:jddlmZddlmZddlmZddlmZddlmZerddl m Z ddl m Z ddl m Z dd lmZej eZGd d Zy ) ) annotations)Any) TYPE_CHECKING)logging) optuna_warn)Sequence)datetime)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_idrs p/home/mcse/projects/srt_converter/srt-converter-venv/lib/python3.12/site-packages/optuna/study/_study_summary.py__init__zStudySummary.__init__9s}%  !3KL L  ##J/D   " ){D PQ Q$$)  ,!c`t|tstS|j|jk(SN) isinstancer NotImplemented__dict__rothers r__eq__zStudySummary.__eq__Vs%%.! !~~..r c`t|tstS|j|jkSr"r#r r$rr&s r__lt__zStudySummary.__lt__\s%%.! !~~//r c`t|tstS|j|jkSr"r*r&s r__le__zStudySummary.__le__bs%%.! !~~00r cft|jdkDr td|jdS)NzDThis attribute is not available during multi-objective optimization.r)lenr RuntimeErrorrs rrzStudySummary.directionhs8 t 1 $V ""r c|jSr")rr2s rrzStudySummary.directionsqsr c: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 FutureWarningrr2s rrzStudySummary.system_attrsus# H   !!!r )rstrrzStudyDirection | NonerzFrozenTrial | Nonerdict[str, Any]rr7rintrzdatetime | Nonerr8rzSequence[StudyDirection] | None)r'rreturnbool)r9r )r9zSequence[StudyDirection])r9r7) __name__ __module__ __qualname____doc__rr(r+r-propertyrrrr rr r s"^7;"")"' " # " % ""(""4":/ 0 1 ##   " "r r N) __future__rtypingrroptunaroptuna._warningsrcollections.abcrr optuna.study._study_directionr optuna.trialr get_loggerr;_loggerr r@r rrJsC" ((!<( '  X &k"k"r