sure hope this works
Browse files- my_webdataset.py +58 -0
my_webdataset.py
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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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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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class KeyedExample(NamedTuple):
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key: int
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example: Example
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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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class MyWebdataset(datasets.GeneratorBasedBuilder):
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VERSION = '1.0.0'
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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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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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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
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