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https://issues.apache.org/jira/browse/MAPREDUCE-2905?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13092995#comment-13092995
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Jeff Bean commented on MAPREDUCE-2905:
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Example:

5 node cluster, 5 slots per node.

Set assign multiple to true.

Submit a sleep job with 7 mappers.

All 7 mappers are assigned to nodes A and B.

Set assign multiple to false. Bounce job tracker.

Submit a sleep job with 7 mappers. 

7 mappers now spread evenly across cluster.

I should be able to submit 2 sleep jobs, maybe job 1 has 7 mappers, job 2 has 
700 mappers. I want to set assignmultiple on job 2 so that evey node saturates 
quickly, while job 1 has assignmultiple set to false, which means it gets one 
task assigned at a time and therefore spreads out more evently.

> Allow mapred.fairscheduler.assignmultple to be set per job
> ----------------------------------------------------------
>
>                 Key: MAPREDUCE-2905
>                 URL: https://issues.apache.org/jira/browse/MAPREDUCE-2905
>             Project: Hadoop Map/Reduce
>          Issue Type: Improvement
>          Components: contrib/fair-share
>    Affects Versions: 0.20.2
>            Reporter: Jeff Bean
>
> We encountered a situation where in the same cluster, large jobs benefit from 
> mapred.fairscheduler.assignmultiple, but small jobs with small numbers of 
> mappers do not: the mappers all clump to fully occupy just a few nodes, which 
> causes those nodes to saturate and bottleneck. The desired behavior is to 
> spread the job across more nodes so that a relatively small job doesn't 
> saturate any node in the cluster.
> Testing has shown that setting mapred.fairscheduler.assignmultiple to false 
> gives the desired behavior for small jobs, but is unnecessary for large jobs. 
> However, since this is a cluster-wide setting, we can't properly tune.
> It'd be nice if jobs can set a param similar to 
> mapred.fairscheduler.assignmultiple on submission to better control the task 
> distribution of a particular job.

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