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https://issues.apache.org/jira/browse/HADOOP-3412?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12610309#action_12610309
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Matei Zaharia commented on HADOOP-3412:
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The TaskScheduler is not the only user of statistics right now - for example, 
the web interface (JSP pages) also use them. So it makes very little sense to 
put them into the TaskScheduler and then have the JobTracker pass them from the 
TaskScheduler onto other users. If the concern is that the JobTracker class is 
too complicated, then we can move statistics into a separate class, but that 
should be a separate JIRA. For now, what's wrong with leaving them in the 
JobTracker and just providing an API that the TaskScheduler can use to read 
them? It would make this patch simpler, making it easier for it to get tested 
and accepted, and it's also the right thing from a software engineering point 
of view (scheduling has little to do with keeping track of statistics). 
Originally I thought that you'd put stats into the TaskScheduler because it 
needed to do something very complicated with them, but now I think that a 
simple getTaskTrackerStatuses method in the JobTracker would work fine.

> Refactor the scheduler out of the JobTracker
> --------------------------------------------
>
>                 Key: HADOOP-3412
>                 URL: https://issues.apache.org/jira/browse/HADOOP-3412
>             Project: Hadoop Core
>          Issue Type: Improvement
>          Components: mapred
>            Reporter: Brice Arnould
>            Assignee: Brice Arnould
>            Priority: Minor
>             Fix For: 0.19.0
>
>         Attachments: JobScheduler.patch, JobScheduler_v2.patch, 
> JobScheduler_v3.patch, JobScheduler_v3b.patch, JobScheduler_v4.patch, 
> JobScheduler_v5.patch, JobScheduler_v6.1.patch, JobScheduler_v6.2.patch, 
> JobScheduler_v6.3.patch, JobScheduler_v6.4.patch, JobScheduler_v6.patch, 
> JobScheduler_v7.1.patch, JobScheduler_v7.patch, RackAwareJobScheduler.java, 
> SimpleResourceAwareJobScheduler.java
>
>
> First I would like warn you that my proposition is assumed to be very naive. 
> I just hope that reading it won't make you lose time.
> h4. The aim
> It seems to me that improving Hadoop scheduling could be very profitable. 
> But, it is hard to implement and compare schedulers, because the scheduling 
> logic is mixed within the rest of the JobTracker.
> This bug is the first step of an attempt to improve the Hadoop scheduler. It 
> re-implements the current scheduling algorithm in a separate class called 
> JobScheduler. This new class is instantiated in the JobTracker.
> h4. Bug fixed as a side effects
> This patch probably cannot be submited as it is.
> A first difficulty is that it does not have exactly the same behaviour than 
> the current JobTracker. More precisely, it doesn't re-implement things like 
> code that seems to be never called or concurency problems.
> I wrote TOCONFIRM where my proposition differ from the current 
> implementation, so you can find them easily.
> I know that fixing bugs silently is bad. So, independently of what you decide 
> about this patch, I will open issues for bugs that you confirm.
> h4. Other side effects
> Another side effect of this patch is to add documentation about each step of 
> the scheduling. I hope that it will help future improvement by lowering the 
> level required to contribute to the scheduler.
> It also reduces the complexity and the granularity of the JobTracker (making 
> it more parallel).
> h4. The future
> If you feel that this is a step the right direction, I will try to propose a 
> JobSchedulerInterface that many JobSchedulers could implement and to propose 
> alternatives to the current « FifoJobScheduler ».  If some of you have ideas 
> about that please tell ^^ I will also open issues for things marked as FIXME 
> in the patch.

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