src/dataset.py

'''
- This file contains definition for a custom dataset class inherits from 
torchvision.datasets.ImageFolder. The only reason why we have to do this is 
because we need to filter out child drawing and fossil image of dinosaurs
using CLIP.
- We will modify the __getitem__ method to return images, labels, and paths.
By doing this, we can utilize DataLoader for batch processing, and clean our
data much faster.
'''


import os
from torchvision.datasets import ImageFolder


class DinoDataset(ImageFolder):
    '''
    Custom dataset class inherits from torch.datasets.ImageFolder
    '''
    
    def __init__(self, root, transform=None):
        super().__init__(root, transform)
        self.paths = [os.path.join(root, p[0]) for p in self.samples]

    def __getitem__(self, idx):
        img, label = super().__getitem__(idx)
        return img, label, self.paths[idx]