iddlmZddlmZddlZddlmZddlmZddlm Z ddl m Z ddl m Z erdd lmZe j eZGd d Zy) ) annotations)SequenceN)Any) TYPE_CHECKING)logging) optuna_warn)StudyDirection) FrozenTrialceZdZdZdd d dZd dZd dZd dZed dZ edd Z edd Z y) StudySummaryaBasic attributes and aggregated results of a :class:`~optuna.study.Study`. See also :func:`optuna.study.get_all_study_summaries`. Attributes: study_name: Name of the :class:`~optuna.study.Study`. direction: :class:`~optuna.study.StudyDirection` of the :class:`~optuna.study.Study`. .. note:: This attribute is only available during single-objective optimization. directions: A sequence of :class:`~optuna.study.StudyDirection` objects. best_trial: :class:`optuna.trial.FrozenTrial` with best objective value in the :class:`~optuna.study.Study`. user_attrs: Dictionary that contains the attributes of the :class:`~optuna.study.Study` set with :func:`optuna.study.Study.set_user_attr`. system_attrs: Dictionary that contains the attributes of the :class:`~optuna.study.Study` internally set by Optuna. .. warning:: Deprecated in v3.1.0. ``system_attrs`` argument will be removed in the future. The removal of this feature is currently scheduled for v5.0.0, but this schedule is subject to change. See https://github.com/optuna/optuna/releases/tag/v3.1.0. n_trials: The number of trials ran in the :class:`~optuna.study.Study`. datetime_start: Datetime where the :class:`~optuna.study.Study` started. N) directionsc ||_| | td| t| |_n| |g|_n td||_||_||_||_||_||_ y)Nz,Specify one of `direction` and `directions`.z1Specify only one of `direction` and `directions`.) study_name ValueErrorlist _directions best_trial user_attrs _system_attrsn_trialsdatetime_start _study_id) selfr directionrr system_attrsrrstudy_idr s p/Volumes/fast/ai/experiments/voice-extract-mac/.venv/lib/python3.12/site-packages/optuna/study/_study_summary.py__init__zStudySummary.__init__8s}%  !3KL L  ##J/D   " ){D PQ Q$$)  ,!c`t|tstS|j|jk(SN) isinstancer NotImplemented__dict__rothers r__eq__zStudySummary.__eq__Us%%.! !~~..rc`t|tstS|j|jkSr!r"r r#rr%s r__lt__zStudySummary.__lt__[s%%.! !~~//rc`t|tstS|j|jkSr!r)r%s r__le__zStudySummary.__le__as%%.! !~~00rcft|jdkDr td|jdS)NzDThis attribute is not available during multi-objective optimization.r)lenr RuntimeErrorrs rrzStudySummary.directiongs8 t 1 $V ""rc|jSr!)rr1s rr zStudySummary.directionspsrc:tdt|jS)Nz`system_attrs` has been deprecated in v3.1.0. The removal of this feature is currently scheduled for v5.0.0, but this schedule is subject to change. See https://github.com/optuna/optuna/releases/tag/v3.1.0.)r FutureWarningrr1s rrzStudySummary.system_attrsts# H   !!!r)rstrrzStudyDirection | NonerzFrozenTrial | Nonerdict[str, Any]rr6rintrzdatetime.datetime | Nonerr7r zSequence[StudyDirection] | None)r&rreturnbool)r8r )r8zSequence[StudyDirection])r8r6) __name__ __module__ __qualname____doc__rr'r*r,propertyrr rrrr r s"^7;"")"' " # " % ""1""4":/ 0 1 ##   " "rr ) __future__rcollections.abcrdatetimetypingrroptunaroptuna._warningsroptuna.study._study_directionr optuna.trialr get_loggerr:_loggerr r?rrrJsC"$ (8( '  X &k"k"r