCon  (None, 7, 7, 1536)  1582080     ['add_23[0][0]']                 \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block14_sepconv1_bn (BatchNorm  (None, 7, 7, 1536)  6144        ['block14_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block14_sepconv1_act (Activati  (None, 7, 7, 1536)  0           ['block14_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block14_sepconv2 (SeparableCon  (None, 7, 7, 2048)  3159552     ['block14_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block14_sepconv2_bn (BatchNorm  (None, 7, 7, 2048)  8192        ['block14_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block14_sepconv2_act (Activati  (None, 7, 7, 2048)  0           ['block14_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            "==================================================================================================\n",
            "Total params: 20,861,480\n",
            "Trainable params: 20,806,952\n",
            "Non-trainable params: 54,528\n",
            "__________________________________________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k1qJyh9iwoyv"
      },
      "source": [
        "from tensorflow.keras.layers import Dense,Flatten\n",
        "from tensorflow.keras.models import Model\n",
        "\n",
        "x=Flatten()(model.output)\n",
        "predictions=Dense(5,activation='softmax')(x)\n",
        "\n",
        "model1=Model(inputs=model.input,outputs=predictions)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LKKmq8l-xsI8",
        "outputId": "ae20d90a-862c-48a7-d809-44b7708b68ac"
      },
      "source": [
        "model1.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model_1\"\n",
            "__________________________________________________________________________________________________\n",
            " Layer (type)                   Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            " input_2 (InputLayer)           [(None, 224, 224, 3  0           []                               \n",
            "                                )]                                                                \n",
            "                                                                                                  \n",
            " block1_conv1 (Conv2D)          (None, 111, 111, 32  864         ['input_2[0][0]']                \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv1_bn (BatchNormaliz  (None, 111, 111, 32  128        ['block1_conv1[0][0]']           \n",
            " ation)                         )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv1_act (Activation)  (None, 111, 111, 32  0           ['block1_conv1_bn[0][0]']        \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2 (Conv2D)          (None, 109, 109, 64  18432       ['block1_conv1_act[0][0]']       \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2_bn (BatchNormaliz  (None, 109, 109, 64  256        ['block1_conv2[0][0]']           \n",
            " ation)                         )                                                                 \n",
            "                                                                                                  \n",
            " block1_conv2_act (Activation)  (None, 109, 109, 64  0           ['block1_conv2_bn[0][0]']        \n",
            "                                )                                                                 \n",
            "                                                                                                  \n",
            " block2_sepconv1 (SeparableConv  (None, 109, 109, 12  8768       ['block1_conv2_act[0][0]']       \n",
            " 2D)                            8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv1_bn (BatchNorma  (None, 109, 109, 12  512        ['block2_sepconv1[0][0]']        \n",
            " lization)                      8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2_act (Activatio  (None, 109, 109, 12  0          ['block2_sepconv1_bn[0][0]']     \n",
            " n)                             8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2 (SeparableConv  (None, 109, 109, 12  17536      ['block2_sepconv2_act[0][0]']    \n",
            " 2D)                            8)                                                                \n",
            "                                                                                                  \n",
            " block2_sepconv2_bn (BatchNorma  (None, 109, 109, 12  512        ['block2_sepconv2[0][0]']        \n",
            " lization)                      8)                                                                \n",
            "                                                                                                  \n",
            " conv2d_4 (Conv2D)              (None, 55, 55, 128)  8192        ['block1_conv2_act[0][0]']       \n",
            "                                                                                                  \n",
            " block2_pool (MaxPooling2D)     (None, 55, 55, 128)  0           ['block2_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_4 (BatchNo  (None, 55, 55, 128)  512        ['conv2d_4[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_12 (Add)                   (None, 55, 55, 128)  0           ['block2_pool[0][0]',            \n",
            "                                                                  'batch_normalization_4[0][0]']  \n",
            "                                                                                                  \n",
            " block3_sepconv1_act (Activatio  (None, 55, 55, 128)  0          ['add_12[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block3_sepconv1 (SeparableConv  (None, 55, 55, 256)  33920      ['block3_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block3_sepconv1_bn (BatchNorma  (None, 55, 55, 256)  1024       ['block3_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block3_sepconv2_act (Activatio  (None, 55, 55, 256)  0          ['block3_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block3_sepconv2 (SeparableConv  (None, 55, 55, 256)  67840      ['block3_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block3_sepconv2_bn (BatchNorma  (None, 55, 55, 256)  1024       ['block3_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " conv2d_5 (Conv2D)              (None, 28, 28, 256)  32768       ['add_12[0][0]']                 \n",
            "                                                                                                  \n",
            " block3_pool (MaxPooling2D)     (None, 28, 28, 256)  0           ['block3_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_5 (BatchNo  (None, 28, 28, 256)  1024       ['conv2d_5[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_13 (Add)                   (None, 28, 28, 256)  0           ['block3_pool[0][0]',            \n",
            "                                                                  'batch_normalization_5[0][0]']  \n",
            "                                                                                                  \n",
            " block4_sepconv1_act (Activatio  (None, 28, 28, 256)  0          ['add_13[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block4_sepconv1 (SeparableConv  (None, 28, 28, 728)  188672     ['block4_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block4_sepconv1_bn (BatchNorma  (None, 28, 28, 728)  2912       ['block4_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block4_sepconv2_act (Activatio  (None, 28, 28, 728)  0          ['block4_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block4_sepconv2 (SeparableConv  (None, 28, 28, 728)  536536     ['block4_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block4_sepconv2_bn (BatchNorma  (None, 28, 28, 728)  2912       ['block4_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " conv2d_6 (Conv2D)              (None, 14, 14, 728)  186368      ['add_13[0][0]']                 \n",
            "                                                                                                  \n",
