plantleafdisease_MobileNetV3Large.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "_WrxdMk7VqDM",
    "outputId": "7899204f-ae01-4d9c-f092-699fd9514081"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)\n",
      "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)\n",
      "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (6.1.2)\n",
      "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2022.6.15)\n",
      "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.64.0)\n",
      "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)\n",
      "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)\n"
     ]
    }
   ],
   "source": [
    "!pip install kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "A261NDFgVz9Q",
    "outputId": "3c61b61f-ef49-4ee0-b0c3-4747d07a5f40"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading plantvillage-dataset.zip to /content\n",
      " 99% 2.03G/2.04G [00:13<00:00, 164MB/s]\n",
      "100% 2.04G/2.04G [00:13<00:00, 163MB/s]\n"
     ]
    }
   ],
   "source": [
    "! mkdir ~/.kaggle\n",
    "! cp kaggle.json ~/.kaggle/\n",
    "! chmod 600 ~/.kaggle/kaggle.json\n",
    "! kaggle datasets download abdallahalidev/plantvillage-dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "szUZTw6gWOlu",
    "outputId": "cecfc0c2-04ff-43fb-88dc-4b982ccff267"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e345153-aed9-4879-a2cc-24f9dc5100e7___UF.GRC_YLCV_Lab 01798_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e37e8ad-3944-4e11-bc10-dd82616274d7___YLCV_NREC 2915_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e382244-fb3a-4caa-af71-05fff25f1c27___UF.GRC_YLCV_Lab 03397_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e3b9886-ce13-49d5-8f80-ccf4e5ddbeac___YLCV_GCREC 5479_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e615038-7a87-446a-a2cd-f76c5c75b6dd___YLCV_GCREC 5144_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e6938d9-1ab0-4728-993c-1069b66ce73b___UF.GRC_YLCV_Lab 02727_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e849af6-2a4c-49d9-b5d1-febeec2cc8b5___UF.GRC_YLCV_Lab 02965_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e8d8b47-3b4b-4ce7-94d0-8fdda2241699___YLCV_GCREC 2156_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6e965ff5-c45a-474c-995f-85832f916e64___YLCV_NREC 2530_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ea7ff94-e0af-48d6-a6d9-3d4e787f8e5f___UF.GRC_YLCV_Lab 09355_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6eb13474-f3b6-4a3b-ab7e-917dc9b896b5___YLCV_GCREC 2624_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ed8e926-65eb-4b2a-ab0f-7213dad15eb4___UF.GRC_YLCV_Lab 01663_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6edbefd9-9755-456a-8ba9-dd7a9c467cc3___YLCV_GCREC 2533_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6edd2832-4dcf-45c0-8895-c789e056f086___UF.GRC_YLCV_Lab 03249_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ee9aa94-258a-488e-92a7-a7b11a9ee219___YLCV_NREC 2164_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6eea288a-b8e5-4841-a305-f9f234ba48ba___UF.GRC_YLCV_Lab 08484_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ef454f4-79c7-42f9-b810-9e980bf8c116___YLCV_GCREC 5301_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ef562d8-09a8-477d-bd4d-f018cae16ddd___UF.GRC_YLCV_Lab 09485_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f086bab-e275-4394-9082-2f0e77bd109c___YLCV_NREC 0164_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f0de564-ecf0-4ab8-bf15-239b21f4ecd6___UF.GRC_YLCV_Lab 08503_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f22936e-2dac-423c-b046-aa1fe8a25978___UF.GRC_YLCV_Lab 02053_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f229bf2-8e59-48ee-a175-7b7ca2768c58___UF.GRC_YLCV_Lab 02690_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f35224c-b1d5-439c-ba56-7bc656110819___YLCV_NREC 2547_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f407e70-a20b-4efa-a156-13dd33eaf0ec___UF.GRC_YLCV_Lab 08427_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f40ff2f-54a5-47b1-afbd-89556ea5a08d___UF.GRC_YLCV_Lab 02832_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f4895d3-c997-4b05-9678-59c53951602f___UF.GRC_YLCV_Lab 02999_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f554285-e52f-440a-8ea5-e1295b2a9ff3___UF.GRC_YLCV_Lab 02028_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f7eb4df-9d20-42b5-8fbd-09459d858544___UF.GRC_YLCV_Lab 03014_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f7f519d-9af2-4532-80c0-7a06311d776e___UF.GRC_YLCV_Lab 02465_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6f917f56-2ce6-4055-8119-d3251c9c9236___UF.GRC_YLCV_Lab 09501_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fa294d9-4e43-45de-9746-1f8099b72a76___YLCV_GCREC 2658_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fb75150-5ad0-494c-961c-4a32c95d6acd___UF.GRC_YLCV_Lab 03259_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fc9942c-1428-4276-a385-c44a62463dc8___UF.GRC_YLCV_Lab 02042_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fd9e3a5-82cc-450d-beaf-10dcc024c64d___YLCV_NREC 2047_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fd9ffe1-8d25-4f44-a1bc-cb5f7c3795d3___UF.GRC_YLCV_Lab 09399_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6fe082a8-da69-4802-9e2e-8db9ce3208fb___YLCV_NREC 2646_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ff807ef-0976-40e0-9fcb-f311f3c9cb00___UF.GRC_YLCV_Lab 01924_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ff8989b-1493-4610-9ebc-b87446e527b5___UF.GRC_YLCV_Lab 03300_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/6ff8f2bf-6ba0-417b-8f85-736d191eca9b___YLCV_GCREC 2835_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70009c19-7424-4ce8-96e8-9eef439e4c9e___UF.GRC_YLCV_Lab 02056_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/700b2b34-d31d-436f-9a7c-59491dbe908e___UF.GRC_YLCV_Lab 03314_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/701cc36d-bfea-4a31-81cf-df1d4784d446___UF.GRC_YLCV_Lab 02821_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/7030d706-3ef0-404b-84f2-d1d76ce823dd___UF.GRC_YLCV_Lab 03242_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70405b14-c0d9-4060-bc08-cd424e4f28fb___UF.GRC_YLCV_Lab 01780_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/7063b4ca-978d-420f-9dd2-85827f7b7a43___YLCV_NREC 2505_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/706b643c-90d2-4f85-8560-86f0a9c57ec9___YLCV_NREC 2749_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70734df3-e201-4660-bdc7-8728f3a47c0f___UF.GRC_YLCV_Lab 02596_final_masked.jpg  \n",
