import random import os.path from swapae.data.base_dataset import BaseDataset from swapae.data.lmdb_dataset import LMDBDataset import swapae.util class UnalignedLMDBDataset(BaseDataset): def __init__(self, opt): super().__init__(opt) self.dir_A = os.path.join(opt.dataroot, opt.phase + 'A') # create a path '/path/to/data/trainA' self.dir_B = os.path.join(opt.dataroot, opt.phase + 'B') # create a path '/path/to/data/trainB' self.dataset_A = LMDBDataset(util.copyconf(opt, dataroot=self.dir_A)) self.dataset_B = LMDBDataset(util.copyconf(opt, dataroot=self.dir_B)) self.B_indices = list(range(len(self.dataset_B))) def __len__(self): return max(len(self.dataset_A), len(self.dataset_B)) def __getitem__(self, index): if index == 0 and self.opt.isTrain: random.shuffle(self.B_indices) result = self.dataset_A.__getitem__(index % len(self.dataset_A)) B_index = self.B_indices[index % len(self.dataset_B)] B_result = self.dataset_B.__getitem__(B_index) result["real_B"] = B_result["real_A"] result["path_B"] = B_result["path_A"] return result