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[Data] Update map_groups implementation to better handle large outputs #44862

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merged 2 commits into from
Apr 19, 2024

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@bveeramani bveeramani commented Apr 19, 2024

Why are these changes needed?

Each input block can contain several distinct groups. Currently, map_groups combines all of the outputs for these groups into a single output block. If each group output is large, this implementation can cause Arrow errors due to excessively large output blocks.

Related issue number

Fixes #44861

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  • I've signed off every commit(by using the -s flag, i.e., git commit -s) in this PR.
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  • I've included any doc changes needed for https://docs.ray.io/en/master/.
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      method in Tune, I've added it in doc/source/tune/api/ under the
      corresponding .rst file.
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    • This PR is not tested :(

Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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LG other than one comment.

python/ray/data/grouped_data.py Show resolved Hide resolved
@bveeramani bveeramani merged commit 0edfee2 into ray-project:master Apr 19, 2024
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ryanaoleary pushed a commit to ryanaoleary/ray that referenced this pull request Jun 7, 2024
…uts (ray-project#44862)

Each input block can contain several distinct groups. Currently, map_groups combines all of the outputs for these groups into a single output block. If each group output is large, this implementation can cause Arrow errors due to excessively large output blocks.

---------

Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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[Data] ArrowInvalid: offset overflow when calling Dataset.map_groups()
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