Abstract When running parallel optimization experiments using tabular or surrogate benchmarks, each evaluation must be ordered based on the runtime that each configuration would take in reality. However, the evaluation of tabular or surrogate benchmarks, by design, does not take long. For this reason, the timing of each configuration must be ordered as if we actually evaluated each configuration.
This package provides a simulator that automatically handles this problem by internally managing the order of hyperparameter configuration evaluations.