
    Ki-3                        S r SSKrSSKrSSKrSSKrSSKJr  SSKJr  SSK	r	SSK
Jr  SSKrSSKJr  SSKJr  SSKJr  SS	KJrJr  SS
KJr  SSKJrJr  SSKJrJrJrJr  SSK J!r!  SSK"J#r#J$r$J%r%J&r&  SSK'J(r(J)r)  SSK*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2J3r3J4r4J5r5J6r6J7r7  \	Rp                  Rr                  S 5       r:SAS jr; " S S\5      r<\	Rp                  R{                  S\" \;SS9S4\;S4\" \;S5      S4\" SS9S4\" SSSS S!9S"4\<" 5       S#4/5      S$ 5       r>\7" \?" \%" 5       5      \$S%9S& 5       r@\	Rp                  R                  S'5      \	Rp                  Rr                  S( 5       5       rBS) rC\	Rp                  Rr                  S* 5       rDS+ rES, rF\?" \" \%" 5       \" \" SS95      /\F" 5       5      5      rG\	Rp                  R{                  S-\G\#S.9S/ 5       rHS0S1/rIS2 rJ\%" S35       V s/ s H  n \J" U 5      (       d  M  U PM     sn rK\	Rp                  R{                  S3\K\#S.9S4 5       rL\%" 5        V s/ s H  n \M" U S55      (       d  M  U PM     sn rN\	Rp                  R{                  S6\N\#S.9S7 5       rO\	Rp                  R{                  S6\?" \%" 5       5      \#S.9S8 5       rP\?" \" \%" S35      \" \" 5       \" 5       5      \" S9S:9\" S;S<9/5      5      rQ\	Rp                  R{                  S-\Q\#S.9S= 5       rR\	Rp                  R{                  S-\Q\#S.9\	Rp                  R{                  S>\3\.\4\//5      S? 5       5       rS\	Rp                  R{                  S6\%" 5       \#S.9S@ 5       rTgs  sn f s  sn f )Bz.
General tests for all estimators in sklearn.
    N)partial)chain)LinAlgWarning)BaseEstimator)ColumnTransformer)ConvergenceWarning)enable_halving_search_cvenable_iterative_imputer)LogisticRegression)FeatureUnionmake_pipeline)FunctionTransformerMinMaxScalerOneHotEncoderStandardScaler)all_estimators)_get_check_estimator_ids_get_expected_failed_checks_tested_estimators_yield_instances_for_check)SkipTestignore_warnings)(check_dataframe_column_names_consistencycheck_estimator!check_get_feature_names_out_error$check_global_output_transform_pandas(check_global_set_output_transform_polarscheck_inplace_ensure_writeablecheck_param_validationcheck_set_output_transform!check_set_output_transform_pandas!check_set_output_transform_polars'check_transformer_get_feature_names_out.check_transformer_get_feature_names_out_pandasparametrize_with_checksc                      [        5        HA  u  pSR                  U 5      nU R                  5       R                  S5      (       d  M<   U5       e   g )NzDBase estimators such as {0} should not be included in all_estimatorsbase)r   formatlower
startswith)name	Estimatormsgs      [/var/www/html/dynamic-report/venv/lib/python3.13/site-packages/sklearn/tests/test_common.py test_all_estimator_no_base_classr/   @   sH     *+R
&, 	 ::<**6227C72	 ,       c                     g N )xys     r.   _sample_funcr7   J   s    r0   c                       \ rS rSrSrS rSrg)CallableEstimatorN   ziDummy development stub for an estimator.

This is to make sure a callable estimator passes common tests.
c                     g r3   r4   )selfs    r.   __call__CallableEstimator.__call__T   s    r0   r4   N)__name__
__module____qualname____firstlineno____doc__r=   __static_attributes__r4   r0   r.   r9   r9   N   s    
r0   r9   zval, expected)r6   z_sample_func(y=1)r7   worldg       @)CzLogisticRegression(C=2.0)z	newton-cgbalancedT)random_statesolverclass_weight
warm_startz]LogisticRegression(class_weight='balanced',random_state=1,solver='newton-cg',warm_start=True)zCallableEstimator()c                 &    [        U 5      U:X  d   eg r3   )r   )valexpecteds     r.   test_get_check_estimator_idsrO   X   s    . $C(H444r0   )expected_failed_checksc                     [        [        [        [        [        4S9   U" U 5        S S S 5        g ! , (       d  f       g = fNcategory)r   FutureWarningr   UserWarningr   )	estimatorcheckrequests      r.   test_estimatorsrZ   r   s3    
 
