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https://issues.apache.org/jira/browse/SPARK-43526?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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caican updated SPARK-43526:
---------------------------
Description:
Testing with 5TB dataset, the performance of q95 in tpcds deteriorates when
shuffle hash join is enabled and the performance is better when sortMergeJoin
is used.
Performance difference: from 3.9min(sortMergeJoin) to 8.1min(shuffledHashJoin)
1. enable shuffledHashJoin, the execution plan is as follows:
!image-2023-05-16-21-01-53-423.png!
!image-2023-05-16-21-16-37-376.png!
2. disable shuffledHashJoin, the execution plan is as follows:
!image-2023-05-16-21-05-45-361.png!
!image-2023-05-16-21-16-13-128.png!
and When shuffledHashJoin is enabled, gc is very serious.
!image-2023-05-16-21-12-24-618.png!
but sortMergeJoin executes without this problem.
!image-2023-05-16-21-15-21-047.png!
Any suggestions on how to solve it?Thanks!
was:
Testing with 5TB dataset, the performance of q95 in tpcds deteriorates when
shuffle hash join is enabled and the performance is better when sortMergeJoin
is used.
>From 8.1min(shuffledHashJoin) to 3.9min(sortMergeJoin).
enable shuffledHashJoin, the execution plan is as follows:
!image-2023-05-16-21-01-53-423.png!
!image-2023-05-16-21-16-37-376.png!
disable shuffledHashJoin, the execution plan is as follows:
!image-2023-05-16-21-05-45-361.png!
!image-2023-05-16-21-16-13-128.png!
And When shuffledHashJoin is enabled, gc is very serious
!image-2023-05-16-21-12-24-618.png!
But sortMergeJoin executes without this problem
!image-2023-05-16-21-15-21-047.png!
> when shuffle hash join is enabled, q95 performance deteriorates
> ---------------------------------------------------------------
>
> Key: SPARK-43526
> URL: https://issues.apache.org/jira/browse/SPARK-43526
> Project: Spark
> Issue Type: Improvement
> Components: SQL
> Affects Versions: 3.1.2, 3.2.0
> Reporter: caican
> Priority: Major
>
> Testing with 5TB dataset, the performance of q95 in tpcds deteriorates when
> shuffle hash join is enabled and the performance is better when sortMergeJoin
> is used.
>
> Performance difference: from 3.9min(sortMergeJoin) to 8.1min(shuffledHashJoin)
>
> 1. enable shuffledHashJoin, the execution plan is as follows:
> !image-2023-05-16-21-01-53-423.png!
> !image-2023-05-16-21-16-37-376.png!
> 2. disable shuffledHashJoin, the execution plan is as follows:
> !image-2023-05-16-21-05-45-361.png!
> !image-2023-05-16-21-16-13-128.png!
>
> and When shuffledHashJoin is enabled, gc is very serious.
> !image-2023-05-16-21-12-24-618.png!
> but sortMergeJoin executes without this problem.
> !image-2023-05-16-21-15-21-047.png!
>
> Any suggestions on how to solve it?Thanks!
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