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      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70957c99-b2be-41e0-9263-5ab640ff2aa5___YLCV_NREC 0256_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/709a8acc-35e1-450b-844c-46bbe6cab281___YLCV_NREC 0252_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70a033df-505a-4bce-bde0-04141df30e43___UF.GRC_YLCV_Lab 02706_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70a45cab-4a0f-4275-ba39-dc2116a80168___YLCV_GCREC 2715_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70a6bc64-f52e-4cb3-8561-cc16927fde6f___YLCV_GCREC 5187_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70ab203d-cd1d-4c84-a960-e774419212bc___YLCV_NREC 2096_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70ba4031-91e7-471f-8a05-cfadfaf9c894___YLCV_NREC 2033_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70c00416-cb0c-4e0e-a7c9-0e44ff4136b8___YLCV_NREC 2714_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70c2a7a6-11c3-4d2e-8222-be60e6d60383___YLCV_GCREC 2608_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/70d7734d-c028-4adb-956d-91f0ba2c1e94___UF.GRC_YLCV_Lab 03264_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/7109ec68-ac15-4b70-a4af-8d314c7c41e7___UF.GRC_YLCV_Lab 09551_final_masked.jpg  \n",
      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/710fa13b-78d2-4b77-8720-a15c38fee6a1___UF.GRC_YLCV_Lab 01313_final_masked.jpg  \n",
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      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/711bb3ff-a4d2-4f24-b8f8-6b5e3cbe6cbd___YLCV_NREC 2822_final_masked.jpg  \n",
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      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/f9b694d5-a9f5-44c8-b16d-0e2fc5cc50c5___YLCV_NREC 2446_final_masked.jpg  \n",
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      "  inflating: plantvillage dataset/segmented/Tomato___Tomato_Yellow_Leaf_Curl_Virus/f9e6a633-a695-4239-9566-456473fdf474___UF.GRC_YLCV_Lab 01480_final_masked.jpg  \n",
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     ]
    }
   ],
   "source": [
    "!unzip plantvillage-dataset.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SgEqhVb7y1C2",
    "outputId": "d4ffa1c8-a878-4c10-a5d4-9e045d565c3d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: tensorflow-addons in /usr/local/lib/python3.7/dist-packages (0.17.1)\n",
      "Requirement already satisfied: typeguard>=2.7 in /usr/local/lib/python3.7/dist-packages (from tensorflow-addons) (2.7.1)\n",
      "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from tensorflow-addons) (21.3)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->tensorflow-addons) (3.0.9)\n"
     ]
    }
   ],
   "source": [
    "!pip install tensorflow-addons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FYtxbcxaDQqO",
    "outputId": "dd4184cb-8134-40e5-b4d6-6ee15334ce6b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (4.6.0.66)\n",
      "Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.7/dist-packages (from opencv-python) (1.21.6)\n"
     ]
    }
   ],
   "source": [
    "!pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:13:12.831749Z",
     "iopub.status.busy": "2022-07-17T12:13:12.830794Z",
     "iopub.status.idle": "2022-07-17T12:13:12.843360Z",
     "shell.execute_reply": "2022-07-17T12:13:12.841519Z",
     "shell.execute_reply.started": "2022-07-17T12:13:12.831712Z"
    },
    "id": "7-6JjyuyVo_6",
    "outputId": "54d46c22-606c-4c8c-8a29-37633084e89f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done importing packages!\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from re import sub\n",
    "import tensorflow as tf\n",
    "import tensorflow_addons as tfa\n",
    "from tensorflow.keras import metrics\n",
    "\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import BatchNormalization\n",
    "from tensorflow.keras.layers import Conv2D\n",
    "from tensorflow.keras.layers import MaxPooling2D\n",
    "from tensorflow.keras.layers import Activation, Flatten, Dropout, Dense\n",
    "\n",
    "\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.preprocessing import image\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow.keras import models\n",
    "from tensorflow.keras.preprocessing import image_dataset_from_directory\n",
    "\n",
    "from IPython.display import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import cv2\n",
    "import os\n",
    "from tqdm import tqdm\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pydot\n",
    "import pydotplus\n",
    "import keras\n",
    "from tensorflow.keras.utils import plot_model\n",
    "\n",
    "\n",
    "print(\"Done importing packages!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:13:22.560566Z",
     "iopub.status.busy": "2022-07-17T12:13:22.560181Z",
     "iopub.status.idle": "2022-07-17T12:13:23.217260Z",
     "shell.execute_reply": "2022-07-17T12:13:23.216292Z",
     "shell.execute_reply.started": "2022-07-17T12:13:22.560538Z"
    },
    "id": "NtQQy5USVo_-"
   },
   "outputs": [],
   "source": [
    "def ImagePreprocessingPipeline(img):\n",
    "    \n",
    "    # Performing Closing to remove small holes\n",
    "    kernel = np.ones((1,1),np.uint8)\n",
    "    closing = cv2.morphologyEx(img, cv2.MORPH_CLOSE, kernel, iterations=2)\n",
    "\n",
    "    # Color Transformation to HSV for better segmentation\n",
    "    hsv = cv2.cvtColor(closing, cv2.COLOR_BGR2HSV)\n",
    "\n",
    "    # find the green color \n",
    "    mask_green = cv2.inRange(hsv, (36, 25, 25), (86, 255,255))\n",
    "    # find the brown color\n",
    "    mask_brown = cv2.inRange(hsv, (8, 60, 20), (30, 255, 200))\n",
    "    # find the yellow color in the leaf\n",
    "    mask_yellow = cv2.inRange(hsv, (21, 39, 64), (40, 255, 255))\n",
    "\n",
    "    # find any of the three colors(green or brown or yellow) in the image to creat mask\n",
    "    mask = cv2.bitwise_or(mask_green, mask_brown)\n",
    "    mask = cv2.bitwise_or(mask, mask_yellow)\n",
    "\n",
    "    # Bitwise-AND mask and original image to return residual image\n",
    "    res = cv2.bitwise_and(hsv,img, mask= mask)\n",
    "    \n",
    "    # Resized Image\n",
    "    resizedImg = cv2.resize(res, (128,128))\n",
    "\n",
    "    return resizedImg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:13:23.683135Z",
     "iopub.status.busy": "2022-07-17T12:13:23.681951Z",
