{"added":"2026-07-14T23:28:50-04:00","apiVersion":1,"behindSince":null,"buildDepends":["devel/py-wheel"],"categories":["ai"],"comment":"Hyperparameter optimization framework","compare":null,"dependentCount":null,"description":"Optuna is an automatic hyperparameter optimization software framework,\nparticularly designed for machine learning. It features an imperative,\ndefine-by-run style user API. Thanks to our define-by-run API, the code written\nwith Optuna enjoys high modularity, and the user of Optuna can dynamically\nconstruct the search spaces for the hyperparameters.","flavors":[],"html":"https://daemonports.org/midnightbsd/ai/py-optuna/","kind":"port","lastUpdate":"2026-07-14T23:28:50-04:00","license":["mit"],"maintainer":"ports@MidnightBSD.org","name":"${PYTHON_PKGNAMEPREFIX}optuna","newest":false,"newestVersion":null,"noVulnData":true,"origin":"ai/py-optuna","otherSystems":[],"packages":null,"pkgName":"${PYTHON_PKGNAMEPREFIX}optuna-4.7.0_2","related":null,"repository":"mports","requiredBy":["ai/py-transformers"],"requiredByCount":1,"runDepends":["databases/py-alembic","databases/py-sqlalchemy20","devel/py-colorlog","devel/py-packaging","devel/py-pyyaml","math/py-numpy","misc/py-tqdm"],"status":null,"system":"midnightbsd","systemLabel":"MidnightBSD","version":"4.7.0_2","versions":[{"commit":"b807d69740d814e9a9f67fedd06769996bcc27ea","date":"2026-07-14","version":"4.7.0"}],"vulnerabilities":null,"www":"https://optuna.org/"}
