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https://issues.apache.org/jira/browse/SPARK-6026?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14338002#comment-14338002
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Aaron Davidson commented on SPARK-6026:
---------------------------------------

Interesting -- what was the setup in which you observed this behavior? Perhaps 
my intuition on the relative performance at small partitions is incorrect.

> Eliminate the bypassMergeThreshold parameter and associated hash-ish shuffle 
> within the Sort shuffle code
> ---------------------------------------------------------------------------------------------------------
>
>                 Key: SPARK-6026
>                 URL: https://issues.apache.org/jira/browse/SPARK-6026
>             Project: Spark
>          Issue Type: Bug
>    Affects Versions: 1.3.0
>            Reporter: Kay Ousterhout
>
> The bypassMergeThreshold parameter (and associated use of a hash-ish shuffle 
> when the number of partitions is less than this) is basically a workaround 
> for SparkSQL, because the fact that the sort-based shuffle stores 
> non-serialized objects is a deal-breaker for SparkSQL, which re-uses objects. 
>  Once the sort-based shuffle is changed to store serialized objects, we 
> should never be secretly doing hash-ish shuffle even when the user has 
> specified to use sort-based shuffle (because of its otherwise worse 
> performance).
> [~rxin][~adav], masters of shuffle, it would be helpful to get agreement from 
> you on this proposal (and also a sanity check that I've correctly 
> characterized the issue).



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