cotton_disease.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "cotton_disease.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1zAve0nsgbhFyfHcMRx39TyTz-uWIW4ss",
      "authorship_tag": "ABX9TyPFMXnLOfP8u/g4eikypKQ7",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/boleamol/Cotton-Leaf-Disease-Detection/blob/main/cotton_disease.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1He3cxVjSOpM",
        "outputId": "801fed28-fe3f-46eb-f45b-51a37601250e"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6fnfFc4CSP2g",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6bd28d2d-410d-42fe-edfb-1def94209fe7"
      },
      "source": [
        "!pwd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_Z2-FQg49EuI",
        "outputId": "34afec62-300c-457c-9194-eea85d99b8c7"
      },
      "source": [
        "#changing the working directory\n",
        "%cd drive/MyDrive/kaggle/\n",
        "!pwd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/kaggle\n",
            "/content/drive/MyDrive/kaggle\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "95TSmriv9OQS",
        "outputId": "89fc2471-4e42-4eb4-9b4c-b524b9299ab8"
      },
      "source": [
        "import os\n",
        "os.environ['KAGGLE_CONFIG_DIR'] = \"/content/drive/MyDrive/kaggle\"# /content/gdrive/My Drive/Kaggle is the path where kaggle.json is present in the Google Drive\n",
        "!ls\n",
        "!pip install -q kaggle\n",
        "!chmod 600 kaggle.json  # set permission\n",
        "!kaggle datasets list -s cotton"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cats-vs-dogs-training8000test2000.zip  cotton-disease-dataset.zip  kaggle.json\n",
            "Cotton_Disease\t\t\t       dataset\n",
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.10 / client 1.5.4)\n",
            "ref                                                          title                                                size  lastUpdated          downloadCount  \n",
            "-----------------------------------------------------------  --------------------------------------------------  -----  -------------------  -------------  \n",
            "janmejaybhoi/cotton-disease-dataset                          Cotton Disease Dataset                              148MB  2020-09-24 14:17:11            250  \n",
            "kianwee/agricultural-raw-material-prices-19902020            Agricultural Raw Material prices (1990-2020)         23KB  2020-05-27 04:51:29           1340  \n",
            "ananysharma/diseasecotton                                    Cotton-Diseased or Fresh                            148MB  2020-09-15 14:39:50             55  \n",
            "footprintnetwork/ecological-footprint                        2016 Global Ecological Footprint                      9KB  2017-03-02 15:00:03           2721  \n",
            "mks2192/cotton-dataset                                       Cotton Farmers Calls - India                          3MB  2020-04-01 16:15:44             98  \n",
            "krishrocks/cotton-india-production                           Cotton_India_Production                              983B  2018-06-10 06:36:44            178  \n",
            "panashemusemwa/cotton                                        cotton balls                                          5MB  2020-04-17 20:36:23             13  \n",
            "amandeepsingh12/cotton-disease-prediction                    Cotton_Disease_Prediction                           148MB  2020-09-21 16:12:04             14  \n",
            "mpwolke/cusersmarildownloadswastecsv                         Gold Coast City - Waste Collection Points.           97KB  2020-01-31 00:27:59            140  \n",
            "priemshpathirana/fabric-stain-dataset                        FABRIC STAIN DATASET                                415MB  2020-07-16 19:32:56            138  \n",
            "singhakash/cotton-disease-dataset                            cotton disease dataset                              148MB  2020-09-28 07:24:57             13  \n",
            "saraivaufc/california-crop-mapping-2014                      California Crop Mapping - 2014                      129MB  2020-06-22 07:32:36             20  \n",
            "christophercorrea/prisoners-and-crime-in-united-states       Crime and Incarceration in the United States         69KB  2018-10-12 16:38:57           1947  \n",
            "pratikpatil13/indian-cotton-prices                           INDIAN COTTON PRICES                                200KB  2020-07-21 15:45:23             26  \n",
