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webdataset prototype - LoadFilesFromDiskIterableDataset (pytorch#48955)
Summary: Pull Request resolved: pytorch#48955 Test Plan: Imported from OSS Reviewed By: izdeby Differential Revision: D25541393 Pulled By: glaringlee fbshipit-source-id: dea6ad64a7ba40abe45612d99f078b14d1da8bbf
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lixinyu
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Original file line number | Diff line number | Diff line change |
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@@ -1,3 +1,4 @@ | ||
from .listdirfilesdataset import ListDirFilesIterableDataset | ||
from .loadfilesfromdiskdataset import LoadFilesFromDiskIterableDataset | ||
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__all__ = ['ListDirFilesIterableDataset'] | ||
__all__ = ['ListDirFilesIterableDataset', 'LoadFilesFromDiskIterableDataset'] |
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Original file line number | Diff line number | Diff line change |
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from torch.utils.data.dataset import IterableDataset | ||
from torch.utils.data.datasets.common import get_file_binaries_from_pathnames | ||
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from typing import Iterable, Iterator | ||
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class LoadFilesFromDiskIterableDataset(IterableDataset): | ||
r""" :class:`LoadFilesFromDiskIterableDataset`. | ||
IterableDataset to load file binary streams from given pathnames, | ||
yield pathname and binary stream in a tuple. | ||
args: | ||
dataset: Iterable dataset that provides pathnames | ||
length: a nominal length of the dataset | ||
""" | ||
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def __init__( | ||
self, | ||
dataset : Iterable, | ||
length : int = -1): | ||
super().__init__() | ||
self.dataset : Iterable = dataset | ||
self.length : int = length | ||
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def __iter__(self) -> Iterator[tuple] : | ||
yield from get_file_binaries_from_pathnames(self.dataset) | ||
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def __len__(self): | ||
if self.length == -1: | ||
raise NotImplementedError | ||
return self.length |