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https://issues.apache.org/jira/browse/SPARK-21140?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Sean Owen closed SPARK-21140.
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This should not be reopened, given the state of the discussion. This is an open 
ended question for the mailing list.

> Reduce collect high memory requrements
> --------------------------------------
>
>                 Key: SPARK-21140
>                 URL: https://issues.apache.org/jira/browse/SPARK-21140
>             Project: Spark
>          Issue Type: Improvement
>          Components: Input/Output
>    Affects Versions: 2.1.1
>         Environment: Linux Debian 8 using hadoop 2.7.2.
>            Reporter: michael procopio
>
> I wrote a very simple Scala application which used flatMap to create an RDD 
> containing a 512 mb partition of 256 byte arrays.  Experimentally, I 
> determined that spark.executor.memory had to be set at 3 gb in order to 
> colledt the data.  This seems extremely high.



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