     "iopub.status.idle": "2022-07-17T12:20:05.697667Z",
     "shell.execute_reply": "2022-07-17T12:20:05.696671Z",
     "shell.execute_reply.started": "2022-07-17T12:13:23.683075Z"
    },
    "id": "H4Wqt710Vo__",
    "outputId": "ca8f9169-a7b9-4d8f-b347-7cab8c3ddadd"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "39it [01:55,  2.97s/it]\n"
     ]
    }
   ],
   "source": [
    "# Preprocessing each image and writing to a seperate folder in same structure as original dataset\n",
    "rootdir = \"plantvillage dataset/color\"\n",
    "\n",
    "preprocessedFolder = 'preprocessed'\n",
    "if not os.path.exists(preprocessedFolder):\n",
    "    os.mkdir(preprocessedFolder)\n",
    "\n",
    "for subdir, dirs, files in tqdm(os.walk(rootdir)):\n",
    "    classFolder = subdir.split('/')[-1]\n",
    "    outputFolder = os.path.join(preprocessedFolder, classFolder)\n",
    "    \n",
    "    for directory in dirs:\n",
    "        folder = os.path.join(preprocessedFolder, directory)\n",
    "        if not os.path.exists(folder):\n",
    "            os.mkdir(folder)\n",
    "    \n",
    "    for file in files:\n",
    "        inputPath = os.path.join(subdir, file)\n",
    "        outputPath = os.path.join(outputFolder, file)\n",
    "        \n",
    "        img = cv2.imread(inputPath)\n",
    "        cv2.imwrite(outputPath, ImagePreprocessingPipeline(img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:05.700086Z",
     "iopub.status.busy": "2022-07-17T12:20:05.699714Z",
     "iopub.status.idle": "2022-07-17T12:20:14.599595Z",
     "shell.execute_reply": "2022-07-17T12:20:14.598694Z",
     "shell.execute_reply.started": "2022-07-17T12:20:05.700049Z"
    },
    "id": "vRy44uTHVpAA",
    "outputId": "83d22d42-af48-4ab3-a9de-ad8b0cb566a4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 54305 files belonging to 38 classes.\n",
      "Using 43444 files for training.\n",
      "Found 54305 files belonging to 38 classes.\n",
      "Using 10861 files for validation.\n"
     ]
    }
   ],
   "source": [
    "# Creating training and validation dataset to return batches of data\n",
    "BATCH_SIZE = 400\n",
    "IMG_SIZE = (128, 128)\n",
    "\n",
    "data_dir = preprocessedFolder\n",
    "train_dataset = image_dataset_from_directory(data_dir,\n",
    "                                             shuffle=True,\n",
    "                                             label_mode = 'categorical',\n",
    "                                             validation_split = 0.2,\n",
    "                                             batch_size=BATCH_SIZE,\n",
    "                                             seed = 42,\n",
    "                                             subset = \"training\",\n",
    "                                             image_size=IMG_SIZE)\n",
    "\n",
    "validation_dataset = image_dataset_from_directory(data_dir,\n",
    "                                             shuffle=True,\n",
    "                                             label_mode = 'categorical',\n",
    "                                             validation_split = 0.2,\n",
    "                                             batch_size=BATCH_SIZE,\n",
    "                                             seed = 42,\n",
    "                                             subset = \"validation\",\n",
    "                                             image_size=IMG_SIZE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.601245Z",
     "iopub.status.busy": "2022-07-17T12:20:14.600897Z",
     "iopub.status.idle": "2022-07-17T12:20:14.608615Z",
     "shell.execute_reply": "2022-07-17T12:20:14.607062Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.601210Z"
    },
    "id": "2BdgyM8HVpAA",
    "outputId": "f1ccfca8-9f0f-4d3b-e9a4-217a274038f1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.  Apple___Apple_scab\n",
      "2.  Apple___Black_rot\n",
      "3.  Apple___Cedar_apple_rust\n",
      "4.  Apple___healthy\n",
      "5.  Blueberry___healthy\n",
      "6.  Cherry_(including_sour)___Powdery_mildew\n",
      "7.  Cherry_(including_sour)___healthy\n",
      "8.  Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot\n",
      "9.  Corn_(maize)___Common_rust_\n",
      "10.  Corn_(maize)___Northern_Leaf_Blight\n",
      "11.  Corn_(maize)___healthy\n",
      "12.  Grape___Black_rot\n",
      "13.  Grape___Esca_(Black_Measles)\n",
      "14.  Grape___Leaf_blight_(Isariopsis_Leaf_Spot)\n",
      "15.  Grape___healthy\n",
      "16.  Orange___Haunglongbing_(Citrus_greening)\n",
      "17.  Peach___Bacterial_spot\n",
      "18.  Peach___healthy\n",
      "19.  Pepper,_bell___Bacterial_spot\n",
      "20.  Pepper,_bell___healthy\n",
      "21.  Potato___Early_blight\n",
      "22.  Potato___Late_blight\n",
      "23.  Potato___healthy\n",
      "24.  Raspberry___healthy\n",
      "25.  Soybean___healthy\n",
      "26.  Squash___Powdery_mildew\n",
      "27.  Strawberry___Leaf_scorch\n",
      "28.  Strawberry___healthy\n",
      "29.  Tomato___Bacterial_spot\n",
      "30.  Tomato___Early_blight\n",
      "31.  Tomato___Late_blight\n",
      "32.  Tomato___Leaf_Mold\n",
      "33.  Tomato___Septoria_leaf_spot\n",
      "34.  Tomato___Spider_mites Two-spotted_spider_mite\n",
      "35.  Tomato___Target_Spot\n",
      "36.  Tomato___Tomato_Yellow_Leaf_Curl_Virus\n",
      "37.  Tomato___Tomato_mosaic_virus\n",
      "38.  Tomato___healthy\n"
     ]
    }
   ],
   "source": [
    "# Printing all classes of plant leaf diseases present in data\n",
    "class_names = train_dataset.class_names\n",
    "num_classes = len(class_names)\n",
    "\n",
    "for i in range(1, num_classes + 1):\n",
    "    print(str(i) + \". \", class_names[i - 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.612441Z",
     "iopub.status.busy": "2022-07-17T12:20:14.611306Z",
     "iopub.status.idle": "2022-07-17T12:20:14.628993Z",
     "shell.execute_reply": "2022-07-17T12:20:14.628062Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.612400Z"
    },
    "id": "XTVtS-XaVpAB",
    "outputId": "2939141e-2061-4ba5-f836-2ea9124257ce"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of validation batches: 23\n",
      "Number of test batches: 5\n"
     ]
    }
   ],
   "source": [
    "# Printing size of batches\n",
    "val_batches = tf.data.experimental.cardinality(validation_dataset)\n",
    "test_dataset = validation_dataset.take(val_batches // 5)\n",
    "validation_dataset = validation_dataset.skip(val_batches // 5)\n",
