feat: improve shuffle size estimation [experimental!]#4164
Draft
andygrove wants to merge 1 commit intoapache:mainfrom
Draft
feat: improve shuffle size estimation [experimental!]#4164andygrove wants to merge 1 commit intoapache:mainfrom
andygrove wants to merge 1 commit intoapache:mainfrom
Conversation
…plier Change the default sizeInBytesMultiplier from 1.0 to 2.0 so that out-of-the-box Comet better preserves Spark's join strategy decisions. Add a new config spark.comet.shuffle.sizeInBytesMultiplier.dynamic that, when enabled, computes the multiplier from the shuffle output schema by comparing per-field Arrow columnar widths against UnsafeRow fixed-width costs. This gives a more accurate estimate for schemas where the ratio varies significantly (e.g. narrow bool/byte columns vs wide long columns).
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Which issue does this PR close?
Closes #.
Rationale for this change
Change the default sizeInBytesMultiplier from 1.0 to 2.0 so that out-of-the-box Comet better preserves Spark's join strategy decisions.
Add a new config spark.comet.shuffle.sizeInBytesMultiplier.dynamic that, when enabled, computes the multiplier from the shuffle output schema by comparing per-field Arrow columnar widths against UnsafeRow fixed-width costs. This gives a more accurate estimate for schemas where the ratio varies significantly (e.g. narrow bool/byte columns vs wide long columns).
What changes are included in this PR?
How are these changes tested?