# Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. # # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. from typing import Any, Tuple from torchvision.datasets import VisionDataset from .decoders import TargetDecoder, ImageDataDecoder class ExtendedVisionDataset(VisionDataset): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) # type: ignore def get_image_data(self, index: int) -> bytes: raise NotImplementedError def get_target(self, index: int) -> Any: raise NotImplementedError def __getitem__(self, index: int) -> Tuple[Any, Any]: try: image_data = self.get_image_data(index) image = ImageDataDecoder(image_data).decode() except Exception as e: raise RuntimeError(f"can not read image for sample {index}") from e target = self.get_target(index) target = TargetDecoder(target).decode() if self.transforms is not None: image, target = self.transforms(image, target) return image, target def __len__(self) -> int: raise NotImplementedError