    "\n",
    "print('Number of validation batches: %d' % tf.data.experimental.cardinality(validation_dataset))\n",
    "print('Number of test batches: %d' % tf.data.experimental.cardinality(test_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.630580Z",
     "iopub.status.busy": "2022-07-17T12:20:14.630172Z",
     "iopub.status.idle": "2022-07-17T12:20:14.636892Z",
     "shell.execute_reply": "2022-07-17T12:20:14.635937Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.630546Z"
    },
    "id": "UNCJYIb4VpAB"
   },
   "outputs": [],
   "source": [
    "# Pre-Fetching data to load in cache/buffer memory for faster training\n",
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "train_dataset = train_dataset.prefetch(buffer_size=AUTOTUNE)\n",
    "validation_dataset = validation_dataset.prefetch(buffer_size=AUTOTUNE)\n",
    "test_dataset = test_dataset.prefetch(buffer_size=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.639216Z",
     "iopub.status.busy": "2022-07-17T12:20:14.638179Z",
     "iopub.status.idle": "2022-07-17T12:20:14.672798Z",
     "shell.execute_reply": "2022-07-17T12:20:14.671973Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.639182Z"
    },
    "id": "3w_C-IqOVpAC"
   },
   "outputs": [],
   "source": [
    "# Defining augmentaion layers\n",
    "data_augmentation = tf.keras.Sequential([\n",
    "  tf.keras.layers.experimental.preprocessing.RandomFlip('horizontal'),\n",
    "  tf.keras.layers.experimental.preprocessing.RandomRotation(0.2),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.681586Z",
     "iopub.status.busy": "2022-07-17T12:20:14.681137Z",
     "iopub.status.idle": "2022-07-17T12:20:14.701926Z",
     "shell.execute_reply": "2022-07-17T12:20:14.701124Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.681448Z"
    },
    "id": "iyJrsbinVpAC"
   },
   "outputs": [],
   "source": [
    "# Defining Validation Metrics\n",
    "METRICS = [\n",
    "      metrics.CategoricalAccuracy(name='accuracy'),\n",
    "      metrics.Precision(name='precision'),\n",
    "      metrics.Recall(name='recall'),\n",
    "      tfa.metrics.F1Score(num_classes=38, average='macro',threshold=0.5),\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:14.713308Z",
     "iopub.status.busy": "2022-07-17T12:20:14.712709Z",
     "iopub.status.idle": "2022-07-17T12:20:20.195658Z",
     "shell.execute_reply": "2022-07-17T12:20:20.194440Z",
     "shell.execute_reply.started": "2022-07-17T12:20:14.713273Z"
    },
    "id": "M3OOh6rLVpAD",
    "outputId": "67daf01c-734e-4a86-c54c-fb1e543be27d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not 224. Weights for input shape (224, 224) will be loaded as the default.\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v3/weights_mobilenet_v3_large_224_1.0_float_no_top_v2.h5\n",
      "12683000/12683000 [==============================] - 0s 0us/step\n"
     ]
    }
   ],
   "source": [
    "# Defining pre-trained lightweight base model\n",
    "IMG_SHAPE = IMG_SIZE + (3,)\n",
    "\n",
    "base_model = tf.keras.applications.MobileNetV3Large(\n",
    "    include_top=False,\n",
    "    weights='imagenet',\n",
    "    input_shape=IMG_SHAPE,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:20.199851Z",
     "iopub.status.busy": "2022-07-17T12:20:20.197210Z",
     "iopub.status.idle": "2022-07-17T12:20:27.416937Z",
     "shell.execute_reply": "2022-07-17T12:20:27.415840Z",
     "shell.execute_reply.started": "2022-07-17T12:20:20.199808Z"
    },
    "id": "VANHi0PZVpAD",
    "outputId": "ae7aa2bd-66b9-4ffd-8a1d-0fdea612daff"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-08-17 13:16:08.424859: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8204\n",
      "2022-08-17 13:16:12.308343: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n",
      "2022-08-17 13:16:12.309360: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n",
      "2022-08-17 13:16:12.309413: W tensorflow/stream_executor/gpu/asm_compiler.cc:80] Couldn't get ptxas version string: INTERNAL: Couldn't invoke ptxas --version\n",
      "2022-08-17 13:16:12.310225: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n",
      "2022-08-17 13:16:12.310346: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] INTERNAL: Failed to launch ptxas\n",
      "Relying on driver to perform ptx compilation. \n",
      "Modify $PATH to customize ptxas location.\n",
      "This message will be only logged once.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 128, 128, 3)\n"
     ]
    }
   ],
   "source": [
    "# Running one iteration of batch to validate\n",
    "image_batch, label_batch = next(iter(train_dataset))\n",
    "feature_batch = base_model(image_batch)\n",
    "print(image_batch.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:27.418764Z",
     "iopub.status.busy": "2022-07-17T12:20:27.418429Z",
     "iopub.status.idle": "2022-07-17T12:20:27.445558Z",
     "shell.execute_reply": "2022-07-17T12:20:27.444550Z",
     "shell.execute_reply.started": "2022-07-17T12:20:27.418730Z"
    },
    "id": "zhBeE5reVpAE"
   },
   "outputs": [],
   "source": [
    "# Making all layers of base model trainable\n",
    "base_model.trainable = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:27.447770Z",
     "iopub.status.busy": "2022-07-17T12:20:27.447201Z",
     "iopub.status.idle": "2022-07-17T12:20:27.454709Z",
     "shell.execute_reply": "2022-07-17T12:20:27.453679Z",
     "shell.execute_reply.started": "2022-07-17T12:20:27.447724Z"
    },
    "id": "XfxoDj3UVpAE",
    "outputId": "3e05fa4a-53cb-4f36-ba5c-42f17e317501"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 960)\n"
     ]
    }
   ],
   "source": [
    "# Adding global average pooling layer to reduce dimensionality of base model output feature vector\n",
    "global_average_layer = tf.keras.layers.GlobalAveragePooling2D()\n",
    "feature_batch_average = global_average_layer(feature_batch)\n",
    "\n",
    "print(feature_batch_average.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:27.457309Z",
     "iopub.status.busy": "2022-07-17T12:20:27.456478Z",
     "iopub.status.idle": "2022-07-17T12:20:27.477088Z",
     "shell.execute_reply": "2022-07-17T12:20:27.476146Z",
     "shell.execute_reply.started": "2022-07-17T12:20:27.457246Z"
    },
    "id": "O1711tf_VpAE",
    "outputId": "1cf42f2a-9178-4240-d998-5b02114b9526"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 38)\n"
     ]
    }
   ],
   "source": [
    "# Defining dense layer with softmax activation function to predict probability distribution to predict final output\n",
