swapae/data/imagefolder_dataset.py

import random
from swapae.data.base_dataset import BaseDataset, get_transform
from swapae.data.image_folder import make_dataset
from PIL import Image


class ImageFolderDataset(BaseDataset):
    def __init__(self, opt):
        BaseDataset.__init__(self, opt)
        self.dir_A = opt.dataroot

        self.A_paths = sorted(make_dataset(self.dir_A))
        self.A_size = len(self.A_paths)
        self.transform_A = get_transform(self.opt, grayscale=False)

    def __getitem__(self, index):
        A_path = self.A_paths[index % self.A_size]
        return self.getitem_by_path(A_path)

    def getitem_by_path(self, A_path):
        try:
            A_img = Image.open(A_path).convert('RGB')
        except OSError as err:
            print(err)
            return self.__getitem__(random.randint(0, len(self) - 1))

        # apply image transformation
        A = self.transform_A(A_img)

        return {'real_A': A, 'path_A': A_path}

    def __len__(self):
        return self.A_size