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StreamingDataset: Cleanup chunks right away if the dataset doesn't fit within the cache #19168

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merged 21 commits into from
Dec 18, 2023

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tchaton
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@tchaton tchaton commented Dec 15, 2023

What does this PR do?

This PR changes the eviction strategy in the following ways:

  • if the dataset is larger than the cache size, delete the chunks when it is used.
  • if the dataset is smaller than the cache size, the chunks won't get deleted.

Fixes #<issue_number>

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📚 Documentation preview 📚: https://pytorch-lightning--19168.org.readthedocs.build/en/19168/

cc @Borda

@github-actions github-actions bot added the data (external) litdata package label Dec 15, 2023
@tchaton tchaton marked this pull request as ready for review December 18, 2023 18:45
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github-actions bot commented Dec 18, 2023

⚡ Required checks status: All passing 🟢

Groups summary

🟢 lightning_data: CPU workflow
Check ID Status
data-cpu (macOS-11, lightning, 3.10, 2.1) success
data-cpu (ubuntu-20.04, lightning, 3.10, 2.1) success
data-cpu (windows-2022, lightning, 3.10, 2.1) success

These checks are required after the changes to src/lightning/data/streaming/config.py, src/lightning/data/streaming/downloader.py, src/lightning/data/streaming/item_loader.py, src/lightning/data/streaming/reader.py, tests/tests_data/streaming/test_reader.py.

🟢 mypy
Check ID Status
mypy success

These checks are required after the changes to src/lightning/data/streaming/config.py, src/lightning/data/streaming/downloader.py, src/lightning/data/streaming/item_loader.py, src/lightning/data/streaming/reader.py.

🟢 install
Check ID Status
install-pkg (ubuntu-22.04, app, 3.8) success
install-pkg (ubuntu-22.04, app, 3.11) success
install-pkg (ubuntu-22.04, fabric, 3.8) success
install-pkg (ubuntu-22.04, fabric, 3.11) success
install-pkg (ubuntu-22.04, pytorch, 3.8) success
install-pkg (ubuntu-22.04, pytorch, 3.11) success
install-pkg (ubuntu-22.04, lightning, 3.8) success
install-pkg (ubuntu-22.04, lightning, 3.11) success
install-pkg (ubuntu-22.04, notset, 3.8) success
install-pkg (ubuntu-22.04, notset, 3.11) success
install-pkg (macOS-12, app, 3.8) success
install-pkg (macOS-12, app, 3.11) success
install-pkg (macOS-12, fabric, 3.8) success
install-pkg (macOS-12, fabric, 3.11) success
install-pkg (macOS-12, pytorch, 3.8) success
install-pkg (macOS-12, pytorch, 3.11) success
install-pkg (macOS-12, lightning, 3.8) success
install-pkg (macOS-12, lightning, 3.11) success
install-pkg (macOS-12, notset, 3.8) success
install-pkg (macOS-12, notset, 3.11) success
install-pkg (windows-2022, app, 3.8) success
install-pkg (windows-2022, app, 3.11) success
install-pkg (windows-2022, fabric, 3.8) success
install-pkg (windows-2022, fabric, 3.11) success
install-pkg (windows-2022, pytorch, 3.8) success
install-pkg (windows-2022, pytorch, 3.11) success
install-pkg (windows-2022, lightning, 3.8) success
install-pkg (windows-2022, lightning, 3.11) success
install-pkg (windows-2022, notset, 3.8) success
install-pkg (windows-2022, notset, 3.11) success

These checks are required after the changes to src/lightning/data/streaming/config.py, src/lightning/data/streaming/downloader.py, src/lightning/data/streaming/item_loader.py, src/lightning/data/streaming/reader.py.


Thank you for your contribution! 💜

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@tchaton tchaton changed the title Debug lightning data StreamingDataset: Cleanup chunks right away if the dataset doesn't fit within the cache Dec 18, 2023
src/lightning/data/streaming/reader.py Outdated Show resolved Hide resolved
src/lightning/data/streaming/reader.py Outdated Show resolved Hide resolved
src/lightning/data/streaming/reader.py Show resolved Hide resolved
src/lightning/data/streaming/downloader.py Outdated Show resolved Hide resolved
src/lightning/data/streaming/constants.py Outdated Show resolved Hide resolved
@tchaton tchaton requested a review from awaelchli December 18, 2023 19:28
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src/lightning/data/streaming/reader.py Outdated Show resolved Hide resolved
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LGTM!

@mergify mergify bot added the ready PRs ready to be merged label Dec 18, 2023
@tchaton tchaton merged commit 0a5cca6 into master Dec 18, 2023
57 checks passed
@tchaton tchaton deleted the debug-lightning-data branch December 18, 2023 23:01
@awaelchli awaelchli added this to the 2.1.x milestone Dec 19, 2023
Borda pushed a commit that referenced this pull request Dec 19, 2023
…t within the cache (#19168)

Co-authored-by: Adrian Wälchli <[email protected]>
Co-authored-by: thomas <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
(cherry picked from commit 0a5cca6)
lantiga pushed a commit that referenced this pull request Dec 20, 2023
…t within the cache (#19168)

Co-authored-by: Adrian Wälchli <[email protected]>
Co-authored-by: thomas <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
(cherry picked from commit 0a5cca6)
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3 participants