    "prediction_layer = tf.keras.layers.Dense(num_classes, activation=\"softmax\")\n",
    "prediction_batch = prediction_layer(feature_batch_average)\n",
    "print(prediction_batch.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:27.479237Z",
     "iopub.status.busy": "2022-07-17T12:20:27.478593Z",
     "iopub.status.idle": "2022-07-17T12:20:29.335983Z",
     "shell.execute_reply": "2022-07-17T12:20:29.335054Z",
     "shell.execute_reply.started": "2022-07-17T12:20:27.479202Z"
    },
    "id": "M-6tX8raVpAF"
   },
   "outputs": [],
   "source": [
    "# Defining the whole model architecture\n",
    "inputs = tf.keras.Input(shape=(128, 128, 3))\n",
    "x = data_augmentation(inputs)\n",
    "x = base_model(x, training=True)\n",
    "x = global_average_layer(x)\n",
    "x = tf.keras.layers.Dropout(0.2)(x)\n",
    "outputs = prediction_layer(x)\n",
    "model = tf.keras.Model(inputs, outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:29.339208Z",
     "iopub.status.busy": "2022-07-17T12:20:29.337253Z",
     "iopub.status.idle": "2022-07-17T12:20:29.367288Z",
     "shell.execute_reply": "2022-07-17T12:20:29.366370Z",
     "shell.execute_reply.started": "2022-07-17T12:20:29.339179Z"
    },
    "id": "V4d8jFyTVpAF"
   },
   "outputs": [],
   "source": [
    "# Defining learning rate and compiling the model with callback setting\n",
    "base_learning_rate = 0.001\n",
    "model.compile(optimizer=tf.keras.optimizers.Adam(lr=base_learning_rate),\n",
    "              loss=tf.keras.losses.CategoricalCrossentropy(from_logits=False),\n",
    "              metrics=METRICS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:29.368977Z",
     "iopub.status.busy": "2022-07-17T12:20:29.368443Z",
     "iopub.status.idle": "2022-07-17T12:20:29.408829Z",
     "shell.execute_reply": "2022-07-17T12:20:29.408025Z",
     "shell.execute_reply.started": "2022-07-17T12:20:29.368942Z"
    },
    "id": "3GMLAuk3VpAF",
    "outputId": "8a8affe6-8aa5-42ed-cb82-1bb636db867e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input_2 (InputLayer)        [(None, 128, 128, 3)]     0         \n",
      "                                                                 \n",
      " sequential (Sequential)     (None, 128, 128, 3)       0         \n",
      "                                                                 \n",
      " MobilenetV3large (Functiona  (None, 4, 4, 960)        2996352   \n",
      " l)                                                              \n",
      "                                                                 \n",
      " global_average_pooling2d (G  (None, 960)              0         \n",
      " lobalAveragePooling2D)                                          \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 960)               0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 38)                36518     \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 3,032,870\n",
      "Trainable params: 3,008,470\n",
      "Non-trainable params: 24,400\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Printing model architecture\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-17T12:20:29.410606Z",
     "iopub.status.busy": "2022-07-17T12:20:29.410052Z",
     "iopub.status.idle": "2022-07-17T12:20:29.414925Z",
     "shell.execute_reply": "2022-07-17T12:20:29.413981Z",
     "shell.execute_reply.started": "2022-07-17T12:20:29.410568Z"
    },
    "id": "AQqE45R8VpAG"
   },
   "outputs": [],
   "source": [
    "# Defining max number of epochs\n",
    "initial_epochs = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "a0JyefFwlDFQ",
    "outputId": "264d0d26-641f-4712-e62b-b500032be88e",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:`period` argument is deprecated. Please use `save_freq` to specify the frequency in number of batches seen.\n",
      "Epoch 1/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.6707 - accuracy: 0.8076 - precision: 0.9099 - recall: 0.7538 - f1_score: 0.7516\n",
      "Epoch 1: val_loss improved from inf to 0.20776, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 133s 1s/step - loss: 0.6707 - accuracy: 0.8076 - precision: 0.9099 - recall: 0.7538 - f1_score: 0.7516 - val_loss: 0.2078 - val_accuracy: 0.9338 - val_precision: 0.9496 - val_recall: 0.9199 - val_f1_score: 0.9101 - lr: 0.0010\n",
      "Epoch 2/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.1851 - accuracy: 0.9382 - precision: 0.9512 - recall: 0.9270 - f1_score: 0.9143\n",
      "Epoch 2: val_loss improved from 0.20776 to 0.17099, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 116s 1s/step - loss: 0.1851 - accuracy: 0.9382 - precision: 0.9512 - recall: 0.9270 - f1_score: 0.9143 - val_loss: 0.1710 - val_accuracy: 0.9445 - val_precision: 0.9531 - val_recall: 0.9387 - val_f1_score: 0.9311 - lr: 0.0010\n",
      "Epoch 3/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.1245 - accuracy: 0.9573 - precision: 0.9644 - recall: 0.9509 - f1_score: 0.9425\n",
      "Epoch 3: val_loss improved from 0.17099 to 0.12728, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.1245 - accuracy: 0.9573 - precision: 0.9644 - recall: 0.9509 - f1_score: 0.9425 - val_loss: 0.1273 - val_accuracy: 0.9571 - val_precision: 0.9628 - val_recall: 0.9525 - val_f1_score: 0.9443 - lr: 0.0010\n",
      "Epoch 4/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0949 - accuracy: 0.9677 - precision: 0.9722 - recall: 0.9632 - f1_score: 0.9564\n",
      "Epoch 4: val_loss improved from 0.12728 to 0.12061, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 164s 1s/step - loss: 0.0949 - accuracy: 0.9677 - precision: 0.9722 - recall: 0.9632 - f1_score: 0.9564 - val_loss: 0.1206 - val_accuracy: 0.9612 - val_precision: 0.9666 - val_recall: 0.9575 - val_f1_score: 0.9498 - lr: 0.0010\n",
      "Epoch 5/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0717 - accuracy: 0.9751 - precision: 0.9785 - recall: 0.9720 - f1_score: 0.9660\n",
      "Epoch 5: val_loss improved from 0.12061 to 0.10795, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 121s 1s/step - loss: 0.0717 - accuracy: 0.9751 - precision: 0.9785 - recall: 0.9720 - f1_score: 0.9660 - val_loss: 0.1080 - val_accuracy: 0.9659 - val_precision: 0.9702 - val_recall: 0.9637 - val_f1_score: 0.9575 - lr: 0.0010\n",
      "Epoch 6/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0656 - accuracy: 0.9774 - precision: 0.9803 - recall: 0.9746 - f1_score: 0.9692\n",
