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https://issues.apache.org/jira/browse/YARN-5983?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Zhankun Tang updated YARN-5983:
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Attachment: YARN-5983_end-to-end_test_report.pdf
Add an end-to-end test report for your reference.
> [Umbrella] Support for FPGA as a Resource in YARN
> -------------------------------------------------
>
> Key: YARN-5983
> URL: https://issues.apache.org/jira/browse/YARN-5983
> Project: Hadoop YARN
> Issue Type: New Feature
> Components: yarn
> Reporter: Zhankun Tang
> Assignee: Zhankun Tang
> Attachments: YARN-5983-Support-FPGA-resource-on-NM-side_v1.pdf,
> YARN-5983-implementation-notes.pdf, YARN-5983_end-to-end_test_report.pdf
>
>
> As various big data workload running on YARN, CPU will no longer scale
> eventually and heterogeneous systems will become more important. ML/DL is a
> rising star in recent years, applications focused on these areas have to
> utilize GPU or FPGA to boost performance. Also, hardware vendors such as
> Intel also invest in such hardware. It is most likely that FPGA will become
> popular in data centers like CPU in the near future.
> So YARN as a resource managing and scheduling system, would be great to
> evolve to support this. This JIRA proposes FPGA to be a first-class citizen.
> The changes roughly includes:
> 1. FPGA resource detection and heartbeat
> 2. Scheduler changes
> 3. FPGA related preparation and isolation before launch container
> We know that YARN-3926 is trying to extend current resource model. But still
> we can leave some FPGA related discussion here
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