            "panashemusemwa/final-project                                 final_project                                        33MB  2020-05-30 08:12:07             14  \n",
            "aniketng21600/crop-damage-information-in-india               Classification - Crop Damages in India (2015-2019)  677KB  2020-10-16 14:31:20             54  \n",
            "eshitanandy/dataset                                          Dataset                                              65MB  2020-09-15 14:00:29              5  \n",
            "saraivaufc/land-use-land-cover-time-series                   Land Use/Land Cover Time Series                     102MB  2021-01-03 09:25:45              3  \n",
            "ritzz08/sparsereflectance-maps-for-fabric-characterization   PES-VaSTR - Sparse Reflectance Maps for Fabrics     618MB  2019-06-12 20:33:05             82  \n",
            "docsouth-data/first-person-narratives-of-the-american-south  First Person Narratives of the American South        33MB  2017-08-14 20:07:06            146  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RLjVRTkR9ntO",
        "outputId": "bfdd5bb7-3c1a-47ed-c5a7-1fea3da8af59"
      },
      "source": [
        "!kaggle datasets download -d 'janmejaybhoi/cotton-disease-dataset'\n",
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading cotton-disease-dataset.zip to /content/gdrive/MyDrive/kaggle\n",
            " 97% 143M/148M [00:01<00:00, 103MB/s]\n",
            "100% 148M/148M [00:01<00:00, 116MB/s]\n",
            "cats-vs-dogs-training8000test2000.zip  dataset\n",
            "cotton-disease-dataset.zip\t       kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tB_U6YFG-LP7",
        "outputId": "06470f78-35c4-4279-e99d-d1d22bf520b4"
      },
      "source": [
        "!lsb_release -a"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No LSB modules are available.\n",
            "Distributor ID:\tUbuntu\n",
            "Description:\tUbuntu 18.04.5 LTS\n",
            "Release:\t18.04\n",
            "Codename:\tbionic\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "brMvaQ9OA_bh"
      },
      "source": [
        "!mkdir cotton-disease"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BsMj_qrKBOSQ",
        "outputId": "7a03f060-dbb5-4a89-fd3d-58f6291a2922"
      },
      "source": [
        "#!unzip cotton-disease-dataset.zip -d cotton-disease/"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  cotton-disease-dataset.zip\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rmRFpQaHBQT8",
        "outputId": "36936905-03d6-4124-e729-d391a9f1c010"
      },
      "source": [
        "!unzip cotton-disease-dataset.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  cotton-disease-dataset.zip\n",
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            "  inflating: Cotton Disease/val/fresh cotton plant/dsd (631)_iaip.jpg  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cYmCGEq5B5md",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ea953382-3d8d-4a2b-847a-b65f03a7f916"
      },
      "source": [
        "!pwd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/kaggle/Cotton_Disease\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8vqEj2VkoExq",
        "outputId": "2d05cb40-f0c3-4d33-fd4a-8f9c9e2b9299"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "test  train  val\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "14zezmCeok9O",
        "outputId": "3dbc6aac-6193-4b86-f1ef-c988d62cafc4"
      },
      "source": [
        "%cd Cotton_Disease\n",
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/kaggle/Cotton_Disease\n",
            "model_rcat_dog.h5  test  train\tval\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6LzQsqDMo2Bf",
        "outputId": "4e3f8af3-e932-4c8b-b45d-def519e3ccfa"
      },
      "source": [
        "!for file in *; do mv \"$file\" `echo $file | tr ' ' '_'` ; done"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "mv: cannot move 'test' to a subdirectory of itself, 'test/test'\n",
            "mv: cannot move 'train' to a subdirectory of itself, 'train/train'\n",
            "mv: cannot move 'val' to a subdirectory of itself, 'val/val'\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aCzwnKxHo60_",
        "outputId": "c46f5d0a-b473-4f56-ceb4-c8ecd2bd784a"
      },
      "source": [
        "%cd ../../val/"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/gdrive/My Drive/kaggle/Cotton Disease/val\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5UWG9M9-o_0-",
        "outputId": "f3d13ca5-9023-4648-f31a-317b5f7f0d43"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "'diseased cotton leaf'\t 'fresh cotton leaf'\n",
