diff --git "a/train2.ipynb" "b/train2.ipynb" new file mode 100644--- /dev/null +++ "b/train2.ipynb" @@ -0,0 +1,557 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torchvision import datasets, transforms\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "from collections import Counter\n", + "from torch.utils.data import random_split, DataLoader\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torch.optim as optim\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torchvision import datasets, transforms\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "from collections import Counter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define Transformations" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# Define transformations (Resizing and Normalizing)\n", + "transform = transforms.Compose([\n", + " transforms.Resize((128, 128)), # Resize images to 128x128\n", + " transforms.ToTensor(), # Convert images to tensors\n", + " transforms.Normalize((0.5,), (0.5,)) # Normalize between -1 and 1\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "# Load dataset\n", + "data_dir = \"rice_leaf_diseases\"\n", + "dataset = datasets.ImageFolder(root=data_dir, transform=transform)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Split Data" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# Split into Train (70%), Validation (15%), and Test (15%)\n", + "train_size = int(0.7 * len(dataset))\n", + "val_size = int(0.15 * len(dataset))\n", + "test_size = len(dataset) - train_size - val_size\n", + "\n", + "train_data, val_data, test_data = random_split(dataset, [train_size, val_size, test_size])" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "# Get class names from folder structure\n", + "class_names = sorted(os.listdir(data_dir)) # List of class names" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class Names: ['Bacterial leaf blight', 'Brown spot', 'Leaf smut']\n", + "Class Distribution: {'Bacterial leaf blight': 40, 'Brown spot': 40, 'Leaf smut': 40}\n" + ] + } + ], + "source": [ + "# Count images per class\n", + "class_counts = {cls: len(os.listdir(os.path.join(data_dir, cls))) for cls in class_names}\n", + "\n", + "# Print class details\n", + "print(\"Class Names:\", class_names)\n", + "print(\"Class Distribution:\", class_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class Distribution:\n", + "Bacterial leaf blight: 40 images\n", + "Brown spot: 40 images\n", + "Leaf smut: 40 images\n" + ] + } + ], + "source": [ + "# Get class names and count images per class\n", + "class_counts = Counter([dataset.classes[label] for _, label in dataset.imgs])\n", + "print(\"Class Distribution:\")\n", + "for class_name, count in class_counts.items():\n", + " print(f\"{class_name}: {count} images\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# Show sample images\n", + "def show_samples(dataset, num_samples=5):\n", + " fig, axes = plt.subplots(1, num_samples, figsize=(15, 5))\n", + " for i in range(num_samples):\n", + " img, label = dataset[i]\n", + " axes[i].imshow(img.permute(1, 2, 0))\n", + " axes[i].set_title(f\"Class: {dataset.classes[label]}\")\n", + " axes[i].axis(\"off\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.8980392..0.827451].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.88235295..0.8352941].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.99215686..0.85882354].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.99215686..0.8745098].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.99215686..0.92156863].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display sample images\n", + "show_samples(dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "# Create DataLoaders\n", + "batch_size = 32\n", + "train_loader = DataLoader(train_data, batch_size=batch_size, shuffle=True)\n", + "val_loader = DataLoader(val_data, batch_size=batch_size, shuffle=False)\n", + "test_loader = DataLoader(test_data, batch_size=batch_size, shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train: 84, Val: 18, Test: 18\n" + ] + } + ], + "source": [ + "# Check dataset sizes\n", + "print(f\"Train: {len(train_data)}, Val: {len(val_data)}, Test: {len(test_data)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define Model" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RiceDiseaseCNN(\n", + " (conv1): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (conv2): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (conv3): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (bn1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (dropout): Dropout(p=0.4, inplace=False)\n", + " (fc1): Linear(in_features=32768, out_features=512, bias=True)\n", + " (fc2): Linear(in_features=512, out_features=3, bias=True)\n", + ")" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class RiceDiseaseCNN(nn.Module):\n", + " def __init__(self, num_classes):\n", + " super(RiceDiseaseCNN, self).