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https://issues.apache.org/jira/browse/HADOOP-2141?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12566194#action_12566194
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Joydeep Sen Sarma commented on HADOOP-2141:
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just wanted to leave behind some recent experiences. we have started running 
with gap=0.9 and only turned on spec. for maps. this is working out pretty 
well. i see very few spec. tasks - but they do show up when things are stuck - 
which is exactly what we want.

the only remaining flaw is that hasSpeculative() should not be using 'progress' 
- but rather 'progress/running time'. the rationale is that a late task is 
always going to have low progress (even after the lag time) - so what matters 
is progress made relative to the run-time. if on average tasks require 5 
minutes to make 20% progress then making 5% progress in 1 minute is perfectly 
fine (but today may cause spec. execution even for our conservative setting).

> speculative execution start up condition based on completion time
> -----------------------------------------------------------------
>
>                 Key: HADOOP-2141
>                 URL: https://issues.apache.org/jira/browse/HADOOP-2141
>             Project: Hadoop Core
>          Issue Type: Improvement
>          Components: mapred
>    Affects Versions: 0.15.0
>            Reporter: Koji Noguchi
>            Assignee: Arun C Murthy
>             Fix For: 0.17.0
>
>
> We had one job with speculative execution hang.
> 4 reduce tasks were stuck with 95% completion because of a bad disk. 
> Devaraj pointed out 
> bq . One of the conditions that must be met for launching a speculative 
> instance of a task is that it must be at least 20% behind the average 
> progress, and this is not true here.
> It would be nice if speculative execution also starts up when tasks stop 
> making progress.
> Devaraj suggested 
> bq. Maybe, we should introduce a condition for average completion time for 
> tasks in the speculative execution check. 

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