0Ph^ dZddlZddlmZmZddlmZmZddlm Z m Z m Z m Z ddl mZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZm Z ddl!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'ej(rdd l)m*Z*m+Z+gd Z,d Z-dS) zOTools for model selection, such as cross validation and hyper-parameter tuning.N)FixedThresholdClassifierTunedThresholdClassifierCV)LearningCurveDisplayValidationCurveDisplay) GridSearchCV ParameterGridParameterSamplerRandomizedSearchCV)BaseCrossValidatorBaseShuffleSplit GroupKFoldGroupShuffleSplitKFoldLeaveOneGroupOut LeaveOneOutLeavePGroupsOut LeavePOutPredefinedSplit RepeatedKFoldRepeatedStratifiedKFold ShuffleSplitStratifiedGroupKFoldStratifiedKFoldStratifiedShuffleSplitTimeSeriesSplitcheck_cvtrain_test_split)cross_val_predictcross_val_scorecross_validatelearning_curvepermutation_test_scorevalidation_curve)HalvingGridSearchCVHalvingRandomSearchCV)!r r rrrrrrrrrrrr r rr rrrrrrrrr r!r"rr#rr$rcb|dvrt|dtdtd|)N>r%r&z is experimental and the API might change without any deprecation cycle. To use it, you need to explicitly import enable_halving_search_cv: from sklearn.experimental import enable_halving_search_cvzmodule z has no attribute ) ImportErrorAttributeError__name__)names `/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/sklearn/model_selection/__init__.py __getattr__r-[sV ??? H H H   E8EEtEE F FF).__doc__typing_classification_thresholdrr_plotrr_searchrr r r _splitr r rrrrrrrrrrrrrrrrr _validationrr r!r"r#r$ TYPE_CHECKING_search_successive_halvingr%r&__all__r-r.r,r:sUU  @???????VVVVVVVVVVVV*  " " " LGGGGGr.