            "'diseased cotton plant'  'fresh cotton plant'\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H6M7cA83pBU3"
      },
      "source": [
        "!for file in *; do mv \"$file\" `echo $file | tr ' ' '_'` ; done"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AV2DCB9spEZW",
        "outputId": "5aee64cb-ebf6-4599-a831-12b1971ad011"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "diseased_cotton_leaf   fresh_cotton_leaf\n",
            "diseased_cotton_plant  fresh_cotton_plant\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fcwW5_MmsoqQ",
        "outputId": "412feed8-12a0-4b14-9a7d-af03934cd4bf"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cats-vs-dogs-training8000test2000.zip  cotton-disease-dataset.zip  kaggle.json\n",
            "Cotton_Disease\t\t\t       dataset\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tO08TOZRWatE",
        "outputId": "27b63303-bfa5-4be5-b3f9-806d167463a8"
      },
      "source": [
        "%cd Cotton_Disease/\n",
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/gdrive/My Drive/kaggle/Cotton_Disease\n",
            "test  train  val\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A6B37B51s5So"
      },
      "source": [
        "from tensorflow.compat.v1 import ConfigProto\n",
        "from tensorflow.compat.v1 import InteractiveSession\n",
        "\n",
        "config = ConfigProto()\n",
        "config.gpu_options.per_process_gpu_memory_fraction = 0.5\n",
        "config.gpu_options.allow_growth = True\n",
        "session = InteractiveSession(config=config)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "da8-_QHft1Rx"
      },
      "source": [
        "# Convolutional Neural Network\n",
        "\n",
        "# Importing the libraries\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "4sht5D5Wt7y5",
        "outputId": "c7920d9b-2eac-482a-d3d0-257baca82e64"
      },
      "source": [
        "tf.__version__"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'2.4.0'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SPLjP9E4t_XQ"
      },
      "source": [
        "# Part 1 - Data Preprocessing\n",
        "\n",
        "# Preprocessing the Training set\n",
        "train_datagen = ImageDataGenerator(rescale = 1./255,\n",
        "                                   shear_range = 0.2,\n",
        "                                   zoom_range = 0.2,\n",
        "                                   horizontal_flip = True)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gpbv-qH7uDkB",
        "outputId": "ec76ead5-17c5-4039-d2e2-59b3c4e513be"
      },
      "source": [
        "!pwd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/kaggle/Cotton_Disease\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZiH6F82uuG7I",
        "outputId": "362d53f6-4a6c-42c2-cfb6-a7b87ef9e316"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "test  train  val\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7OiIqBimuJmI",
        "outputId": "10cb66cc-a2c7-4e1d-a4c1-3471275a2905"
      },
      "source": [
        "%cd Cotton_Disease/"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/gdrive/My Drive/kaggle/Cotton_Disease\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L3j4lMZIuNWJ",
        "outputId": "c2fbe69c-b377-4d8f-8915-62063c88d0ac"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "test  train  val\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z7wBotkHuOcf",
        "outputId": "50c59d30-407f-458b-ed58-82e7f6d78c37"
      },
      "source": [
        "training_set = train_datagen.flow_from_directory('train',\n",
        "                                                 target_size = (64, 64),\n",
        "                                                 batch_size = 32,\n",
        "                                                 class_mode = 'categorical')\n",
        "\n",
        "# Preprocessing the Test set\n",
        "test_datagen = ImageDataGenerator(rescale = 1./255)\n",
        "test_set = test_datagen.flow_from_directory('test',\n",
        "                                            target_size = (64, 64),\n",
        "                                            batch_size = 32,\n",
        "                                            class_mode = 'categorical')\n",
        "val_datagen = ImageDataGenerator(rescale = 1./255)\n",
        "val_set = val_datagen.flow_from_directory('val',\n",
        "                                            target_size = (64, 64),\n",
        "                                            batch_size = 32,\n",
        "                                            class_mode = 'categorical')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 1951 images belonging to 4 classes.\n",
