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https://issues.apache.org/jira/browse/HADOOP-4305?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12645718#action_12645718
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Amareshwari Sriramadasu commented on HADOOP-4305:
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bq. Runping's proposal can be encompassed into Amareshwari's proposal 
too.....reflect the state of the TT (how many jobs was it running 
simultaneously) by incrementing the blacklist counter with an appropriate 
weight.

I think you meant how many tasks the tracker was running simultaneously at the 
time of failure. But, in steady state all the slots of the tracker will be 
occupied. then, the blacklist weight would be same for all the trackers.

bq. The tracker is blacklisted across all jobs if #blacklists is X% above the 
average #blacklists, over all the trackers.
Here, The average value may be very skewed, since very few trackers would be 
faulty.  (In my previous example, it should be X=2500%)
To avoid skewness, the tracker can be blacklisted across all jobs if
1. #blacklists is greater than *mapred.max.tasktracker.blacklists*  and
2. #blacklists is 50% above the average #blacklists, over all the trackers.



> repeatedly blacklisted tasktrackers should get declared dead
> ------------------------------------------------------------
>
>                 Key: HADOOP-4305
>                 URL: https://issues.apache.org/jira/browse/HADOOP-4305
>             Project: Hadoop Core
>          Issue Type: Improvement
>          Components: mapred
>            Reporter: Christian Kunz
>            Assignee: Amareshwari Sriramadasu
>             Fix For: 0.20.0
>
>
> When running a batch of jobs it often happens that the same tasktrackers are 
> blacklisted again and again. This can slow job execution considerably, in 
> particular, when tasks fail because of timeout.
> It would make sense to no longer assign any tasks to such tasktrackers and to 
> declare them dead.

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