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Set suggestion resource requests/limits per run #1976

@dandawg

Description

@dandawg

/kind feature

Describe the solution you'd like
When submitting a katib experiment, I would like to be able to set custom suggestion resource requests/limits values that override the default requests/limits set in the config. At present, the suggestion resources are set in the global config, which applies to all runs.

Anything else you would like to add:
We have many different use-cases for Katib tuning, and some use cases (for example, those with many trials/many params) require more suggestion resources. It would be nice to be able to tweak the suggestion resources on a per-run level, or on a per-namespace level--although I recognize the latter probably requires more work.


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