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# 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
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