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  ã                   óü   • S r SSKrSSKJrJr  SSKJrJr  SSKJ	r	J
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JrJr  SSKJrJrJrJrJrJrJrJrJrJrJrJrJrJrJrJrJrJrJ r   SSK!J"r"J#r#J$r$J%r%J&r&J'r'  \RP                  (       a  SS	K)J*r*J+r+  / S
Qr,S r-g)zOTools for model selection, such as cross validation and hyper-parameter tuning.é    Né   )ÚFixedThresholdClassifierÚTunedThresholdClassifierCV)ÚLearningCurveDisplayÚValidationCurveDisplay)ÚGridSearchCVÚParameterGridÚParameterSamplerÚRandomizedSearchCV)ÚBaseCrossValidatorÚBaseShuffleSplitÚ
GroupKFoldÚGroupShuffleSplitÚKFoldÚLeaveOneGroupOutÚLeaveOneOutÚLeavePGroupsOutÚ	LeavePOutÚPredefinedSplitÚRepeatedKFoldÚRepeatedStratifiedKFoldÚShuffleSplitÚStratifiedGroupKFoldÚStratifiedKFoldÚStratifiedShuffleSplitÚTimeSeriesSplitÚcheck_cvÚtrain_test_split)Úcross_val_predictÚcross_val_scoreÚcross_validateÚlearning_curveÚpermutation_test_scoreÚvalidation_curve)ÚHalvingGridSearchCVÚHalvingRandomSearchCV)!r   r   r   r   r   r   r   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r   r$   c                 óT   • U S;   a  [        U  S35      e[        S[         SU  35      e)N>   r%   r&   zÅ is experimental and the API might change without any deprecation cycle. To use it, you need to explicitly import enable_halving_search_cv:
from sklearn.experimental import enable_halving_search_cvzmodule z has no attribute )ÚImportErrorÚAttributeErrorÚ__name__)Únames    ÚS/var/www/html/venv/lib/python3.13/site-packages/sklearn/model_selection/__init__.pyÚ__getattr__r-   [   sD   € ØÐ?Ó?ÜØˆfð Hð Hó
ð 	
ô ˜7¤8 *Ð,>¸t¸fÐEÓ
FÐFó    ).Ú__doc__ÚtypingÚ_classification_thresholdr   r   Ú_plotr   r   Ú_searchr   r	   r
   r   Ú_splitr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Ú_validationr   r    r!   r"   r#   r$   ÚTYPE_CHECKINGÚ_search_successive_halvingr%   r&   Ú__all__r-   © r.   r,   Ú<module>r:      sd   ðÙ Uó
 ÷÷ @ß VÓ V÷÷ ÷ ÷ ÷ ñ ÷*÷ ð 
××÷ò"€óLGr.   