diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..8fb4894e907062299da102632131af8d61b02139 --- /dev/null +++ b/README.md @@ -0,0 +1,64 @@ +## Trash Classification CNN Model + +### What is this? + +This project is a convolutional neural network (CNN) model developed for the purpose of classifying different types of trash items. The dataset used for training this model is the RealWaste electronic dataset, which is available on The UCI Machine Learning Repository. The dataset is provided by the Wollongong City Council and is licensed under CC BY 4.0. + +The CNN model in this project utilizes the TinyVGG architecture, a compact version of the popular VGG neural network architecture. The model is trained to classify trash items into the following subcategories: + +- Cardboard +- Food Organics +- Glass +- Metal +- Miscellaneous Trash +- Paper +- Plastic +- Textile Trash +- Vegetation + +In total, there are 9 categories into which the trash items are classified. + +For more details about the CNN architecture used in this project, you can refer to the [CNN Explainer](https://poloclub.github.io/cnn-explainer/) website. + +### Info + +Only 30% of the data from the Real Trash Dataset has been used and divided into an 80%-20% split of Train and Test. + +The Repository contains 7 files: + +1. **data_setup.py**: This file contains functions for setting up the data into datasets using ImageFolder and then turning it into batches using DataLoader. It also returns the names of the classes. + +2. **model_builder.py**: This file contains a class which subclasses nn.Module and replicates the TinyVGG CNN model architecture with a few modifications here and there. + +3. **engine.py**: This file contains three functions: `train_step`, `test_step`, and `train`. The previous two are used to train and test the model, respectively, and the last one integrates both to train the model. + +4. **plotting.py**: This file contains functions to plot metrics like loss and accuracy using `plot_metrics`, and it also has a function `plot_confusion_Matrix` to plot the confusion matrix. + +5. **predict.py**: This file can be run with `--image` and `--model_path` arguments to get the prediction of the model on the specified image path. + +6. **utils.py**: This file contains functions to save the model in a specific folder with a changeable name. + +7. **train.py**: This script uses all the files except `predict.py` and can take argument flags to change hyperparameters. It can be run with the following arguments: + + ``` + python train.py --train_dir TRAIN_DIR --test_dir TEST_DIR --learning_rate LEARNING_RATE --batch_size BATCH_SIZE --num_epochs NUM_EPOCHS + ``` + + Additionally, it is device agnostic, meaning it automatically utilizes available resources regardless of the specific device used. + +Additionally, the repository contains 2 folders: + +- **data**: This stores the data and has subdirectories train and test. + +- **models**: This stores the model saved by utils.py. + +- **samples**: This has 10 pictures, you can use for testing the model using `predict.py`. + + +### What I Learned? + +This project taught me the basics of **Computer Vision** with **PyTorch**, a lot about **Convolutional Neural Networks (CNNs)**, and also taught me how to **model** my project. It also taught me how to write **readable code** and handle **errors**, especially in the `predict.py` file. + +I gained understanding about **classification** and how to implement it with **neural networks** and **deep learning**. While working on this, I learned the basics of **matplotlib** and **mlxtend** and also realized the impact of **data quantity** on results, which led to the decision of using only **30% of the data**. + +I found that the best working **optimizer** with **TinyVGG** was an **Adam Optimizer** with a **learning rate** of **0.001**, trained on **20 epochs** and a **batch size** of **32** with **15** **hidden units**. This resulting in **Train Loss** of _**0.24**_ and **Test Loss** of _**2.17**_, **Train Accuracy** of _**91%**_ and **Test Accuracy** of _**55%**_. diff --git a/confusion_matrix.png b/confusion_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..c78cca16e2e590510f4cdd9f7d7ab6f06ef5a768 Binary files /dev/null and b/confusion_matrix.png differ diff --git a/data/test/Cardboard/Cardboard_100.jpg b/data/test/Cardboard/Cardboard_100.