microsoft / microsoft/pai

GPU fairness usage

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#4,266 2 comments 0 reactions 1 assignee View on GitHub

@Binyang2014 is already working on this.

Since Mar 17, 2020.

gpu-utilization pai-dev
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Description

Scenario
There are low utilization jobs which might block others job from submission. We'd like to have a service plugin which can:

  • detect all the jobs' utilization
  • notify users with low utilization in recent few days (default 20% in 5 days, customization)
  • if user has justification for the usage of the job, admin can extend the job lifetime. otherwise the low utilization jobs will be killed automaticaly in 1 day.

Another alternative implementation is: provide a incentive model with bonus tokens to the user, and let the user decide how to spend the gpu hours.

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