      "Epoch 6: val_loss did not improve from 0.10795\n",
      "109/109 [==============================] - 125s 1s/step - loss: 0.0656 - accuracy: 0.9774 - precision: 0.9803 - recall: 0.9746 - f1_score: 0.9692 - val_loss: 0.1108 - val_accuracy: 0.9677 - val_precision: 0.9713 - val_recall: 0.9658 - val_f1_score: 0.9610 - lr: 0.0010\n",
      "Epoch 7/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0590 - accuracy: 0.9801 - precision: 0.9823 - recall: 0.9781 - f1_score: 0.9732\n",
      "Epoch 7: val_loss did not improve from 0.10795\n",
      "109/109 [==============================] - 126s 1s/step - loss: 0.0590 - accuracy: 0.9801 - precision: 0.9823 - recall: 0.9781 - f1_score: 0.9732 - val_loss: 0.1088 - val_accuracy: 0.9678 - val_precision: 0.9713 - val_recall: 0.9651 - val_f1_score: 0.9583 - lr: 0.0010\n",
      "Epoch 8/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0536 - accuracy: 0.9815 - precision: 0.9833 - recall: 0.9797 - f1_score: 0.9746\n",
      "Epoch 8: val_loss improved from 0.10795 to 0.10254, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 119s 1s/step - loss: 0.0536 - accuracy: 0.9815 - precision: 0.9833 - recall: 0.9797 - f1_score: 0.9746 - val_loss: 0.1025 - val_accuracy: 0.9704 - val_precision: 0.9731 - val_recall: 0.9678 - val_f1_score: 0.9619 - lr: 0.0010\n",
      "Epoch 9/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0449 - accuracy: 0.9842 - precision: 0.9858 - recall: 0.9826 - f1_score: 0.9776\n",
      "Epoch 9: val_loss improved from 0.10254 to 0.09615, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0449 - accuracy: 0.9842 - precision: 0.9858 - recall: 0.9826 - f1_score: 0.9776 - val_loss: 0.0961 - val_accuracy: 0.9709 - val_precision: 0.9735 - val_recall: 0.9691 - val_f1_score: 0.9626 - lr: 0.0010\n",
      "Epoch 10/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0418 - accuracy: 0.9858 - precision: 0.9874 - recall: 0.9844 - f1_score: 0.9803\n",
      "Epoch 10: val_loss did not improve from 0.09615\n",
      "109/109 [==============================] - 119s 1s/step - loss: 0.0418 - accuracy: 0.9858 - precision: 0.9874 - recall: 0.9844 - f1_score: 0.9803 - val_loss: 0.1001 - val_accuracy: 0.9725 - val_precision: 0.9747 - val_recall: 0.9709 - val_f1_score: 0.9642 - lr: 0.0010\n",
      "Epoch 11/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0355 - accuracy: 0.9884 - precision: 0.9896 - recall: 0.9875 - f1_score: 0.9844\n",
      "Epoch 11: val_loss improved from 0.09615 to 0.09408, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 148s 1s/step - loss: 0.0355 - accuracy: 0.9884 - precision: 0.9896 - recall: 0.9875 - f1_score: 0.9844 - val_loss: 0.0941 - val_accuracy: 0.9756 - val_precision: 0.9775 - val_recall: 0.9745 - val_f1_score: 0.9659 - lr: 0.0010\n",
      "Epoch 12/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0366 - accuracy: 0.9881 - precision: 0.9889 - recall: 0.9866 - f1_score: 0.9826\n",
      "Epoch 12: val_loss did not improve from 0.09408\n",
      "109/109 [==============================] - 140s 1s/step - loss: 0.0366 - accuracy: 0.9881 - precision: 0.9889 - recall: 0.9866 - f1_score: 0.9826 - val_loss: 0.1140 - val_accuracy: 0.9666 - val_precision: 0.9687 - val_recall: 0.9649 - val_f1_score: 0.9533 - lr: 0.0010\n",
      "Epoch 13/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0374 - accuracy: 0.9880 - precision: 0.9890 - recall: 0.9870 - f1_score: 0.9843\n",
      "Epoch 13: val_loss did not improve from 0.09408\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0374 - accuracy: 0.9880 - precision: 0.9890 - recall: 0.9870 - f1_score: 0.9843 - val_loss: 0.1027 - val_accuracy: 0.9728 - val_precision: 0.9754 - val_recall: 0.9717 - val_f1_score: 0.9641 - lr: 0.0010\n",
      "Epoch 14/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0335 - accuracy: 0.9893 - precision: 0.9901 - recall: 0.9885 - f1_score: 0.9863\n",
      "Epoch 14: val_loss did not improve from 0.09408\n",
      "\n",
      "Epoch 14: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026.\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0335 - accuracy: 0.9893 - precision: 0.9901 - recall: 0.9885 - f1_score: 0.9863 - val_loss: 0.0998 - val_accuracy: 0.9725 - val_precision: 0.9745 - val_recall: 0.9713 - val_f1_score: 0.9629 - lr: 0.0010\n",
      "Epoch 15/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0154 - accuracy: 0.9945 - precision: 0.9949 - recall: 0.9942 - f1_score: 0.9921\n",
      "Epoch 15: val_loss improved from 0.09408 to 0.06777, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 119s 1s/step - loss: 0.0154 - accuracy: 0.9945 - precision: 0.9949 - recall: 0.9942 - f1_score: 0.9921 - val_loss: 0.0678 - val_accuracy: 0.9831 - val_precision: 0.9840 - val_recall: 0.9817 - val_f1_score: 0.9786 - lr: 2.0000e-04\n",
      "Epoch 16/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0085 - accuracy: 0.9973 - precision: 0.9974 - recall: 0.9972 - f1_score: 0.9963\n",
      "Epoch 16: val_loss improved from 0.06777 to 0.06341, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0085 - accuracy: 0.9973 - precision: 0.9974 - recall: 0.9972 - f1_score: 0.9963 - val_loss: 0.0634 - val_accuracy: 0.9831 - val_precision: 0.9840 - val_recall: 0.9826 - val_f1_score: 0.9780 - lr: 2.0000e-04\n",
      "Epoch 17/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0060 - accuracy: 0.9981 - precision: 0.9981 - recall: 0.9979 - f1_score: 0.9972\n",
      "Epoch 17: val_loss improved from 0.06341 to 0.06308, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0060 - accuracy: 0.9981 - precision: 0.9981 - recall: 0.9979 - f1_score: 0.9972 - val_loss: 0.0631 - val_accuracy: 0.9844 - val_precision: 0.9854 - val_recall: 0.9841 - val_f1_score: 0.9784 - lr: 2.0000e-04\n",
      "Epoch 18/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0056 - accuracy: 0.9982 - precision: 0.9983 - recall: 0.9980 - f1_score: 0.9974\n",
      "Epoch 18: val_loss improved from 0.06308 to 0.06065, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 119s 1s/step - loss: 0.0056 - accuracy: 0.9982 - precision: 0.9983 - recall: 0.9980 - f1_score: 0.9974 - val_loss: 0.0607 - val_accuracy: 0.9836 - val_precision: 0.9845 - val_recall: 0.9831 - val_f1_score: 0.9781 - lr: 2.0000e-04\n",
      "Epoch 19/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0048 - accuracy: 0.9986 - precision: 0.9987 - recall: 0.9985 - f1_score: 0.9980\n",
