plant_disease.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "plant_disease.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "qRLbRWDbkHL7",
        "colab_type": "code",
        "outputId": "c9c26fb6-1def-4a1b-da93-88e8f8bcba84",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hysll43Qk1TO",
        "colab_type": "code",
        "outputId": "6ee42c45-d4c7-45a4-b80e-ee7c435e071c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nMafpGcDkuuM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import keras\n",
        "from keras.preprocessing.image import ImageDataGenerator"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tiQvr1yak6SL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras.applications import VGG16\n",
        "vgg_conv = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mbg8E9ghk9Bz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for layer in vgg_conv.layers[:-4]:\n",
        "    layer.trainable = False"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kbYvqc85k_-6",
        "colab_type": "code",
        "outputId": "a2a79b09-edf8-4425-f59c-2d8684bf3ca9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        }
      },
      "source": [
        "from keras import models\n",
        "from keras import optimizers\n",
        "from keras import layers\n",
        "\n",
        "model=models.Sequential()\n",
        "\n",
        "model.add(vgg_conv)\n",
        "\n",
        "model.add(layers.Flatten())\n",
        "model.add(layers.Dense(1024,activation='relu'))\n",
        "model.add(layers.Dense(512,activation='relu'))\n",
        "model.add(layers.Dropout(0.5))\n",
        "model.add(layers.Dense(39,activation='softmax'))\n",
        "\n",
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "vgg16 (Model)                (None, 7, 7, 512)         14714688  \n",
            "_________________________________________________________________\n",
            "flatten_2 (Flatten)          (None, 25088)             0         \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 1024)              25691136  \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 512)               524800    \n",
            "_________________________________________________________________\n",
            "dropout_2 (Dropout)          (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 39)                20007     \n",
            "=================================================================\n",
            "Total params: 40,950,631\n",
            "Trainable params: 33,315,367\n",
            "Non-trainable params: 7,635,264\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6oqaampplE46",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train='/content/drive/My Drive/Colab Notebooks/dataset/PlantVillage/train'\n",
        "test='/content/drive/My Drive/Colab Notebooks/dataset/PlantVillage/val'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hZg8yWvYEfXM",
        "colab_type": "code",
        "outputId": "31838edf-e8ca-46f4-dfc4-8ca6072b847f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "zip_path ='/content/drive/MyDrive/PlantVillage.tar'\n",
        "!cp “{zip_path}” ."
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cp: cannot stat '“/content/drive/MyDrive/PlantVillage.tar”': No such file or directory\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y9uktEnh73QH",
        "colab_type": "code",
        "outputId": "7e288336-3dd0-4666-e098-96a74b905d09",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!tar -xvf  '/content/drive/My Drive/PlantVillage.tar' -C '/content/drive/My Drive/Colab Notebooks/dataset'\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "PlantVillage/val/Apple___healthy/36c00bef-25c2-48ae-9505-41827bcd83d8___RS_HL 6085.JPG\n",
            "PlantVillage/train/Tomato___Spider_mites Two-spotted_spider_mite/c2da4a64-db25-4881-85ef-9b6885e00fb2___Com.G_SpM_FL 9616.JPG\n",
            "PlantVillage/train/Peach___Bacterial_spot/d96b5482-f7ac-4168-871e-e5a253a440e1___Rutg._Bact.S 1462.JPG\n",
