Add finishing phase to autotuner for config minimization #1319
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Adds a finishing phase that runs after autotuning completes to simplify the found configuration. The phase iteratively resets parameters to their default values, keeping simplifications that don't degrade performance.
This produces cleaner, more minimal configs by removing unnecessary customizations while maintaining the same performance.
run_finishing_phase()method inPopulationBasedSearchConfig.minimize()method to strip default values from configsfinishing_roundsparameter (default: 3) orHELION_AUTOTUNE_FINISHING_ROUNDSenv var