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https://issues.apache.org/jira/browse/SPARK-4352?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14551649#comment-14551649
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Saisai Shao commented on SPARK-4352:
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Hi all, I'd like to take a crack at this, Here is my proposed design doc 
(https://docs.google.com/document/d/1YH6TtZg1Rlcp6wcXpXpqSo3NNLG4O9FajGdmzABh-c8/edit?usp=sharing),
 any comment is greatly appreciated.

> 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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