]j'"`SrSSKrSSKrSSKJr SSKJr SSKJr 1Skr S Sjr Sr S r S r g) z+Utilities to discover scikit-learn objects.N) import_module) itemgetter)Path>setuptestsconftest externals experimentalestimator_checksc SSKJnJnJnJnJn SSKJn Sn/n[[[5RR5n U"[S9 [R"U /SS9Hupn U RS5n [!S U 55(dS U ;aM6[#U 5n [$R&"U [$R(5nUVVs/sH"unnUR+S 5(aMUU4PM$ nnnUR-U5 M S S S 5 [/U5nUVs/sH&n[1US U5(dMUSS:wdM$UPM( nnUVs/sHnU"US 5(aMUPM nnUb[3U[45(dU/nO [5U5n/nUUUUS.nUR75HVunnX;dM UR9U5 UR-UVs/sHn[1US U5(dMUPM sn5 MX UnU(a[;SU<S35e[=[/U5[?S5S9$s snnf!,(df  GNF=fs snfs snfs snf)aGet a list of all estimators from `sklearn`. This function crawls the module and gets all classes that inherit from BaseEstimator. Classes that are defined in test-modules are not included. Parameters ---------- type_filter : {"classifier", "regressor", "cluster", "transformer"} or list of such str, default=None Which kind of estimators should be returned. If None, no filter is applied and all estimators are returned. Possible values are 'classifier', 'regressor', 'cluster' and 'transformer' to get estimators only of these specific types, or a list of these to get the estimators that fit at least one of the types. Returns ------- estimators : list of tuples List of (name, class), where ``name`` is the class name as string and ``class`` is the actual type of the class. Examples -------- >>> from sklearn.utils.discovery import all_estimators >>> estimators = all_estimators() >>> type(estimators) >>> type(estimators[0]) >>> estimators[:2] [('ARDRegression', ), ('AdaBoostClassifier', )] >>> classifiers = all_estimators(type_filter="classifier") >>> classifiers[:2] [('AdaBoostClassifier', ), ('BaggingClassifier', )] >>> regressors = all_estimators(type_filter="regressor") >>> regressors[:2] [('ARDRegression', ), ('AdaBoostRegressor', )] >>> both = all_estimators(type_filter=["classifier", "regressor"]) >>> both[:2] [('ARDRegression', ), ('AdaBoostClassifier', )] r) BaseEstimatorClassifierMixin ClusterMixinRegressorMixinTransformerMixinignore_warningsc^[US5(dg[UR5(dgg)N__abstractmethods__FT)hasattrlenr)cs T/home/mande/repo/quber/.venv/lib/python3.13/site-packages/sklearn/utils/discovery.py is_abstract#all_estimators..is_abstractSs*0111(())categorysklearn.pathprefix.c32# UH o[;v M g7fN_MODULE_TO_IGNORE.0parts r !all_estimators..bG,$--,.__Nr ) classifier regressor transformerclusterz_Parameter type_filter must be 'classifier', 'regressor', 'transformer', 'cluster' or None, got key) sklearn.baser rrrrsklearn.utils._testingrstrr__file__parent FutureWarningpkgutil walk_packagessplitanyrinspect getmembersisclass startswithextendset issubclass isinstancelistitemsremove ValueErrorsortedr) type_filterr rrrrrr all_classesrootr0 module_name module_partsmoduleclassesnameest_clsr estimatorsfiltered_estimatorsfiltersmixinests rall_estimatorsr]sVh7K tH~$$++ ,D - 0!(!6!6TF:!V AA&,,S1LG,GGG;&";/F((AG5<5>> from sklearn.utils.discovery import all_displays >>> displays = all_displays() >>> displays[0] ('CalibrationDisplay', ) rrrrr r#c32# UH o[;v M g7fr%r&r(s rr+all_displays..r-r.r/r0DisplayNr6)r9rr:rr;r<r=r>r?r@rArrBrCrDrEendswithrFrNrGr) rrPrQr0rRrSrTrUrV display_classs r all_displaysrds"7K tH~$$++ ,D - 0!(!6!6TF:!V AA&,,S1LG,GGG;&";/F((AG,3+2'Ds+&04 i0H&%+2    w '"W 1" #k" 1 66 1 0s*BED< !D< 9D< E<E Ec[R"U5(dgURRS5(agURnURS5(aUR S5(agg)NFr0rr T)rB isfunction__name__rE __module__rb)itemmods r_is_checked_functionrks[   d # # }}$$ //C >>* % %6H)I)I rc xSSKJn /n[[[5R R 5nU"[ S9 [R"U/SS9Hup4nURS5n[SU55(dSU;aM6[U5n[R"U[5nUVV s/sH+upURS 5(aMU R U 4PM- nnn UR#U5 M S S S 5 [%['U5[)S5S 9$s sn nf!,(df  N0=f) avGet a list of all functions from `sklearn`. Returns ------- functions : list of tuples List of (name, function), where ``name`` is the function name as string and ``function`` is the actual function. Examples -------- >>> from sklearn.utils.discovery import all_functions >>> functions = all_functions() >>> name, function = functions[0] >>> name 'accuracy_score' rrrrr r#c32# UH o[;v M g7fr%r&r(s rr+ all_functions..r-r.r/r0Nr6)r9rr:rr;r<r=r>r?r@rArrBrCrkrErgrFrNrGr) r all_functionsrQr0rRrSrT functionsrVfuncs rroros$7M tH~$$++ ,D - 0!(!6!6TF:!V AA&,,S1LG,GGG;&";/F**63GHI#,"+JDs+&%"+    +"W 1* #m$*Q- 88 1 0s$A8D+7D% D% )D+%D++ D9r%)__doc__rBr> importlibroperatorrpathlibrr'r]rdrkrorrrws81 #@6F(7V -9r