[tune] De-clutter log outputs in trial runner #24257
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Why are these changes needed?
There are currently some debug logs left logging to INFO scope. This PR demotes them to DEBUG and cleans up the messages.
Related issue number
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scripts/format.shto lint the changes in this PR.