            "Found 106 images belonging to 4 classes.\n",
            "Found 253 images belonging to 4 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "85V3tD8fvGro"
      },
      "source": [
        "from tensorflow.keras.layers import Conv2D"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Acy-ZeSevLto"
      },
      "source": [
        "# Part 2 - Building the CNN\n",
        "\n",
        "# Initialising the CNN\n",
        "cnn = tf.keras.models.Sequential()\n",
        "\n",
        "# Step 1 - Convolution\n",
        "cnn.add(tf.keras.layers.Conv2D(filters=32,padding=\"same\",kernel_size=3, activation='relu', input_shape=[64, 64, 3]))\n",
        "\n",
        "# Step 2 - Pooling\n",
        "cnn.add(tf.keras.layers.MaxPool2D(pool_size=2, strides=2))\n",
        "\n",
        "# Adding a second convolutional layer\n",
        "cnn.add(tf.keras.layers.Conv2D(filters=32,padding='same',kernel_size=3, activation='relu'))\n",
        "cnn.add(tf.keras.layers.MaxPool2D(pool_size=2, strides=2))\n",
        "\n",
        "# Step 3 - Flattening\n",
        "cnn.add(tf.keras.layers.Flatten())\n",
        "\n",
        "# Step 4 - Full Connection\n",
        "cnn.add(tf.keras.layers.Dense(units=128, activation='relu'))\n",
        "\n",
        "# Step 5 - Output Layer\n",
        "cnn.add(tf.keras.layers.Dense(units=4, activation='softmax'))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3VLXBJhjwsdI",
        "outputId": "c30c4b85-5a6f-43b3-995f-1fec1e48d03c"
      },
      "source": [
        "cnn.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_2 (Conv2D)            (None, 64, 64, 32)        896       \n",
            "_________________________________________________________________\n",
            "max_pooling2d_2 (MaxPooling2 (None, 32, 32, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_3 (Conv2D)            (None, 32, 32, 32)        9248      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 16, 16, 32)        0         \n",
            "_________________________________________________________________\n",
            "flatten_1 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 128)               1048704   \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 4)                 516       \n",
            "=================================================================\n",
            "Total params: 1,059,364\n",
            "Trainable params: 1,059,364\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "37e4rDZQwwgY",
        "outputId": "ea9f7d6d-d762-41ce-82e4-a6b5fcdde5e6"
      },
      "source": [
        "# Part 3 - Training the CNN\n",
        "\n",
        "# Compiling the CNN\n",
        "cnn.compile(optimizer = 'adam', loss = 'categorical_crossentropy', metrics = ['accuracy'])\n",
        "\n",
        "# Training the CNN on the Training set and evaluating it on the Test set\n",
        "cnn.fit(x = training_set, validation_data = test_set, epochs = 10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/15\n",
            "61/61 [==============================] - 1219s 20s/step - loss: 1.3475 - accuracy: 0.3968 - val_loss: 1.1477 - val_accuracy: 0.5000\n",
            "Epoch 2/15\n",
            "61/61 [==============================] - 29s 476ms/step - loss: 0.9834 - accuracy: 0.6094 - val_loss: 1.0120 - val_accuracy: 0.5377\n",
            "Epoch 3/15\n",
            "61/61 [==============================] - 29s 473ms/step - loss: 0.8529 - accuracy: 0.6808 - val_loss: 0.9416 - val_accuracy: 0.6321\n",
            "Epoch 4/15\n",
            "61/61 [==============================] - 29s 472ms/step - loss: 0.7029 - accuracy: 0.7357 - val_loss: 0.7913 - val_accuracy: 0.6321\n",
            "Epoch 5/15\n",
            "61/61 [==============================] - 29s 472ms/step - loss: 0.6216 - accuracy: 0.7714 - val_loss: 0.8119 - val_accuracy: 0.6604\n",
            "Epoch 6/15\n",
            "61/61 [==============================] - 29s 470ms/step - loss: 0.5424 - accuracy: 0.8001 - val_loss: 0.6039 - val_accuracy: 0.7453\n",
            "Epoch 7/15\n",
            "61/61 [==============================] - 29s 471ms/step - loss: 0.5137 - accuracy: 0.7910 - val_loss: 0.4726 - val_accuracy: 0.8208\n",
            "Epoch 8/15\n",
            "61/61 [==============================] - 29s 475ms/step - loss: 0.4607 - accuracy: 0.8216 - val_loss: 0.4501 - val_accuracy: 0.8113\n",
            "Epoch 9/15\n",
            "61/61 [==============================] - 29s 475ms/step - loss: 0.4628 - accuracy: 0.8109 - val_loss: 0.3223 - val_accuracy: 0.8868\n",
            "Epoch 10/15\n",