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6ece04c1f5b94b5b6889526dd5fdce91e3dc8321 Binary files /dev/null and b/data/test/Cardboard/Cardboard_100.jpg differ diff --git a/data/test/Cardboard/Cardboard_106.jpg b/data/test/Cardboard/Cardboard_106.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6e041b65e378b40f129ac223fb7c105fd9b56fd1 Binary files /dev/null and b/data/test/Cardboard/Cardboard_106.jpg differ diff --git a/data/test/Cardboard/Cardboard_122.jpg 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100644 index 0000000000000000000000000000000000000000..894310ffd251aa17694884724c25932e530afc04 Binary files /dev/null and b/data/train/Vegetation/Vegetation_95.jpg differ diff --git a/data_setup.py b/data_setup.py new file mode 100644 index 0000000000000000000000000000000000000000..51a7e9ff50a32b9b6c9eea454efd62dd1d920db3 --- /dev/null +++ b/data_setup.py @@ -0,0 +1,50 @@ +""" +Contains functionality for creating PyTorch DataLoaders for +image classification data. +""" +import torch +from torchvision import transforms, datasets +from torch.utils.data import DataLoader +from torchvision.datasets import ImageFolder + +def train_test_dataloader(train_dir: str, + test_dir: str, + transform: transforms.Compose, + batch_size: int): + """Creates training and testing DataLoaders. + + Takes in a training directory and testing directory path and turns + them into PyTorch Datasets using ImageFolder and then into PyTorch DataLoaders. + + Args: + train_dir: Path to training directory. + test_dir: Path to testing directory. + transform: torchvision transforms to perform on training and testing data. + batch_size: Number of samples per batch in each of the DataLoaders. + + Returns: + A tuple of (train_dataloader, test_dataloader, class_names). + Where class_names is a list of the target classes. + Example usage: + train_dataloader, test_dataloader, class_names = \ + = create_dataloaders(train_dir=path/to/train_dir, + test_dir=path/to/test_dir, + transform=some_transform, + batch_size=32) + """ + # use ImageFolder to create the datasets + dataset_train = ImageFolder(root=train_dir, transform=transform) + dataset_test = ImageFolder(root=test_dir, transform=transform) + + # Get the Class Names + class_names = dataset_train.classes + + # Make the DataLoaders + train_dataloader = DataLoader(dataset_train, + batch_size=batch_size, + shuffle=True) + test_dataloader = DataLoader(dataset_test, + batch_size=batch_size, + shuffle=True) + + return train_dataloader, test_dataloader, class_names \ No newline at end of file diff --git a/engine.py b/engine.py new file mode 100644 index 0000000000000000000000000000000000000000..36bfd40638bb1f38e375d1c71413f9b4d2c59982 --- /dev/null +++ b/engine.py @@ -0,0 +1,193 @@ +""" +Contains functions for training and testing a PyTorch model. +""" +import torch + +from tqdm.auto import tqdm +from typing import Dict, List, Tuple + +def train_step(model: torch.nn.Module, + dataloader: torch.utils.data.DataLoader, + loss_fn: torch.nn.Module, + optimizer: torch.optim.Optimizer, + device: torch.device) -> Tuple[float, float]: + """Trains a PyTorch model for a single epoch. + + Turns a target PyTorch model to training mode and then + runs through all of the required training steps (forward + pass, loss calculation, optimizer step). + + Args: + model: A PyTorch model to be trained. + dataloader: A DataLoader instance for the model to be trained on. + loss_fn: A PyTorch loss