      "Epoch 19: val_loss did not improve from 0.06065\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0048 - accuracy: 0.9986 - precision: 0.9987 - recall: 0.9985 - f1_score: 0.9980 - val_loss: 0.0641 - val_accuracy: 0.9840 - val_precision: 0.9849 - val_recall: 0.9833 - val_f1_score: 0.9780 - lr: 2.0000e-04\n",
      "Epoch 20/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0035 - accuracy: 0.9990 - precision: 0.9990 - recall: 0.9990 - f1_score: 0.9986\n",
      "Epoch 20: val_loss did not improve from 0.06065\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0035 - accuracy: 0.9990 - precision: 0.9990 - recall: 0.9990 - f1_score: 0.9986 - val_loss: 0.0615 - val_accuracy: 0.9842 - val_precision: 0.9849 - val_recall: 0.9840 - val_f1_score: 0.9786 - lr: 2.0000e-04\n",
      "Epoch 21/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0038 - accuracy: 0.9987 - precision: 0.9987 - recall: 0.9987 - f1_score: 0.9980\n",
      "Epoch 21: val_loss did not improve from 0.06065\n",
      "\n",
      "Epoch 21: ReduceLROnPlateau reducing learning rate to 4.0000001899898055e-05.\n",
      "109/109 [==============================] - 116s 1s/step - loss: 0.0038 - accuracy: 0.9987 - precision: 0.9987 - recall: 0.9987 - f1_score: 0.9980 - val_loss: 0.0659 - val_accuracy: 0.9841 - val_precision: 0.9849 - val_recall: 0.9832 - val_f1_score: 0.9766 - lr: 2.0000e-04\n",
      "Epoch 22/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0029 - accuracy: 0.9991 - precision: 0.9991 - recall: 0.9991 - f1_score: 0.9986\n",
      "Epoch 22: val_loss did not improve from 0.06065\n",
      "109/109 [==============================] - 116s 1s/step - loss: 0.0029 - accuracy: 0.9991 - precision: 0.9991 - recall: 0.9991 - f1_score: 0.9986 - val_loss: 0.0614 - val_accuracy: 0.9840 - val_precision: 0.9852 - val_recall: 0.9836 - val_f1_score: 0.9798 - lr: 4.0000e-05\n",
      "Epoch 23/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0025 - accuracy: 0.9994 - precision: 0.9994 - recall: 0.9994 - f1_score: 0.9991\n",
      "Epoch 23: val_loss improved from 0.06065 to 0.05934, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0025 - accuracy: 0.9994 - precision: 0.9994 - recall: 0.9994 - f1_score: 0.9991 - val_loss: 0.0593 - val_accuracy: 0.9856 - val_precision: 0.9866 - val_recall: 0.9854 - val_f1_score: 0.9814 - lr: 4.0000e-05\n",
      "Epoch 24/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0020 - accuracy: 0.9994 - precision: 0.9995 - recall: 0.9994 - f1_score: 0.9991\n",
      "Epoch 24: val_loss improved from 0.05934 to 0.05635, saving model to PlantLeafDiseaseClassifier/MobileNetV3_L_BestModel.h5\n",
      "109/109 [==============================] - 118s 1s/step - loss: 0.0020 - accuracy: 0.9994 - precision: 0.9995 - recall: 0.9994 - f1_score: 0.9991 - val_loss: 0.0563 - val_accuracy: 0.9850 - val_precision: 0.9860 - val_recall: 0.9848 - val_f1_score: 0.9800 - lr: 4.0000e-05\n",
      "Epoch 25/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0020 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993\n",
      "Epoch 25: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0020 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993 - val_loss: 0.0601 - val_accuracy: 0.9851 - val_precision: 0.9861 - val_recall: 0.9845 - val_f1_score: 0.9799 - lr: 4.0000e-05\n",
      "Epoch 26/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0022 - accuracy: 0.9993 - precision: 0.9993 - recall: 0.9993 - f1_score: 0.9989\n",
      "Epoch 26: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0022 - accuracy: 0.9993 - precision: 0.9993 - recall: 0.9993 - f1_score: 0.9989 - val_loss: 0.0611 - val_accuracy: 0.9852 - val_precision: 0.9862 - val_recall: 0.9850 - val_f1_score: 0.9802 - lr: 4.0000e-05\n",
      "Epoch 27/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0019 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993\n",
      "Epoch 27: val_loss did not improve from 0.05635\n",
      "\n",
      "Epoch 27: ReduceLROnPlateau reducing learning rate to 8.000000525498762e-06.\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0019 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993 - val_loss: 0.0642 - val_accuracy: 0.9845 - val_precision: 0.9852 - val_recall: 0.9843 - val_f1_score: 0.9784 - lr: 4.0000e-05\n",
      "Epoch 28/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0019 - accuracy: 0.9993 - precision: 0.9993 - recall: 0.9993 - f1_score: 0.9989\n",
      "Epoch 28: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0019 - accuracy: 0.9993 - precision: 0.9993 - recall: 0.9993 - f1_score: 0.9989 - val_loss: 0.0586 - val_accuracy: 0.9852 - val_precision: 0.9859 - val_recall: 0.9848 - val_f1_score: 0.9798 - lr: 8.0000e-06\n",
      "Epoch 29/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0020 - accuracy: 0.9994 - precision: 0.9994 - recall: 0.9994 - f1_score: 0.9992\n",
      "Epoch 29: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0020 - accuracy: 0.9994 - precision: 0.9994 - recall: 0.9994 - f1_score: 0.9992 - val_loss: 0.0625 - val_accuracy: 0.9848 - val_precision: 0.9855 - val_recall: 0.9847 - val_f1_score: 0.9793 - lr: 8.0000e-06\n",
      "Epoch 30/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0017 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993\n",
      "Epoch 30: val_loss did not improve from 0.05635\n",
      "\n",
      "Epoch 30: ReduceLROnPlateau reducing learning rate to 1.6000001778593287e-06.\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0017 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993 - val_loss: 0.0644 - val_accuracy: 0.9854 - val_precision: 0.9863 - val_recall: 0.9851 - val_f1_score: 0.9806 - lr: 8.0000e-06\n",
      "Epoch 31/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0016 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993\n",
      "Epoch 31: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 116s 1s/step - loss: 0.0016 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993 - val_loss: 0.0643 - val_accuracy: 0.9845 - val_precision: 0.9853 - val_recall: 0.9844 - val_f1_score: 0.9788 - lr: 1.6000e-06\n",
      "Epoch 32/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0019 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9994\n",
      "Epoch 32: val_loss did not improve from 0.05635\n",
      "109/109 [==============================] - 116s 1s/step - loss: 0.0019 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9994 - val_loss: 0.0599 - val_accuracy: 0.9859 - val_precision: 0.9864 - val_recall: 0.9858 - val_f1_score: 0.9817 - lr: 1.6000e-06\n",
      "Epoch 33/100\n",
