{"library":"optuna","type":"library","category":null,"description":"Optuna is an automatic hyperparameter optimization framework for machine learning, featuring an imperative, define-by-run style user API that allows for dynamic construction of search spaces. It supports Python 3.9 or newer. The current version is 4.8.0, and it maintains an active development and release cadence, with major versions often introducing significant improvements and deprecating older features after a few releases.","language":"python","status":"active","version":"4.8.0","tags":["hyperparameter-optimization","machine-learning","deep-learning","optimization","HPO","AI"],"install":[{"cmd":"pip install optuna","imports":["import optuna","from optuna import Trial"]}],"homepage":"https://optuna.org/","github":"https://github.com/optuna/optuna","docs":"https://optuna.readthedocs.io","changelog":null,"pypi":"https://pypi.org/project/optuna/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":6.3,"avg_import_s":0.76,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/optuna/compatibility"},"provenance":{"verified_status":"passing","verified_at":"Sun Jun 28","last_verified":"Sun Jun 28","next_check":"Tue Jul 28","install_tag":"verified"}}