function to minimize. + optimizer: A PyTorch optimizer to help minimize the loss function. + device: A target device to compute on (e.g. "cuda" or "cpu"). + + Returns: + A tuple of training loss and training accuracy metrics. + In the form (train_loss, train_accuracy). For example: + + (0.1112, 0.8743) + """ + # Put model in train mode + model.train() + + # Setup train loss and train accuracy values + train_loss, train_acc = 0, 0 + + # Loop through data loader data batches + for batch, (X, y) in enumerate(dataloader): + # Send data to target device + X, y = X.to(device), y.to(device) + + # 1. Forward pass + y_pred = model(X) + + # 2. Calculate and accumulate loss + loss = loss_fn(y_pred, y) + train_loss += loss.item() + + # 3. Optimizer zero grad + optimizer.zero_grad() + + # 4. Loss backward + loss.backward() + + # 5. Optimizer step + optimizer.step() + + # Calculate and accumulate accuracy metric across all batches + y_pred_class = torch.argmax(torch.softmax(y_pred, dim=1), dim=1) + train_acc += (y_pred_class == y).sum().item()/len(y_pred) + + # Adjust metrics to get average loss and accuracy per batch + train_loss = train_loss / len(dataloader) + train_acc = train_acc / len(dataloader) + return train_loss, train_acc + +def test_step(model: torch.nn.Module, + dataloader: torch.utils.data.DataLoader, + loss_fn: torch.nn.Module, + device: torch.device) -> Tuple[float, float]: + """Tests a PyTorch model for a single epoch. + + Turns a target PyTorch model to "eval" mode and then performs + a forward pass on a testing dataset. + + Args: + model: A PyTorch model to be tested. + dataloader: A DataLoader instance for the model to be tested on. + loss_fn: A PyTorch loss function to calculate loss on the test data. + device: A target device to compute on (e.g. "cuda" or "cpu"). + + Returns: + A tuple of testing loss and testing accuracy metrics. + In the form (test_loss, test_accuracy). For example: + + (0.0223, 0.8985) + """ + # Put model in eval mode + model.eval() + + # Setup test loss and test accuracy values + test_loss, test_acc = 0, 0 + + # Turn on inference context manager + with torch.inference_mode(): + # Loop through DataLoader batches + for batch, (X, y) in enumerate(dataloader): + # Send data to target device + X, y = X.to(device), y.to(device) + + # 1. Forward pass + test_pred_logits = model(X) + + # 2. Calculate and accumulate loss + loss = loss_fn(test_pred_logits, y) + test_loss += loss.item() + + # Calculate and accumulate accuracy + test_pred_labels = test_pred_logits.argmax(dim=1) + test_acc += ((test_pred_labels == y).sum().item()/len(test_pred_labels)) + + # Adjust metrics to get average loss and accuracy per batch + test_loss = test_loss / len(dataloader) + test_acc = test_acc / len(dataloader) + return test_loss, test_acc + +def train(model: torch.nn.Module, + train_dataloader: torch.utils.data.DataLoader, + test_dataloader: torch.utils.data.DataLoader, + optimizer: torch.optim.Optimizer, + loss_fn: torch.nn.Module, + epochs: int, + device: torch.device) -> Dict[str, List]: + """Trains and tests a PyTorch model. + + Passes a target PyTorch models through train_step() and test_step() + functions for a number of epochs, training and testing the model + in the same epoch loop. + + Calculates, prints and stores evaluation metrics throughout. + + Args: + model: A PyTorch model to be trained and tested. + train_dataloader: A DataLoader instance for the model to be trained on. + test_dataloader: A DataLoader instance for the model to be tested on. + optimizer: A PyTorch optimizer to help minimize the loss function. + loss_fn: A PyTorch loss function to calculate loss on both datasets. + epochs: An integer indicating how many epochs to train for. + device: A target device to compute on (e.g. "cuda" or "cpu"). + + Returns: + A dictionary of training and testing loss as well as training and + testing accuracy metrics. Each metric has a value in a list for + each epoch. + In the form: {train_loss: [...], + train_acc: [...], + test_loss: [...], + test_acc: [...]