            "PlantVillage/train/Tomato___Bacterial_spot/d4720e9b-a902-45b7-b5d1-94acee444e82___GCREC_Bact.Sp 6191.JPG\n",
            "PlantVillage/val/Potato___healthy/43fd6ace-3712-494a-9aba-de5482d22561___RS_HL 1968.JPG\n",
            "PlantVillage/val/Tomato___Spider_mites Two-spotted_spider_mite/3eb2dbc2-ea12-40b3-9d38-11d5bfa97af1___Com.G_SpM_FL 9316.JPG\n",
            "PlantVillage/val/Tomato___Early_blight/011aa278-a39e-40b0-b6e4-2e2f835889f0___RS_Erly.B 8251.JPG\n",
            "PlantVillage/val/Soybean___healthy/171ad2bd-ea4c-424c-acc4-643465a4d7cd___RS_HL 4995.JPG\n",
            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/97d735cf-f9b4-4686-a390-0a4ef5fbccbe___UF.Citrus_HLB_Lab 1156.JPG\n",
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            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/d751b89c-8a1a-4dcf-95e3-50a1af42789a___UF.Citrus_HLB_Lab 0460.JPG\n",
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            "PlantVillage/train/Grape___Black_rot/8f9dcda2-c2cc-4c34-8032-2dfa5c74bd17___FAM_B.Rot 0744.JPG\n",
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            "PlantVillage/train/Tomato___healthy/5f887895-963a-4a96-8962-5af383dbe29a___GH_HL Leaf 425.1.JPG\n",
            "PlantVillage/train/Tomato___Early_blight/0a2726e0-3358-4a46-b6dc-563a5a9f2bdf___RS_Erly.B 7860.JPG\n",
            "PlantVillage/train/Tomato___Target_Spot/bf3f10ee-b48d-4a5c-ab65-75fd99cd0bdf___Com.G_TgS_FL 8146.JPG\n",
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            "PlantVillage/train/Soybean___healthy/544ca7f6-bcfc-4267-9a5e-3d1bf56d400a___RS_HL 7311.JPG\n",
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            "PlantVillage/train/Grape___Esca_(Black_Measles)/29d37648-9474-4e6f-a92a-42af58cc7e1b___FAM_B.Msls 4433.JPG\n",
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            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/55adacae-bcc9-477b-8eec-b49707930fb3___CREC_HLB 6555.JPG\n",
            "PlantVillage/val/Peach___Bacterial_spot/a229360d-c903-4605-9508-efcf5e244aa8___Rutg._Bact.S 2386.JPG\n",
            "PlantVillage/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/bd7593bc-0d9e-4579-9648-685d94e8bd44___UF.GRC_YLCV_Lab 03354.JPG\n",
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            "PlantVillage/train/Grape___Leaf_blight_(Isariopsis_Leaf_Spot)/dce1cf0a-8d16-4f47-be9b-4d93c3dfd170___FAM_L.Blight 1596.JPG\n",
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            "PlantVillage/train/Tomato___Bacterial_spot/af4af498-b222-49db-ac1a-e9a546b69dd6___GCREC_Bact.Sp 3003.JPG\n",
            "PlantVillage/train/Tomato___Early_blight/a3d07302-420d-4b4e-94f2-6694ef9d2088___RS_Erly.B 7652.JPG\n",
            "PlantVillage/train/Tomato___Septoria_leaf_spot/94290034-9eeb-42ac-ae71-a34a31de918a___Matt.S_CG 7502.JPG\n",
            "PlantVillage/train/Cherry_(including_sour)___Powdery_mildew/b37f183b-a1cb-4301-ab48-f9d6a3e46e0f___FREC_Pwd.M 4799.JPG\n",
            "PlantVillage/train/Tomato___healthy/4e88356d-0238-4f3c-b718-34bddc184407___RS_HL 0136.JPG\n",
            "PlantVillage/train/Soybean___healthy/0afef0de-c572-463c-b06d-9c5637937aaf___RS_HL 6424.JPG\n",
            "PlantVillage/val/Apple___healthy/fdc0d1ae-70a8-40a6-aab8-2be6c10391a6___RS_HL 8145.JPG\n",
            "PlantVillage/val/Soybean___healthy/b1771dec-73c1-497f-8475-49bdb3cb3a15___RS_HL 3243.JPG\n",
            "PlantVillage/train/Grape___Black_rot/dbe00dc4-d6c4-4e0a-b493-f2c4935d1826___FAM_B.Rot 3490.JPG\n",
            "PlantVillage/train/Tomato___healthy/a05f8f2d-6ac6-45d8-b7ad-394bbda892fc___RS_HL 0613.JPG\n",
            "PlantVillage/train/Tomato___healthy/0184dc6b-bfc1-4515-ac59-bbadaf524e1a___GH_HL Leaf 422.1.JPG\n",
            "PlantVillage/train/Tomato___Spider_mites Two-spotted_spider_mite/a6ab82be-a59d-4288-aec5-194d8d796a31___Com.G_SpM_FL 9322.JPG\n",
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            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/e6cb4421-6480-40f7-9c7b-cdce5c9c367c___UF.Citrus_HLB_Lab 0575.JPG\n",