      "109/109 [==============================] - ETA: 0s - loss: 0.0017 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993\n",
      "Epoch 33: val_loss did not improve from 0.05635\n",
      "\n",
      "Epoch 33: ReduceLROnPlateau reducing learning rate to 3.200000264769187e-07.\n",
      "109/109 [==============================] - 117s 1s/step - loss: 0.0017 - accuracy: 0.9995 - precision: 0.9995 - recall: 0.9995 - f1_score: 0.9993 - val_loss: 0.0591 - val_accuracy: 0.9863 - val_precision: 0.9870 - val_recall: 0.9860 - val_f1_score: 0.9815 - lr: 1.6000e-06\n",
      "Epoch 33: early stopping\n"
     ]
    }
   ],
   "source": [
    "# Defining model checkpoints and callback and then training the model\n",
    "# Importing required libraries for defining model structure\n",
    "from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping\n",
    "\n",
    "# Initializing model output directory name\n",
    "modelNameDirectory = 'PlantLeafDiseaseClassifier'\n",
    "\n",
    "# Creating model directory if doest not exists\n",
    "if not os.path.exists(modelNameDirectory):\n",
    "    os.mkdir(modelNameDirectory)\n",
    "\n",
    "# Defining model file name\n",
    "filePath = modelNameDirectory + '/' + 'MobileNetV3_L_BestModel.h5'\n",
    "\n",
    "# Defining model checkpoint for saving best model\n",
    "bestModelCheckpoint = ModelCheckpoint(filePath, monitor='val_loss', verbose=1, save_best_only=True, save_weights_only=False, mode='auto', period=1)\n",
    "\n",
    "# Defining decaying learning rate callback\n",
    "decayLR = ReduceLROnPlateau(monitor='val_loss', factor=0.2, verbose=1, patience=3)\n",
    "\n",
    "# Defining early stopping callback\n",
    "earlystopCheckpoint = EarlyStopping(monitor=\"val_loss\", min_delta=0, patience=9, verbose=1)\n",
    "\n",
    "# Preparing list of all callbacks\n",
    "callbacksList = [bestModelCheckpoint, decayLR, earlystopCheckpoint]\n",
    "\n",
    "# Training the model \n",
    "history = model.fit(train_dataset,\n",
    "                    epochs=initial_epochs,\n",
    "                    callbacks = callbacksList,\n",
    "                    validation_data=validation_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 283
    },
    "id": "-jEL0ZJOng8B",
    "outputId": "49f47685-2665-464e-8ece-376de3e818bd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f113b2110a0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting Graphs\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,4))\n",
    "axes[0].plot(history.history['loss'])   \n",
    "axes[0].plot(history.history['val_loss'])\n",
    "axes[0].legend(['Training Loss','Validation Loss'])\n",
    "\n",
    "axes[1].plot(history.history['accuracy'])    \n",
    "axes[1].plot(history.history['val_accuracy'])\n",
    "axes[1].legend(['Training Accuracy','Validation Accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "w21db6wPJlwM",
    "outputId": "cd77d1bf-2a7b-4baa-913f-dda3cd2e5ca5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f10b681c760>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15,4))\n",
    "axes[0].plot(history.history['precision'])   \n",
    "axes[0].plot(history.history['val_precision'])\n",
    "axes[0].legend(['Training Precison','Validation Precision'])\n",
    "\n",
    "axes[1].plot(history.history['recall'])   \n",
    "axes[1].plot(history.history['val_recall'])\n",
    "axes[1].legend(['Training Recall','Validation Recall'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "1k9MKvQ_LPqJ",
    "outputId": "cf9d22d1-ac03-448e-8c44-141c655dae6d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f10b66fb310>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['f1_score'])   \n",
    "plt.plot(history.history['val_f1_score'])z\n",
    "plt.legend(['Training F1-Score','Validation F1-Score'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading Plantleaf Disease Classifier MobileNetV3 Large Model\n",
    "PDC_mobileNetV3Large = tf.keras.models.load_model(\"MobileNetV3_L_BestModel.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plotting Plantleaf Disease Classifier MobileNetV3 Large Model Architecture\n",
    "keras.utils.vis_utils.pydot = pydotplus\n",
    "plot_model(PDC_mobileNetV3Large, to_file='PDC_mobileNetV3Large.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5/5 [==============================] - 46s 2s/step - loss: 0.0739 - accuracy: 0.9795 - precision: 0.9805 - recall: 0.9785 - f1_score: 0.9669\n",
      "Wall time: 46 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.07391121238470078,\n",
       " 0.9794999957084656,\n",
       " 0.9804609417915344,\n",
       " 0.9785000085830688,\n",
       " 0.966914713382721]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# Evaluating Plantleaf Disease Classifier MobileNetV3 Large Model\n",
    "PDC_mobileNetV3Large.evaluate(test_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading a Single Original Image\n",
    "image = cv2.imread(\"../../PlantVillage/plantvillage dataset/color/Apple___Apple_scab/0a769a71-052a-4f19-a4d8-b0f0cb75541c___FREC_Scab 3165.JPG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 24ms/step\n",
      "Wall time: 61.2 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.02127666, 0.00644257, 0.00268385, 0.02764804, 0.0166176 ,\n",
       "        0.02446201, 0.00872233, 0.00423926, 0.01158242, 0.00545627,\n",
       "        0.02069489, 0.00378508, 0.01402383, 0.00912376, 0.00159501,\n",
       "        0.0454922 , 0.02569291, 0.00170133, 0.01968861, 0.00866837,\n",
       "        0.01127098, 0.00943581, 0.00144154, 0.00115577, 0.42292187,\n",
       "        0.0147724 , 0.00173961, 0.00356003, 0.02823689, 0.03842741,\n",
       "        0.06853084, 0.00766486, 0.02652376, 0.01060032, 0.01662593,\n",
       "        0.05339609, 0.0012663 , 0.00283253]], dtype=float32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# Preprocessing Image\n",
    "preprocessedImage = cv2.cvtColor(ImagePreprocessingPipeline(image), cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# Reshaping Image to feed into model\n",
    "reshapedImage = preprocessedImage.reshape((1,128,128,3))\n",
    "\n",
    "# Predicting\n",
    "PDC_mobileNetV3Large.predict(reshapedImage)"
   ]
  }
 ],
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   "name": "plantleafdisease_MobileNetV3Large.ipynb",
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  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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