            " block4_pool (MaxPooling2D)     (None, 14, 14, 728)  0           ['block4_sepconv2_bn[0][0]']     \n",
            "                                                                                                  \n",
            " batch_normalization_6 (BatchNo  (None, 14, 14, 728)  2912       ['conv2d_6[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_14 (Add)                   (None, 14, 14, 728)  0           ['block4_pool[0][0]',            \n",
            "                                                                  'batch_normalization_6[0][0]']  \n",
            "                                                                                                  \n",
            " block5_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_14[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block5_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block5_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block5_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block5_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block5_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block5_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block5_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block5_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_15 (Add)                   (None, 14, 14, 728)  0           ['block5_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_14[0][0]']                 \n",
            "                                                                                                  \n",
            " block6_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_15[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block6_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block6_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block6_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block6_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block6_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block6_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block6_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block6_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_16 (Add)                   (None, 14, 14, 728)  0           ['block6_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_15[0][0]']                 \n",
            "                                                                                                  \n",
            " block7_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_16[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block7_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block7_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block7_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block7_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block7_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block7_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block7_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block7_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_17 (Add)                   (None, 14, 14, 728)  0           ['block7_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_16[0][0]']                 \n",
            "                                                                                                  \n",
            " block8_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_17[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block8_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block8_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block8_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block8_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block8_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block8_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block8_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block8_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_18 (Add)                   (None, 14, 14, 728)  0           ['block8_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_17[0][0]']                 \n",
            "                                                                                                  \n",
            " block9_sepconv1_act (Activatio  (None, 14, 14, 728)  0          ['add_18[0][0]']                 \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv1 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv1_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv1_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv1[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block9_sepconv2_act (Activatio  (None, 14, 14, 728)  0          ['block9_sepconv1_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv2 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv2_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv2_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv2[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " block9_sepconv3_act (Activatio  (None, 14, 14, 728)  0          ['block9_sepconv2_bn[0][0]']     \n",
            " n)                                                                                               \n",
            "                                                                                                  \n",
            " block9_sepconv3 (SeparableConv  (None, 14, 14, 728)  536536     ['block9_sepconv3_act[0][0]']    \n",
            " 2D)                                                                                              \n",
            "                                                                                                  \n",
            " block9_sepconv3_bn (BatchNorma  (None, 14, 14, 728)  2912       ['block9_sepconv3[0][0]']        \n",
            " lization)                                                                                        \n",
            "                                                                                                  \n",
            " add_19 (Add)                   (None, 14, 14, 728)  0           ['block9_sepconv3_bn[0][0]',     \n",
            "                                                                  'add_18[0][0]']                 \n",
            "                                                                                                  \n",
            " block10_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_19[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block10_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block10_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block10_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block10_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block10_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block10_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block10_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block10_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_20 (Add)                   (None, 14, 14, 728)  0           ['block10_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_19[0][0]']                 \n",
            "                                                                                                  \n",
            " block11_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_20[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block11_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block11_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block11_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block11_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block11_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block11_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block11_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block11_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_21 (Add)                   (None, 14, 14, 728)  0           ['block11_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_20[0][0]']                 \n",
            "                                                                                                  \n",