            "PlantVillage/train/Apple___Black_rot/d6a4afb8-a539-4851-b29f-2469a48d8591___JR_FrgE.S 8772.JPG\n",
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            "PlantVillage/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/d6e66120-a71c-4df3-b7b2-e31bbcd83118___UF.GRC_YLCV_Lab 01557.JPG\n",
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            "PlantVillage/train/Apple___Cedar_apple_rust/18ba5927-bf67-47ff-bdcf-11056e368b60___FREC_C.Rust 4258.JPG\n",
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            "PlantVillage/train/Raspberry___healthy/f6beccbc-454c-445a-ac92-e294bc712252___Mary_HL 6305.JPG\n",
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            "PlantVillage/train/Peach___Bacterial_spot/509ec9fc-50ed-4f7c-8550-083d5d9423da___Rutg._Bact.S 1240.JPG\n",
            "PlantVillage/train/Tomato___Leaf_Mold/fe52f026-be65-43bf-823e-d5fc9a9b0340___Crnl_L.Mold 6774.JPG\n",
            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/5737beb0-2577-4329-91ac-5f769ec92973___UF.Citrus_HLB_Lab 9989.JPG\n",
            "PlantVillage/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/78d88883-2b65-4915-abe0-d08a34068bc2___YLCV_NREC 2473.JPG\n",
            "PlantVillage/train/Tomato___Tomato_mosaic_virus/6ddf37fe-9143-420d-a269-c57f53ac5429___PSU_CG 2213.JPG\n",
            "PlantVillage/train/Tomato___healthy/3ad1409d-5f43-469d-ab2a-fdffbd064f69___RS_HL 9931.JPG\n",
            "PlantVillage/train/Tomato___Leaf_Mold/68195fab-d012-4532-8b71-6ec8812ceb89___Crnl_L.Mold 9043.JPG\n",
            "PlantVillage/train/Peach___Bacterial_spot/60bba089-264c-42b6-932c-ee06df464d80___Rut._Bact.S 0890.JPG\n",
            "PlantVillage/train/Blueberry___healthy/11c5d24d-7e9c-402f-92a1-ac982ef80284___RS_HL 5294.JPG\n",
            "PlantVillage/train/Grape___Esca_(Black_Measles)/65d87861-592e-4bfb-bfa6-67374084a8eb___FAM_B.Msls 1281.JPG\n",
            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/9bb912ac-09ab-4515-a47e-596e312f77c5___UF.Citrus_HLB_Lab 1030.JPG\n",
            "PlantVillage/train/Soybean___healthy/91421bbd-477e-44cc-8f35-f5b5a56b10f1___RS_HL 2865.JPG\n",
            "PlantVillage/train/Potato___Early_blight/fcbf4e6c-ba09-40f5-97c2-063bb20844bc___RS_Early.B 6938.JPG\n",
            "PlantVillage/val/Apple___Apple_scab/98f72edf-a354-43de-8734-a697d8cdd3f5___FREC_Scab 3400.JPG\n",
            "PlantVillage/train/Apple___Apple_scab/affb666c-6915-48e6-ba8a-92385af75826___FREC_Scab 3395.JPG\n",
            "PlantVillage/train/Peach___healthy/24539bb3-bafa-4892-b4c7-44d228e0fae0___Rutg._HL 3709.JPG\n",
            "PlantVillage/val/Tomato___Spider_mites Two-spotted_spider_mite/062c5345-1a64-4dba-8c58-0d72902742c1___Com.G_SpM_FL 8874.JPG\n",
            "PlantVillage/val/Tomato___Late_blight/c5749d4c-332c-4017-bcb8-c22d5dbcc91e___GHLB2 Leaf 8803.JPG\n",
            "PlantVillage/train/Orange___Haunglongbing_(Citrus_greening)/04bc48de-b5b0-472e-b341-07eccdc38795___UF.Citrus_HLB_Lab 9819.JPG\n",
            "PlantVillage/train/Strawberry___Leaf_scorch/32abf673-2dc9-45f2-984a-c1e920a274f9___RS_L.Scorch 9968.JPG\n",
            "PlantVillage/val/Strawberry___Leaf_scorch/13971547-97a9-4bc8-b843-93aa3247351d___RS_L.Scorch 0932.JPG\n",
            "PlantVillage/train/Tomato___Late_blight/e4d14fec-dc38-4e88-ac83-1f1b75be5de7___RS_Late.B 6450.JPG\n",
            "PlantVillage/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/9635519a-297b-4635-94fe-7fc2fbf21705___YLCV_GCREC 2576.JPG\n",
            "PlantVillage/train/Corn_(maize)___Northern_Leaf_Blight/747fb09f-a7c2-4465-833f-537b32edd8ea___RS_NLB 4123.JPG\n",
            "PlantVillage/train/Corn_(maize)___Northern_Leaf_Blight/4b25878b-a6c8-4f88-8cb0-cf701d7f3c3f___RS_NLB 4000.JPG\n",
            "PlantVillage/val/Corn_(maize)___Common_rust_/RS_Rust 2394.JPG\n",
            "PlantVillage/train/Apple___Black_rot/4e6311ab-8927-4147-9857-a669f2268cb1___JR_FrgE.S 8726.JPG\n",
