Add exploration-max-score-picker to address stale scores.#30
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Mohammad-nassar10 wants to merge 4 commits into
Open
Add exploration-max-score-picker to address stale scores.#30Mohammad-nassar10 wants to merge 4 commits into
Mohammad-nassar10 wants to merge 4 commits into
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Signed-off-by: Mohammad Nassar <mohammad.nassar@ibm.com>
Signed-off-by: Mohammad Nassar <mohammad.nassar@ibm.com>
Signed-off-by: Mohammad-nassar10 <79787844+Mohammad-nassar10@users.noreply.github.com>
Signed-off-by: Mohammad Nassar <mohammad.nassar@ibm.com>
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What type of PR is this?
/kind feature
What this PR does / why we need it:
Adds an
exploration-max-score-pickerthat wraps max-score exploitation with controlled exploration. On each request, with probabilityexplorationRatio, it probes a model whose score has been unchanged for longer thanstalenessThresholdinstead of picking the top-scored model.Which issue(s) this PR fixes:
Fixes #18.
Release note (write
NONEif no user-facing change):