load_celebA.py

"""
CelebFaces Attributes (CelebA) Dataset
https://www.kaggle.com/datasets/jessicali9530/celeba-dataset
"""


import os

import torch
from PIL import Image
from torch.utils.data import DataLoader, Dataset
from torchvision import transforms


class CelebADataset(Dataset):

    def __init__(self, root, img_shape=(64, 64)) -> None:
        super().__init__()
        self.root = root
        self.img_shape = img_shape
        self.filenames = sorted(os.listdir(root))

    def __len__(self) -> int:
        return len(self.filenames)

    def __getitem__(self, index: int):
        path = os.path.join(self.root, self.filenames[index])
        img = Image.open(path).convert('RGB')
        pipeline = transforms.Compose([
            transforms.CenterCrop(168),
            transforms.Resize(self.img_shape),
            transforms.ToTensor()
        ])
        return pipeline(img)


def get_dataloader(root='data/celebA/img_align_celeba', **kwargs):
    dataset = CelebADataset(root, **kwargs)
    return DataLoader(dataset, 16, shuffle=True)