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https://issues.apache.org/jira/browse/SPARK-4352?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14551667#comment-14551667
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Kevin Cox commented on SPARK-4352:
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I believe the idea of this issue was to determine the locality preferences 
automatically.  Since the RRD should have the required information (where it 
came from) it seems that spark shoukd be able to do this with no API change,

> Incorporate locality preferences in dynamic allocation requests
> ---------------------------------------------------------------
>
>                 Key: SPARK-4352
>                 URL: https://issues.apache.org/jira/browse/SPARK-4352
>             Project: Spark
>          Issue Type: Improvement
>          Components: Spark Core, YARN
>    Affects Versions: 1.2.0
>            Reporter: Sandy Ryza
>            Priority: Critical
>
> Currently, achieving data locality in Spark is difficult unless an 
> application takes resources on every node in the cluster.  
> preferredNodeLocalityData provides a sort of hacky workaround that has been 
> broken since 1.0.
> With dynamic executor allocation, Spark requests executors in response to 
> demand from the application.  When this occurs, it would be useful to look at 
> the pending tasks and communicate their location preferences to the cluster 
> resource manager. 



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