} + For example if training for epochs=2: + {train_loss: [2.0616, 1.0537], + train_acc: [0.3945, 0.3945], + test_loss: [1.2641, 1.5706], + test_acc: [0.3400, 0.2973]} + """ + # Create empty results dictionary + results = {"train_loss": [], + "train_acc": [], + "test_loss": [], + "test_acc": [] + } + + # Loop through training and testing steps for a number of epochs + for epoch in tqdm(range(epochs)): + train_loss, train_acc = train_step(model=model, + dataloader=train_dataloader, + loss_fn=loss_fn, + optimizer=optimizer, + device=device) + test_loss, test_acc = test_step(model=model, + dataloader=test_dataloader, + loss_fn=loss_fn, + device=device) + + # Print out what's happening + print( + f"Epoch: {epoch+1} | " + f"train_loss: {train_loss:.4f} | " + f"train_acc: {train_acc:.4f} | " + f"test_loss: {test_loss:.4f} | " + f"test_acc: {test_acc:.4f}" + "\n" + ) + + # Update results dictionary + results["train_loss"].append(train_loss) + results["train_acc"].append(train_acc) + results["test_loss"].append(test_loss) + results["test_acc"].append(test_acc) + + # Return the filled results at the end of the epochs + return results \ No newline at end of file diff --git a/model_builder.py b/model_builder.py new file mode 100644 index 0000000000000000000000000000000000000000..eac7779a20ffaeb94a37d48edd8d8b4dea35288a --- /dev/null +++ b/model_builder.py @@ -0,0 +1,47 @@ +""" +Contains PyTorch model code to instantiate a TinyVGG model. +""" +import torch +from torch import nn + + +class TrashClassificationCNNModel(nn.Module): + def __init__(self, input_shape: int, hidden_units: int, output_shape: int): + super().__init__() + self.block_1 = nn.Sequential( + nn.Conv2d(input_shape, hidden_units, + kernel_size=3, + stride=1, + padding=1), + nn.ReLU(), + nn.Conv2d(hidden_units, hidden_units, + kernel_size=3, + stride=1, + padding=1), + nn.ReLU(), + nn.MaxPool2d(kernel_size=2) + ) + self.block_2 = nn.Sequential( + nn.Conv2d(hidden_units, hidden_units, + kernel_size=3, + stride=1, + padding=1), + nn.ReLU(), + nn.Conv2d(hidden_units, hidden_units, + kernel_size=3, + stride=1, + padding=1), + nn.ReLU(), + nn.MaxPool2d(kernel_size=2) + ) + self.classifier = nn.Sequential( + nn.Flatten(), + nn.Linear(in_features=hidden_units*28*28, + out_features=output_shape) + ) + + def forward(self, x): + x = self.block_1(x) + x = self.block_2(x) + x = self.classifier(x) + return x \ No newline at end of file diff --git a/models/Trash_Classification_Model_COLOURED.pth b/models/Trash_Classification_Model_COLOURED.pth new file mode 100644 index 0000000000000000000000000000000000000000..5b1b7b6ae2e7655014e797fa89d1543ab0006c57 --- /dev/null +++ b/models/Trash_Classification_Model_COLOURED.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd73ed00573f3e4d19cd46193cd665f896a6b0576aeafe8e42cf1ddfad688a63 +size 454080 diff --git a/plotting.py b/plotting.py new file mode 100644 index 0000000000000000000000000000000000000000..f15f510bce4e7e32502b691f1407ec2214f5795c --- /dev/null +++ b/plotting.py @@ -0,0 +1,87 @@ +import torch +import numpy as np +import matplotlib.pyplot as plt +from mlxtend.evaluate import confusion_matrix +from mlxtend.plotting import plot_confusion_matrix +import model_builder + +def plot_confusion_Matrix(model_path, dataloader, class_names, device, figsize=(12, 12)): + """ + Generate and plot confusion matrix using mlxtend library from a PyTorch model and DataLoader. + + Args: + model: PyTorch model's path eg(".pth" or ".pt"). + dataloader: DataLoader instance for the dataset. + class_names (list): List of class names. + device: Target device to compute on (e.g., "cuda" or "cpu"). + figsize (tuple): Figure size. + + Returns: + None + """ + + # Load the model + model = model_builder.TrashClassificationCNNModel(input_shape=3, + hidden_units=15, + output_shape=len(class_names) + ) + + model.load_state_dict(torch.load(model_path)) + + model.eval() + y_true = [] + y_pred = [] + + with torch.no_grad(): + for X, y in dataloader: + X = X.to(device) + y_true.extend(y.cpu().numpy()) + y_logit = model(X) + y_pred.extend(torch.argmax(y_logit, dim=1).cpu().numpy()) + + confmat = confusion_matrix(y_target=y_true, y_predicted=y_pred, binary=False) + + # Plot confusion matrix + fig, ax = plot_confusion_matrix(conf_mat=confmat, + class_names=class_names, + figsize=figsize) + + plt.title('Confusion Matrix') + plt.xlabel('Predicted Label') + plt.ylabel('True Label') + plt.show() + +def plot_metrics(metrics): + """ + Plots training and testing loss and accuracy. + + Args: + metrics (dict): A dictionary containing training and testing loss and accuracy. + + Returns: + None + """ + epochs = range(1, len(metrics['train_loss']) + 1) + + # Plot training and testing loss + plt.figure(figsize=(12, 5)) + plt.subplot(1, 2, 1) + plt.plot(epochs, metrics['train_loss'], 'b', label='Training loss') + plt.plot(epochs, metrics['test_loss'], 'r', label='Testing loss') + plt.title('Training and Testing Loss') + plt.xlabel('Epochs') + plt.ylabel('Loss') + plt.legend() + + # Plot training and testing accuracy + plt.subplot(1, 2, 2) + plt.plot(epochs, metrics['train_acc'], 'b', label='Training accuracy') + plt.plot(epochs, metrics['test_acc'], 'r', label='Testing accuracy') + plt.title('Training and Testing Accuracy') + plt.xlabel('Epochs') + plt.ylabel('Accuracy') + plt.legend() + + # Show plot + plt.tight_layout() + plt.show() diff --git a/predict.py b/predict.py new file mode 100644 index 0000000000000000000000000000000000000000..96b56e59a5e665c7249b7ff5d2d43f8cbbcaeeb1 --- /dev/null +++ b/predict.py @@ -0,0 +1,97 @@ +import torch +from torchvision import transforms +from PIL import Image +import model_builder +import matplotlib.pyplot as plt +import argparse + +def predict_image(image_path: str, + model_path: str, + class_names: list): + """ + Predict class label of an image using a pre-trained model and plot the image with predicted class and probability as title. + + Args: + image_path (str): Path to the input image. + model_path (str): Path to the saved PyTorch model. + class_names (list): List of class names. + + Returns: + predicted_class (str): Predicted class label. + probability_percentage (float): Probability percentage of the predicted class. + """ + # Load the image + image = Image.open(image_path).convert('RGB') + + # Define transformations for the image + transform = transforms.Compose([ + transforms.Resize((112, 112)), + transforms.ToTensor() + ]) + + # Preprocess the image + image_tensor = transform(image).unsqueeze(0) + + # Load the model + model = model_builder.TrashClassificationCNNModel(input_shape=3, + hidden_units=15, + output_shape=len(class_names) + ) + + model.load_state_dict(torch.load(model_path)) + model.eval() + + # Make predictions + with torch.inference_mode(): + output = model(image_tensor) + probabilities = torch.softmax(output, dim=1).squeeze().tolist() + predicted_index = torch.argmax(output, 1).item() + probability_percentage = probabilities[predicted_index] * 100 + predicted_class = class_names[predicted_index] + + # Plot the image with predicted class and probability as title + plt.imshow(image_tensor.squeeze().permute(1, 2, 0)) + plt.title(f'Predicted Class: {predicted_class} | Probability: {probability_percentage:.2f}%', fontdict={'family': 'serif', + 'color': 'black', + 'weight': 'normal', + 'size': 16,}) + plt.axis(False) + plt.show() + + return predicted_class, probability_percentage + +# Arguments to be passed while running +parser = argparse.ArgumentParser(description="For Prediction of an Image using a Loaded Model") +parser.add_argument("--image", type=str, default=None, help="Path to the image to make predictions on.") +parser.add_argument("--model_path", type=str, default=None, help="Path