            " block12_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_21[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block12_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block12_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv2 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv2_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv2_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block12_sepconv3_act (Activati  (None, 14, 14, 728)  0          ['block12_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block12_sepconv3 (SeparableCon  (None, 14, 14, 728)  536536     ['block12_sepconv3_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block12_sepconv3_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block12_sepconv3[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " add_22 (Add)                   (None, 14, 14, 728)  0           ['block12_sepconv3_bn[0][0]',    \n",
            "                                                                  'add_21[0][0]']                 \n",
            "                                                                                                  \n",
            " block13_sepconv1_act (Activati  (None, 14, 14, 728)  0          ['add_22[0][0]']                 \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block13_sepconv1 (SeparableCon  (None, 14, 14, 728)  536536     ['block13_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block13_sepconv1_bn (BatchNorm  (None, 14, 14, 728)  2912       ['block13_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block13_sepconv2_act (Activati  (None, 14, 14, 728)  0          ['block13_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block13_sepconv2 (SeparableCon  (None, 14, 14, 1024  752024     ['block13_sepconv2_act[0][0]']   \n",
            " v2D)                           )                                                                 \n",
            "                                                                                                  \n",
            " block13_sepconv2_bn (BatchNorm  (None, 14, 14, 1024  4096       ['block13_sepconv2[0][0]']       \n",
            " alization)                     )                                                                 \n",
            "                                                                                                  \n",
            " conv2d_7 (Conv2D)              (None, 7, 7, 1024)   745472      ['add_22[0][0]']                 \n",
            "                                                                                                  \n",
            " block13_pool (MaxPooling2D)    (None, 7, 7, 1024)   0           ['block13_sepconv2_bn[0][0]']    \n",
            "                                                                                                  \n",
            " batch_normalization_7 (BatchNo  (None, 7, 7, 1024)  4096        ['conv2d_7[0][0]']               \n",
            " rmalization)                                                                                     \n",
            "                                                                                                  \n",
            " add_23 (Add)                   (None, 7, 7, 1024)   0           ['block13_pool[0][0]',           \n",
            "                                                                  'batch_normalization_7[0][0]']  \n",
            "                                                                                                  \n",
            " block14_sepconv1 (SeparableCon  (None, 7, 7, 1536)  1582080     ['add_23[0][0]']                 \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block14_sepconv1_bn (BatchNorm  (None, 7, 7, 1536)  6144        ['block14_sepconv1[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block14_sepconv1_act (Activati  (None, 7, 7, 1536)  0           ['block14_sepconv1_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " block14_sepconv2 (SeparableCon  (None, 7, 7, 2048)  3159552     ['block14_sepconv1_act[0][0]']   \n",
            " v2D)                                                                                             \n",
            "                                                                                                  \n",
            " block14_sepconv2_bn (BatchNorm  (None, 7, 7, 2048)  8192        ['block14_sepconv2[0][0]']       \n",
            " alization)                                                                                       \n",
            "                                                                                                  \n",
            " block14_sepconv2_act (Activati  (None, 7, 7, 2048)  0           ['block14_sepconv2_bn[0][0]']    \n",
            " on)                                                                                              \n",
            "                                                                                                  \n",
            " flatten_1 (Flatten)            (None, 100352)       0           ['block14_sepconv2_act[0][0]']   \n",
            "                                                                                                  \n",
            " dense_1 (Dense)                (None, 5)            501765      ['flatten_1[0][0]']              \n",
            "                                                                                                  \n",
            "==================================================================================================\n",
            "Total params: 21,363,245\n",
            "Trainable params: 21,308,717\n",
            "Non-trainable params: 54,528\n",
            "__________________________________________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PQkdC3IYKBC7"
      },
      "source": [
        "model1.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bKvLIUrGLXvd",
        "outputId": "38ded83e-c8ad-4c55-dfa0-6ce3db23e091"
      },
      "source": [
        "history = model1.fit(train_ds, epochs=3, verbose=1, validation_data=val_ds)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/3\n",
            "38/38 [==============================] - 60s 1s/step - loss: 0.9990 - accuracy: 0.6975 - val_loss: 22.5580 - val_accuracy: 0.2867\n",
            "Epoch 2/3\n",
            "38/38 [==============================] - 53s 1s/step - loss: 0.2822 - accuracy: 0.9233 - val_loss: 24.3762 - val_accuracy: 0.5867\n",
            "Epoch 3/3\n",
            "38/38 [==============================] - 53s 1s/step - loss: 0.2495 - accuracy: 0.9367 - val_loss: 3.9667 - val_accuracy: 0.6967\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ohUlWKu4XG-b",
        "outputId": "169a24aa-fb4f-4e85-c3ff-b2fa7d467f5b"
      },
      "source": [
        " model1.save('Xception.h5')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/keras/engine/functional.py:1410: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n",
            "  layer_config = serialize_layer_fn(layer)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RoFfk7Y3X1l_"
      },
      "source": [
        "from tensorflow.keras.models import load_model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z6pgJYurX61M"
      },
      "source": [
        "model = load_model('Xception.h5')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FWipqXyhX-pW"
      },
      "source": [
        "from tensorflow.keras.preprocessing import image\n",
        "\n",
        "img = image.load_img('/content/drive/MyDrive/test_img/test1.jpg', target_size= (224, 224))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AlKXz-ocYOsr"
      },
      "source": [
        "img = image.img_to_array(img)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eaKZRLQuYUCH"
      },
      "source": [
        "img = np.expand_dims(img, axis = 0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3D3MEggZYY2M"
      },
      "source": [
        "result = model.predict(img)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "SYL0Atv4YgGi",
        "outputId": "3a0c6f0f-4fe8-4c1e-84a5-5ef024cf5c53"
      },
      "source": [
        "classes[np.argmax(result)]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'rainy'"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LNn4z7pPYpqr"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}