            "PlantVillage/train/Tomato___Late_blight/8b37de5f-4c98-4880-b1a8-a921178959a9___RS_Late.B 6248.JPG\n",
            "PlantVillage/val/Orange___Haunglongbing_(Citrus_greening)/1b967af9-4189-4c31-9f8d-cb1bf86328de___UF.Citrus_HLB_Lab 1300.JPG\n",
            "PlantVillage/train/Tomato___Late_blight/3afd2f69-8335-4cb1-842c-1f95bb98f07e___RS_Late.B 6502.JPG\n",
            "PlantVillage/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/f527ed8b-e5c2-4412-948f-d940039d60d3___YLCV_GCREC 5168.JPG\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H4-uNyhwlVry",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "from random import shuffle"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6ZaB2NxglY9M",
        "colab_type": "code",
        "outputId": "3a86ead9-a6f9-428b-980b-f397f4d35dad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "train_data=ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "test_data=ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_batchsize=32\n",
        "test_batchsize=16\n",
        "\n",
        "train_generator=train_data.flow_from_directory(\n",
        "    train,\n",
        "    target_size=(224,224),\n",
        "    batch_size=train_batchsize,\n",
        "    class_mode='categorical'\n",
        ")\n",
        "\n",
        "\n",
        "test_generator=test_data.flow_from_directory(\n",
        "    test,\n",
        "    target_size=(224,224),\n",
        "    batch_size=test_batchsize,\n",
        "    class_mode='categorical',\n",
        "    shuffle=True\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 44016 images belonging to 39 classes.\n",
            "Found 11004 images belonging to 39 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DFKmwBoalbFr",
        "colab_type": "code",
        "outputId": "ff6d4fb2-c532-4007-b46c-019cc010a4aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(train_generator.class_indices)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'Apple___Apple_scab': 0, 'Apple___Black_rot': 1, 'Apple___Cedar_apple_rust': 2, 'Apple___healthy': 3, 'Blueberry___healthy': 4, 'Cherry_(including_sour)___Powdery_mildew': 5, 'Cherry_(including_sour)___healthy': 6, 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot': 7, 'Corn_(maize)___Common_rust_': 8, 'Corn_(maize)___Northern_Leaf_Blight': 9, 'Corn_(maize)___healthy': 10, 'Grape___Black_rot': 11, 'Grape___Esca_(Black_Measles)': 12, 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)': 13, 'Grape___healthy': 14, 'Orange___Haunglongbing_(Citrus_greening)': 15, 'Peach___Bacterial_spot': 16, 'Peach___healthy': 17, 'Pepper,_bell___Bacterial_spot': 18, 'Pepper,_bell___healthy': 19, 'Potato___Early_blight': 20, 'Potato___Late_blight': 21, 'Potato___healthy': 22, 'Raspberry___healthy': 23, 'Soybean___healthy': 24, 'Squash___Powdery_mildew': 25, 'Strawberry___Leaf_scorch': 26, 'Strawberry___healthy': 27, 'Tomato___Bacterial_spot': 28, 'Tomato___Early_blight': 29, 'Tomato___Late_blight': 30, 'Tomato___Leaf_Mold': 31, 'Tomato___Septoria_leaf_spot': 32, 'Tomato___Spider_mites Two-spotted_spider_mite': 33, 'Tomato___Target_Spot': 34, 'Tomato___Tomato_Yellow_Leaf_Curl_Virus': 35, 'Tomato___Tomato_mosaic_virus': 36, 'Tomato___healthy': 37, 'background': 38}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OO_PB4_WnzZ9",
        "colab_type": "code",
        "outputId": "85ca271d-29a7-4812-90fc-c3ea8cc92bd9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(test_generator.class_indices)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'Apple___Apple_scab': 0, 'Apple___Black_rot': 1, 'Apple___Cedar_apple_rust': 2, 'Apple___healthy': 3, 'Blueberry___healthy': 4, 'Cherry_(including_sour)___Powdery_mildew': 5, 'Cherry_(including_sour)___healthy': 6, 'Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot': 7, 'Corn_(maize)___Common_rust_': 8, 'Corn_(maize)___Northern_Leaf_Blight': 9, 'Corn_(maize)___healthy': 10, 'Grape___Black_rot': 11, 'Grape___Esca_(Black_Measles)': 12, 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)': 13, 