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chore: refactor searcher operations out of master side searchers (#10024
) Refactors searchers in master to no longer issue operation workloads to trials. This only functionally affects ASHA search algorithms, which are now preemption-based instead of promotion-based. - Removes all `SearcherOperation` APIs. - Removes the non-stopping variant of adaptive ASHA, deprecating the `stop_once` config option. - Removes and deprecates the `max_length` requirement for all experiments. - Introduces `time_metric` and `max_time` as new resource configuration options for ASHA searchers. - Reporting validation metrics now reports to the searcher (only affects ASHA searchers). - Preview HP Search was refactored to estimate training lengths based on ASHA rungs.
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