Details
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Improvement
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Status: Closed
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Major
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Resolution: Won't Fix
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None
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None
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Description
I think dynamic allocation is almost satisfied on mesos' fine-grained mode, which already offers resources dynamically, and returns automatically when a task is finished. It, however, doesn't have a mechanism on support external shuffle service like yarn's way, which is AuxiliaryService. Because mesos doesn't support AusiliaryService, we think a different way to do this.
- Launching a shuffle service like a spark job on same cluster
- Pros
- Support multi-tenant environment
- Almost same way like yarn
- Cons
- Control long running 'background' job - service - when mesos runs
- Satisfy all slave - or host - to have one shuffle service all the time
- Pros
- Launching jobs within shuffle service
- Pros
- Easy to implement
- Don't consider whether shuffle service exists or not.
- Cons
- exists multiple shuffle services under multi-tenant environment
- Control shuffle service port dynamically on multi-user environment
- Pros
In my opinion, the first one is better idea to support external shuffle service. Please leave comments.
Attachments
Issue Links
- duplicates
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SPARK-4286 Support External Shuffle Service with Mesos integration
- Closed