            "61/61 [==============================] - 29s 479ms/step - loss: 0.4300 - accuracy: 0.8361 - val_loss: 0.4702 - val_accuracy: 0.8302\n",
            "Epoch 11/15\n",
            "61/61 [==============================] - 29s 476ms/step - loss: 0.3680 - accuracy: 0.8541 - val_loss: 0.3889 - val_accuracy: 0.8774\n",
            "Epoch 12/15\n",
            "61/61 [==============================] - 29s 474ms/step - loss: 0.3422 - accuracy: 0.8774 - val_loss: 0.2756 - val_accuracy: 0.9151\n",
            "Epoch 13/15\n",
            "61/61 [==============================] - 29s 478ms/step - loss: 0.3250 - accuracy: 0.8690 - val_loss: 0.4681 - val_accuracy: 0.8302\n",
            "Epoch 14/15\n",
            "61/61 [==============================] - 29s 471ms/step - loss: 0.2979 - accuracy: 0.8919 - val_loss: 0.4604 - val_accuracy: 0.8302\n",
            "Epoch 15/15\n",
            "61/61 [==============================] - 29s 473ms/step - loss: 0.3033 - accuracy: 0.8785 - val_loss: 0.5939 - val_accuracy: 0.7547\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7fd019e6f6a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WAKtcrrc949l"
      },
      "source": [
        "# save it as a h5 file\n",
        "\n",
        "\n",
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "cnn.save('model_rcat_dog.h5')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FQqcwChUvZVP"
      },
      "source": [
        "from tensorflow.keras.models import load_model\n",
        " \n",
        "# load model\n",
        "model = load_model('model_rcat_dog.h5')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PnSwcBdRve-M",
        "outputId": "e0f426fb-77ce-45cd-c319-67d458b4eb13"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_2 (Conv2D)            (None, 64, 64, 32)        896       \n",
            "_________________________________________________________________\n",
            "max_pooling2d_2 (MaxPooling2 (None, 32, 32, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_3 (Conv2D)            (None, 32, 32, 32)        9248      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 16, 16, 32)        0         \n",
            "_________________________________________________________________\n",
            "flatten_1 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 128)               1048704   \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 4)                 516       \n",
            "=================================================================\n",
            "Total params: 1,059,364\n",
            "Trainable params: 1,059,364\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rj_1ah62vh_O",
        "outputId": "81fbdfe2-7aa2-4f66-bae7-d8c88acfa365"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "model_rcat_dog.h5  test  train\tval\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RCZJl5Qez1Mi"
      },
      "source": [
        "# Part 4 - Making a single prediction\n",
        "\n",
        "import numpy as np\n",
        "from tensorflow.keras.preprocessing import image\n",
        "test_image = image.load_img('/content/drive/MyDrive/kaggle/Cotton_Disease/test/fresh_cotton_leaf/d_(220)_iaip.jpg', target_size = (64,64))\n",
        "test_image = image.img_to_array(test_image)\n",
        "test_image=test_image/255\n",
        "test_image = np.expand_dims(test_image, axis = 0)\n",
        "result = cnn.predict(test_image)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XFYXYMG0z5wM",
        "outputId": "2769bf18-cc40-4f96-c217-5ecd91ffeac1"
      },
      "source": [
        "result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2.1818692e-02, 1.3317264e-03, 9.7684026e-01, 9.3216204e-06]],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lfikN1O2ydMD",
        "outputId": "0109e4d1-1026-4779-8b15-134d0062d94f"
      },
      "source": [
        "if result[0,0]>result[0,1] and result[0,0]>result[0,2] and result[0,0]>result[0,3] :\n",
        "    print(\"The image is diseased cotton leaf\")\n",
        "elif result[0,1]>result[0,0] and result[0,1]>result[0,2] and result[0,1]>result[0,3]:\n",
        "    print(\"The image is diseased cotton plant\")\n",
        "elif result[0,2]>result[0,0] and result[0,2]>result[0,1] and result[0,2]>result[0,3]:\n",
        "    print(\"The image is fresh cotton leaf\")\n",
        "elif result[0,3]>result[0,0] and result[0,3]>result[0,2] and result[0,3]>result[0,1]:\n",
        "    print(\"The image is fresh cotton plant\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The image is fresh cotton leaf\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}