__init__()\n", + "\n", + " # Convolutional Layers\n", + " self.conv1 = nn.Conv2d(3, 32, kernel_size=3, padding=1)\n", + " self.conv2 = nn.Conv2d(32, 64, kernel_size=3, padding=1)\n", + " self.conv3 = nn.Conv2d(64, 128, kernel_size=3, padding=1)\n", + "\n", + " # Batch Normalization\n", + " self.bn1 = nn.BatchNorm2d(32)\n", + " self.bn2 = nn.BatchNorm2d(64)\n", + " self.bn3 = nn.BatchNorm2d(128)\n", + "\n", + " # Pooling & Dropout\n", + " self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n", + " self.dropout = nn.Dropout(0.4)\n", + "\n", + " # Compute flattened size dynamically\n", + " self.flatten_size = self._compute_flatten_size()\n", + "\n", + " # Fully Connected Layers\n", + " self.fc1 = nn.Linear(self.flatten_size, 512)\n", + " self.fc2 = nn.Linear(512, num_classes)\n", + "\n", + " def _compute_flatten_size(self):\n", + " \"\"\"Run a dummy forward pass to determine the correct flatten size.\"\"\"\n", + " with torch.no_grad():\n", + " dummy_input = torch.zeros(1, 3, 128, 128) # Adjust based on actual input size\n", + " x = self.conv_layers(dummy_input)\n", + " return x.view(1, -1).size(1)\n", + "\n", + " def conv_layers(self, x):\n", + " \"\"\"Pass input through convolutional layers with pooling.\"\"\"\n", + " x = self.pool(F.relu(self.bn1(self.conv1(x))))\n", + " x = self.pool(F.relu(self.bn2(self.conv2(x))))\n", + " x = self.pool(F.relu(self.bn3(self.conv3(x))))\n", + " return x\n", + "\n", + " def forward(self, x):\n", + " x = self.conv_layers(x)\n", + " x = x.view(x.size(0), -1) # Flatten\n", + " x = F.relu(self.fc1(x))\n", + " x = self.dropout(x)\n", + " x = self.fc2(x)\n", + " return x\n", + "\n", + "# Define model\n", + "num_classes = len(dataset.classes)\n", + "model = RiceDiseaseCNN(num_classes)\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "model.to(device)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train Model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch [1/10], Loss: 0.5383, Val Accuracy: 72.22%\n", + "Epoch [2/10], Loss: 0.4460, Val Accuracy: 72.22%\n", + "Epoch [3/10], Loss: 0.3237, Val Accuracy: 72.22%\n", + "Epoch [4/10], Loss: 0.2374, Val Accuracy: 77.78%\n", + "Epoch [5/10], Loss: 0.4701, Val Accuracy: 72.22%\n", + "Epoch [6/10], Loss: 0.3103, Val Accuracy: 72.22%\n", + "Epoch [7/10], Loss: 0.2437, Val Accuracy: 72.22%\n", + "Epoch [8/10], Loss: 0.3485, Val Accuracy: 72.22%\n", + "Epoch [9/10], Loss: 0.1433, Val Accuracy: 72.22%\n", + "Epoch [10/10], Loss: 0.1440, Val Accuracy: 72.22%\n" + ] + } + ], + "source": [ + "train_losses = []\n", + "val_accuracies = []\n", + "\n", + "num_epochs = 10\n", + "for epoch in range(num_epochs):\n", + " model.train()\n", + " running_loss = 0.0\n", + "\n", + " for images, labels in train_loader:\n", + " images, labels = images.to(device), labels.to(device)\n", + "\n", + " optimizer.zero_grad()\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " running_loss += loss.item()\n", + "\n", + " # Calculate validation accuracy\n", + " model.eval()\n", + " correct, total = 0, 0\n", + " with torch.no_grad():\n", + " for images, labels in val_loader:\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + "\n", + " val_accuracy = 100 * correct / total\n", + " train_losses.append(running_loss / len(train_loader))\n", + " val_accuracies.append(val_accuracy)\n", + "\n", + " print(f\"Epoch [{epoch+1}/{num_epochs}], Loss: {running_loss/len(train_loader):.4f}, Val Accuracy: {val_accuracy:.2f}%\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.plot(range(1, num_epochs + 1), train_losses, marker='o', linestyle='-', color='blue')\n", + "plt.xlabel(\"Epochs\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.title(\"Training Loss Curve\")\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.plot(range(1, num_epochs + 1), val_accuracies, marker='s', linestyle='-', color='green')\n", + "plt.xlabel(\"Epochs\")\n", + "plt.ylabel(\"Validation Accuracy (%)\")\n", + "plt.title(\"Validation Accuracy Over Time\")\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", + "\n", + "# Get model predictions on test data\n", + "all_preds = []\n", + "all_labels = []\n", + "\n", + "model.eval()\n", + "with torch.no_grad():\n", + " for images, labels in test_loader:\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + "\n", + " all_preds.extend(predicted.cpu().numpy())\n", + " all_labels.extend(labels.cpu().numpy())\n", + "\n", + "# Compute Confusion Matrix\n", + "cm = confusion_matrix(all_labels, all_preds)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=dataset.classes)\n", + "\n", + "# Plot\n", + "plt.figure(figsize=(6, 6))\n", + "disp.plot(cmap=\"Blues\", values_format='d')\n", + "plt.title(\"Confusion Matrix\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + "Bacterial leaf blight 0.90 1.00 0.95 9\n", + " Brown spot 1.00 1.00 1.00 5\n", + " Leaf smut 1.00 0.75 0.86 4\n", + "\n", + " accuracy 0.94 18\n", + " macro avg 0.97 0.92 0.93 18\n", + " weighted avg 0.95 0.94 0.94 18\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "\n", + "print(classification_report(all_labels, all_preds, target_names=dataset.classes))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model saved to rice_disease_cnn.pth\n" + ] + } + ], + "source": [ + "model_path = \"rice_disease_cnn.pth\" # Save model as a .pth file\n", + "torch.save(model.state_dict(), model_path)\n", + "\n", + "print(f\"Model saved to {model_path}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}