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https://issues.apache.org/jira/browse/SPARK-13723?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15218348#comment-15218348
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Ryan Blue commented on SPARK-13723:
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I agree with this suggestion. The problem with leaving the current behavior is
that the two settings are used completely separately: dynamic allocation by
cluster admins and num-executors by users. We've seen in practice that users
don't understand using num-executors and that the warning is buried in logs and
ignored. I think we should correct this behavior.
> YARN - Change behavior of --num-executors when
> spark.dynamicAllocation.enabled true
> -----------------------------------------------------------------------------------
>
> Key: SPARK-13723
> URL: https://issues.apache.org/jira/browse/SPARK-13723
> Project: Spark
> Issue Type: Improvement
> Components: YARN
> Affects Versions: 2.0.0
> Reporter: Thomas Graves
> Priority: Minor
>
> I think we should change the behavior when --num-executors is specified when
> dynamic allocation is enabled. Currently if --num-executors is specified
> dynamic allocation is disabled and it just uses a static number of executors.
> I would rather see the default behavior changed in the 2.x line. If dynamic
> allocation config is on then num-executors goes to max and initial # of
> executors. I think this would allow users to easily cap their usage and would
> still allow it to free up executors. It would also allow users doing ML start
> out with a # of executors and if they are actually caching the data the
> executors wouldn't be freed up. So you would get very similar behavior to if
> dynamic allocation was off.
> Part of the reason for this is when using a static number if generally wastes
> resources, especially with people doing adhoc things with spark-shell. It
> also has a big affect when people are doing MapReduce/ETL type work loads.
> The problem is that people are used to specifying num-executors so if we turn
> it on by default in a cluster config its just overridden.
> We should also update the spark-submit --help description for --num-executors
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