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Add repeat method to datasets #7198

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merged 11 commits into from
Feb 5, 2025

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alex-hh
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@alex-hh alex-hh commented Oct 4, 2024

Following up on discussion in #6623 and #7198 I thought this would be pretty useful for my case so had a go at implementing.

My main motivation is to be able to call iterable_dataset.repeat(None).take(samples_per_epoch) to safely avoid timeout issues in a distributed training setting. This would provide a straightforward workaround for several open issues related to this situation: #6437, #6594, #6623, #6719.

@lhoestq let me know if this looks on the right track!

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alex-hh commented Jan 28, 2025

@lhoestq does this look reasonable?

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Great ! It looks good overall, I added minor suggestions :)

Feel free to add a test for the map-style and iterable case and we can merge imo

src/datasets/arrow_dataset.py Outdated Show resolved Hide resolved
src/datasets/iterable_dataset.py Outdated Show resolved Hide resolved
src/datasets/iterable_dataset.py Outdated Show resolved Hide resolved
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alex-hh commented Jan 29, 2025

updated and added test cases!

@alex-hh alex-hh requested a review from lhoestq January 29, 2025 22:14
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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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LGTM ! Took the liberty to fix the CI :)

also fixed a minor typo and added the function to the docs

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alex-hh commented Feb 5, 2025

thanks for the fixes!

@lhoestq lhoestq merged commit 3a4e74a into huggingface:main Feb 5, 2025
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3 participants