Birchlabs commited on
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4ee9416
1 Parent(s): c4ffee4

sure hope this works

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  1. my_webdataset.py +58 -0
my_webdataset.py ADDED
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+ import datasets
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+ import tarfile
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+ from datasets import Features, Value
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+ from datasets.download.download_manager import DownloadManager
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+ from typing import List, NamedTuple, TypedDict, Generator
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+ from PIL import Image
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+
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+ Example = TypedDict('Example', {
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+ 'index': int,
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+ 'tar': str,
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+ 'tar_path': str,
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+ 'img': Image.Image,
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+ })
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+
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+ class KeyedExample(NamedTuple):
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+ key: int
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+ example: Example
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+
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+ tar_count = 2
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+ files = [f'./{ix:05d}.tar' for ix in range(tar_count)]
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+
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+ class MyWebdataset(datasets.GeneratorBasedBuilder):
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+ VERSION = '1.0.0'
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+
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+ def _info(self) -> datasets.DatasetInfo:
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+ print(__file__)
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+ return datasets.DatasetInfo(
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+ description="My webdataset",
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+ features=Features({
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+ 'index': Value('uint32'),
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+ 'tar': Value('string'),
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+ 'tar_path': Value('string'),
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+ 'img': datasets.Image(),
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+ }),
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+ )
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+
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+ def _split_generators(self, dl_manager: DownloadManager) -> List[datasets.SplitGenerator]:
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={"filepaths": dl_manager.download(files)},
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+ )
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+ ]
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+
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+ def _generate_examples(self, filepaths: List[str]) -> Generator[KeyedExample, None, None]:
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+ index = 0
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+ for filepath in filepaths:
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+ with tarfile.open(filepath, "r:") as tar:
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+ for member in tar.getmembers():
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+ with tar.extractfile(member.name) as f:
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+ pil: Image.Image = Image.open(f)
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+ yield KeyedExample(index, Example(
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+ index=index,
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+ tar=filepath,
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+ tar_path=member.path,
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+ img=pil,
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+ ))
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+ index += 1