GPU fairness usage
Open
@Binyang2014 is already working on this.
Since Mar 17, 2020.
gpu-utilization
pai-dev
- Dominant language
- JavaScript
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- 554
- Avg merge
- 20h 42m
- Merged PRs (30d)
- 14
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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