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https://issues.apache.org/jira/browse/MAPREDUCE-4366?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13647200#comment-13647200
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Sandy Ryza commented on MAPREDUCE-4366:
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Oof this was a grueling one, but I think I've figured out the problem.  At the 
start of a job, waiting tasks is incremented by the number of tasks, but then 
decremented each time an attempt launches, even if the attempt is speculative.  
Also, waiting tasks was incremented whenever a task failed, even if it was a 
speculative one that failed after a job had completed.  This could cause a 
positive number of waiting tasks to stick around after the job completed.  
Uploading a patch that fully excludes speculative tasks from waiting tasks. 
                
> mapred metrics shows negative count of waiting maps and reduces
> ---------------------------------------------------------------
>
>                 Key: MAPREDUCE-4366
>                 URL: https://issues.apache.org/jira/browse/MAPREDUCE-4366
>             Project: Hadoop Map/Reduce
>          Issue Type: Bug
>          Components: jobtracker
>    Affects Versions: 1.0.2
>            Reporter: Thomas Graves
>            Assignee: Thomas Graves
>
> Negative waiting_maps and waiting_reduces count is observed in the mapred 
> metrics.  MAPREDUCE-1238 partially fixed this but it appears there is still 
> issues as we are seeing it, but not as bad.

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