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https://issues.apache.org/jira/browse/HADOOP-6014?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12721701#action_12721701
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Amareshwari Sriramadasu commented on HADOOP-6014:
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bq. But it is very hard to draw the inference the other way when you may have a 
run of "bad" jobs that are all expected to fail.
Current blacklisting strategy looks at trackers blacklisted by Successful jobs. 
Also, a TT gets blacklisted onlyif #blacklists for the tracker is 50% above the 
average #blacklists, over the active and potentially faulty trackers

> Improvements to Global Black-listing of TaskTrackers
> ----------------------------------------------------
>
>                 Key: HADOOP-6014
>                 URL: https://issues.apache.org/jira/browse/HADOOP-6014
>             Project: Hadoop Core
>          Issue Type: Improvement
>          Components: mapred
>    Affects Versions: 0.20.0
>            Reporter: Arun C Murthy
>             Fix For: 0.21.0
>
>
> HADOOP-4305 added a global black-list of tasktrackers.
> We saw a scenario on one of our clusters where a few jobs caused a lot of 
> tasktrackers to immediately be blacklisted. This was caused by a specific set 
> of jobs which (same user) whose tasks were shot down the by the TaskTracker 
> for being over the vmem limit of 2G. Each of these jobs had over 600 failures 
> of the same kind. This resulted in each of the users black-listing some 
> tasktrackers, which in itself is wrong since the failures had nothing to do 
> with the node on which the failure occurred (i.e. high memory usage) and 
> shouldn't have had to penalized the tasktracker. We clearly need to start 
> treating system and user failures separately for black-listing etc. A 
> DiskError is fatal and should probably we blacklisted immediately while a 
> task which was 'failed' for using more memory shouldn't count against the 
> tasktracker at all!
> The other problem is that we never configured mapred.max.tracker.blacklists 
> and continue to use the default value of 4. Further more this config should 
> really be a percent of the cluster-size and not a whole number. 

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