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Posted to common-issues@hadoop.apache.org by "Subru Krishnan (JIRA)" <ji...@apache.org> on 2017/11/06 20:26:00 UTC
[jira] [Updated] (HADOOP-14840) Tool to estimate resource
requirements of an application pipeline based on prior executions
[ https://issues.apache.org/jira/browse/HADOOP-14840?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Subru Krishnan updated HADOOP-14840:
------------------------------------
Priority: Major (was: Blocker)
> Tool to estimate resource requirements of an application pipeline based on prior executions
> -------------------------------------------------------------------------------------------
>
> Key: HADOOP-14840
> URL: https://issues.apache.org/jira/browse/HADOOP-14840
> Project: Hadoop Common
> Issue Type: New Feature
> Components: tools
> Reporter: Subru Krishnan
> Assignee: Rui Li
> Fix For: 2.9.0, 3.0.0, 3.1.0
>
> Attachments: HADOOP-14840-branch-2-v4.patch, HADOOP-14840-v1.patch, HADOOP-14840-v2.patch, HADOOP-14840-v3.patch, HADOOP-14840-v4.patch, ResourceEstimator-design-v1.pdf
>
>
> We have been working on providing SLAs for job execution on Hadoop. At high level this involves 2 parts: deriving the resource requirements of a job and guaranteeing the estimated resources at runtime. The {{YARN ReservationSystem}} (YARN-1051/YARN-2572/YARN-5326) enable the latter and in this JIRA, we propose to add a tool to Hadoop to predict the resource requirements of a job based on past executions of the job. The system (aka *Morpheus*) deep dive can be found in our OSDI'16 paper [here|https://www.usenix.org/conference/osdi16/technical-sessions/presentation/jyothi].
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