to the Trained Models State Dict.") +args = parser.parse_args() + +IMAGE_PATH = args.image +MODEL_PATH = args.model_path + +# Conditionals to check if Image path and Model path are entered +if not IMAGE_PATH: + print("Please Enter Image Path using --image") + raise SystemExit + +if not MODEL_PATH: + print("Please Enter Model PAth using --model_path") + raise SystemExit + +# Handle any errors related to wrong paths +try: + # Run the function + predict_image(image_path=IMAGE_PATH, + model_path=MODEL_PATH, + class_names=['Cardboard', + 'Food Organics', + 'Glass', + 'Metal', + 'Miscellaneous Trash', + 'Paper', + 'Plastic', + 'Textile Trash', + 'Vegetation']) +except Exception as exception: + print("INVALID MODEL_PATH OR INVALID IMAGE PATH") + print(f"\n{exception}") \ No newline at end of file diff --git a/samples/Trash_Classification-Test-Food_Organics.jpg b/samples/Trash_Classification-Test-Food_Organics.jpg new file mode 100644 index 0000000000000000000000000000000000000000..bccf984b2e603c715885a89d5038870af909f3ca Binary files /dev/null and b/samples/Trash_Classification-Test-Food_Organics.jpg differ diff --git a/samples/Trash_Classification-Test-Glass.jpg b/samples/Trash_Classification-Test-Glass.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e6490ec2955adc50fec1d689598506eb33a42df5 Binary files /dev/null and b/samples/Trash_Classification-Test-Glass.jpg differ diff --git a/samples/Trash_Classification-Test-Metal.jpg b/samples/Trash_Classification-Test-Metal.jpg new file mode 100644 index 0000000000000000000000000000000000000000..467dbcd10f20a52550c7d10a1a79995a4f96a33c Binary files /dev/null and b/samples/Trash_Classification-Test-Metal.jpg differ diff --git a/samples/Trash_Classification-Test-Metal2.jpg b/samples/Trash_Classification-Test-Metal2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..491a45e959164ba007375451a5b68aac937c7720 Binary files /dev/null and b/samples/Trash_Classification-Test-Metal2.jpg differ diff --git a/samples/Trash_Classification-Test-Miscellanous-Trash.jpg b/samples/Trash_Classification-Test-Miscellanous-Trash.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3629f6cbda96944ab8d6c58bbc40781f71a9fa2c Binary files /dev/null and b/samples/Trash_Classification-Test-Miscellanous-Trash.jpg differ diff --git a/samples/Trash_Classification-Test-Miscellanous-Trash2.jpg b/samples/Trash_Classification-Test-Miscellanous-Trash2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..570cfd8a85f7f9a1589f1921336e28815681ced5 Binary files /dev/null and b/samples/Trash_Classification-Test-Miscellanous-Trash2.jpg differ diff --git a/samples/Trash_Classification-Test-Paper.jpg b/samples/Trash_Classification-Test-Paper.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3918a40f5ab135d54874840d339faea16309884b Binary files /dev/null and b/samples/Trash_Classification-Test-Paper.jpg differ diff --git a/samples/Trash_Classification-Test-Paper2.jpg b/samples/Trash_Classification-Test-Paper2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..23eda0e5f0b38b1f5ad45d970c36fe764c330726 Binary files /dev/null and b/samples/Trash_Classification-Test-Paper2.jpg differ diff --git a/samples/Trash_Classification-Test-Plastic.jpg b/samples/Trash_Classification-Test-Plastic.jpg new file mode 100644 index 0000000000000000000000000000000000000000..d352985a416d7ddecc43187eb75d5753a3dbc629 Binary files /dev/null and b/samples/Trash_Classification-Test-Plastic.jpg differ diff --git a/samples/Trash_Classification-Test-Vegetation.jpg b/samples/Trash_Classification-Test-Vegetation.