optuna

Definition

Optuna is an open-source Python library for hyper-parameter optimisation, developed at Preferred Networks. Its define-by-run API lets you declare the search space inside the objective function as it executes, so conditional spaces — tune this value only if that branch was taken — are natural to express. Samplers and pruners are pluggable, so the search strategy and the early-stopping rule can be swapped independently.