'Grape___healthy': 14, 'Orange___Haunglongbing_(Citrus_greening)': 15, 'Peach___Bacterial_spot': 16, 'Peach___healthy': 17, 'Pepper,_bell___Bacterial_spot': 18, 'Pepper,_bell___healthy': 19, 'Potato___Early_blight': 20, 'Potato___Late_blight': 21, 'Potato___healthy': 22, 'Raspberry___healthy': 23, 'Soybean___healthy': 24, 'Squash___Powdery_mildew': 25, 'Strawberry___Leaf_scorch': 26, 'Strawberry___healthy': 27, 'Tomato___Bacterial_spot': 28, 'Tomato___Early_blight': 29, 'Tomato___Late_blight': 30, 'Tomato___Leaf_Mold': 31, 'Tomato___Septoria_leaf_spot': 32, 'Tomato___Spider_mites Two-spotted_spider_mite': 33, 'Tomato___Target_Spot': 34, 'Tomato___Tomato_Yellow_Leaf_Curl_Virus': 35, 'Tomato___Tomato_mosaic_virus': 36, 'Tomato___healthy': 37, 'background': 38}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "75lQPBXdCNaQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6r2GoTQIn3oU",
        "colab_type": "code",
        "outputId": "ad95a94d-07b0-4a51-941f-36e85db0bcef",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        }
      },
      "source": [
        "model.compile(loss='categorical_crossentropy',\n",
        "              optimizer=optimizers.RMSprop(lr=1e-4),\n",
        "              metrics=['acc'])\n",
        "\n",
        "history = model.fit_generator(\n",
        "      train_generator,\n",
        "      steps_per_epoch=train_generator.samples/train_generator.batch_size ,\n",
        "      epochs=3,\n",
        "      validation_data=test_generator,\n",
        "      validation_steps=test_generator.samples/test_generator.batch_size,\n",
        "      verbose=1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "1376/1375 [==============================] - 229s 167ms/step - loss: 0.2103 - acc: 0.9427 - val_loss: 0.1779 - val_acc: 0.9535\n",
            "Epoch 2/3\n",
            "1376/1375 [==============================] - 228s 166ms/step - loss: 0.1677 - acc: 0.9585 - val_loss: 0.1648 - val_acc: 0.9574\n",
            "Epoch 3/3\n",
            "1376/1375 [==============================] - 226s 164ms/step - loss: 0.1610 - acc: 0.9651 - val_loss: 0.2960 - val_acc: 0.9344\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FJq04DlzuP3K",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pickle\n",
        "pickle.dump(model,open('/content/drive/My Drive/Colab Notebooks/model.pkl','wb'))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3wyQeShnb6b9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import cv2\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kJpg7qOrcJPN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "img3 = cv2.imread('/content/drive/My Drive/Colab Notebooks/dataset/PlantVillage/train/Cherry_(including_sour)___healthy/0008f3d3-2f85-4973-be9a-1b520b8b59fc___JR_HL 4092.JPG')\n",
        "img3 = cv2.resize(img3,(224,224))\n",
        "img3 = np.reshape(img3,[1,224,224,3])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ioyZNEABdReU",
        "colab_type": "code",
        "outputId": "87da557c-0010-46d1-e435-80c451a3b0ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "disease = model.predict_classes(img3)\n",
        "print (disease)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[6]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8yzQwBardnQq",
        "colab_type": "code",
        "outputId": "594ac897-dc83-42fb-9da2-1acd22d33226",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model2=pickle.load(open('/content/drive/My Drive/Colab Notebooks/model.pkl','rb'))\n",
        "disease=model2.predict_classes(img3)\n",
        "print(disease)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[6]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vOl9qbHsfT9B",
        "colab_type": "code",
        "outputId": "c3a3f5fb-4ba2-44fe-81b3-82e3333b3c30",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(disease)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[6]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "43wJfOHphKl0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}