dask / dask/dask-expr

Improve handling of imbalanced or small partitions

Open
#869 3 comments 0 reactions 0 assignees View on GitHub
enhancement
Dominant language
Python
Stars
89
Forks
26
PR merge metrics
No merged PRs in 30d

Description

At the moment, `dask-expr` struggles to deal with imbalanced (https://github.com/coiled/benchmarks/issues/1367#issuecomment-1936080012) or very small (https://github.com/coiled/benchmarks/issues/1381) partitions. We should improve this which likely requires overhauling the Parquet reading to collect better statistics.

Contributor guide

Open the contributing guide

Research direction

Start by examining the Parquet reading path and the two linked benchmark reports about imbalanced and very small partitions. Determine what partition statistics are currently collected and define completion as improved handling of both reported partition cases.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
data-engineering, performance
Issue type
Bug
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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