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https://issues.apache.org/jira/browse/SPARK-8119?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14630380#comment-14630380
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Shay Rojansky commented on SPARK-8119:
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Will this really not be fixed before 1.5? This issue makes Spark 1.4 unusable 
in a Yarn environment where preemption may happen....

> HeartbeatReceiver should not adjust application executor resources
> ------------------------------------------------------------------
>
>                 Key: SPARK-8119
>                 URL: https://issues.apache.org/jira/browse/SPARK-8119
>             Project: Spark
>          Issue Type: Bug
>          Components: Spark Core
>    Affects Versions: 1.4.0
>            Reporter: SaintBacchus
>            Assignee: Andrew Or
>            Priority: Critical
>
> DynamicAllocation will set the total executor to a little number when it 
> wants to kill some executors.
> But in no-DynamicAllocation scenario, Spark will also set the total executor.
> So it will cause such problem: sometimes an executor fails down, there is no 
> more executor which will be pull up by spark.
> === EDIT by andrewor14 ===
> The issue is that the AM forgets about the original number of executors it 
> wants after calling sc.killExecutor. Even if dynamic allocation is not 
> enabled, this is still possible because of heartbeat timeouts.
> I think the problem is that sc.killExecutor is used incorrectly in 
> HeartbeatReceiver. The intention of the method is to permanently adjust the 
> number of executors the application will get. In HeartbeatReceiver, however, 
> this is used as a best-effort mechanism to ensure that the timed out executor 
> is dead.



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