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2c5ad9e95dd9f1cdb93d9afbcf36a509e62a55b3 Binary files /dev/null and b/samples/Trash_Classification-Test-Vegetation.jpg differ diff --git a/train.py b/train.py new file mode 100644 index 0000000000000000000000000000000000000000..1f10ebb19e6a93a8694421021c2359a4892ca21d --- /dev/null +++ b/train.py @@ -0,0 +1,87 @@ +import torch +import data_setup, model_builder, engine, utils, plotting + +from torchvision import transforms +import argparse + +# To Avoid Glitches related to CUDA +def set_memory_limit(): + if torch.cuda.is_available(): + try: + torch.tensor([1], device='cuda') # Adjust memory fraction as needed + print(f"Device is GPU/CUDA.") + device = 'cuda' + return device + except: + print("Device is CPU.") + device = 'cpu' + return device + +# Define argument parsing directly +parser = argparse.ArgumentParser(description="Train a model for Classification of types of Trash.") +parser.add_argument("--train_dir", type=str, default="data/train", help="Directory containing training images") +parser.add_argument("--test_dir", type=str, default="data/test", help="Directory containing testing images") +parser.add_argument("--learning_rate", type=float, default=0.001, help="Learning rate for training") +parser.add_argument("--batch_size", type=int, default=32, help="Batch size for training") +parser.add_argument("--num_epochs", type=int, default=20, help="Number of epochs to train for") +args = parser.parse_args() + +# Set Args up in Variables +train_dir = args.train_dir +test_dir = args.test_dir +LEARNING_RATE = args.learning_rate +BATCH_SIZE = args.batch_size +NUM_EPOCHS = args.num_epochs +HIDDEN_UNITS = 15 + +# Data transformation +data_transform = transforms.Compose([ + transforms.Resize((112, 112)), + transforms.ToTensor() +]) + +# Create DataLoaders +train_dataloader, test_dataloader, class_names = data_setup.train_test_dataloader( + train_dir=train_dir, + test_dir=test_dir, + transform=data_transform, + batch_size=BATCH_SIZE +) + +# Model creation +device = set_memory_limit() +model = model_builder.TrashClassificationCNNModel(input_shape=3, + hidden_units=HIDDEN_UNITS, + output_shape=len(class_names) + ).to(device) + +# Loss function and optimizer +loss_fn = torch.nn.CrossEntropyLoss() +optimizer = torch.optim.Adam(model.parameters(), + lr=LEARNING_RATE) + +# Start training +metrics = engine.train(model=model, + train_dataloader=train_dataloader, + test_dataloader=test_dataloader, + optimizer=optimizer, + loss_fn=loss_fn, + epochs=NUM_EPOCHS, + device=device) + +# Save the model +utils.save_model(model=model, + target_dir="models", + model_name="Trash_Classification_Model_COLOURED.pth") + +# Clear CUDA cache +torch.cuda.empty_cache() + +# Plot the Confusion Matrix +plotting.plot_confusion_Matrix(model_path="models\Trash_Classification_Model_COLOURED.pth", + dataloader=test_dataloader, + class_names=class_names, + device=device) + +# Plot the Loss and Accuracy +plotting.plot_metrics(metrics) \ No newline at end of file diff --git a/utils.py b/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..b4d4c913179a7296142037b8cf2a6884ec345746 --- /dev/null +++ b/utils.py @@ -0,0 +1,35 @@ +""" +Contains various utility functions for PyTorch model training and saving. +""" +import torch +from pathlib import Path + +def save_model(model: torch.nn.Module, + target_dir: str, + model_name: str): + """Saves a PyTorch model to a target directory. + + Args: + model: A target PyTorch model to save. + target_dir: A directory for saving the model to. + model_name: A filename for the saved model. Should include + either ".pth" or ".pt" as the file extension. + + Example usage: + save_model(model=model_0, + target_dir="models", + model_name="05_going_modular_tingvgg_model.pth") + """ + # Create target directory + target_dir_path = Path(target_dir) + target_dir_path.mkdir(parents=True, + exist_ok=True) + + # Create model save path + assert model_name.endswith(".pth") or model_name.endswith(".pt"), "model_name should end with '.pt' or '.pth'" + model_save_path = target_dir_path / model_name + + # Save the model state_dict() + print(f"[INFO] Saving model to: {model_save_path}") + torch.save(obj=model.state_dict(), + f=model_save_path) \ No newline at end of file