!3[-P
 	i
 
 
s   	0
>zZignore:Since version 1.0, it is not needed to import enable_hist_gradient_boosting anymorec                     [         R                  R                  [        R                  5      /n [
        R                  " U SS S9nU VVs/ s H  u  p#o#PM	     nnnUS/-    H]  nSU;   d  SU;   a  M  SU;   a  M  [        USS	9n[        US
S5       H)  n[        XV5      (       a  M   SR                  X65      5       e   M_     g s  snnf )Nsklearn.c                     g r3   r4   _s    r.   <lambda>-test_import_all_consistency.<locals>.<lambda>   s    r0   )pathprefixonerrorsklearnz.tests.zsklearn.externalszsklearn._build_utilsdummy)fromlist__all__r4   z#Module '{0}' has no attribute '{1}')osrb   dirnamere   __file__pkgutilwalk_packages
__import__getattrhasattrr(   )sklearn_pathpkgsr_   modnamesubmodspackager+   s          r.   test_import_all_consistencyrv   }   s     GGOOG$4$456L   *nD -11D=1qwDG1i[(#6'#A!W,Ww7GY3D7)) +P+W+W, ) 4 ) 2s   Cc                     [         R                  R                  [        R                  5      /n Sn[
        R                  " U S S9 H?  u  p#nSU;   d  UR                  S5      (       d  X1;   a  M)  U[        R                  ;   a  M?   e   g )N)utilstestsr'   conftestc                     g r3   r4   r^   s    r.   r`   3test_root_import_all_completeness.<locals>.<lambda>   s    Tr0   )rb   rd   .r_   )	ri   rb   rj   re   rk   rl   rm   r*   rh   )rq   
EXCEPTIONSr_   rs   s       r.   !test_root_import_all_completenessr      ss    GGOOG$4$456L7J ..>A '>W//448M'//)))r0   c                     [         R                  " S5      n 1 Skn[        R                  R	                  [
        R                  5      /n[        R                  " USS9 VVVs0 s H  u  p4nXE_M
     nnnnUR                  5        VVs/ s H:  u  pEU(       d  M  XA;  d  M  U R                  U5      (       a  M-  US-   U;  d  M8  UPM<     nnnU/ :X  d   SR                  U5      5       eg s  snnnf s  snnf )NzK(?x)
        \.externals(\.|$)|
        \.tests(\.|$)|
        \._
        >   sklearn.datasets.datasklearn.datasets.descrsklearn.datasets.imagesr\   )rc   z.testszn{0} do not have `tests` subpackages. Perhaps they require __init__.py or a meson.build in the parent directory)recompileri   rb   rj   re   rk   rl   rm   itemssearchr(   )HAS_TESTS_EXCEPTIONSresource_modulesrq   r_   r+   ispkglookupmissing_testss           r.   test_all_tests_are_importabler      s   
 ::	
 GGOOG$4$456L &33LTTNAU 	T   "<<>)KD 	 ( 	 %++D1	 	
 8O6) 	)   B 	 F=)s$   "C)C0C0 C08C0C0c                     Sn [         R                  " [        U S9   [        [        5        S S S 5        [         R                  " [        U S9   [        [        /5        S S S 5        g ! , (       d  f       NA= f! , (       d  f       g = f)Nz8Passing a class was deprecated.* isn't supported anymore)match)pytestraises	TypeErrorr   r   r%   r-   s    r.   test_class_support_removedr      s\     EC	y	,*+ 
- 
y	,!3 45 
-	, 
-	, 
-	,s   A'A8'
A58
Bc               #     #    [        5        H  n [        U R                  5       5      nSU;   a  U R                  SSS9v   M6  SU;   ad  U R                  SSS9nUR                  R
                  S;   a4  [        R                  " U[        R                  R                  SS	9S
9v   M  Uv   M  SU;   d  M  U R                  SS9v   M     g 7f)N	oob_scoreT)r   	bootstrapearly_stoppingr1   )r   n_iter_no_change>   MLPRegressorMLPClassifierzMLP still validates in fitr   )marksr   )r   )
r   set
get_params
set_params	__class__r?   r   parammarkxfail)rW   
est_paramsests      r.   _estimators_that_predict_in_fitr      s     ')	--/0
*$&&&FF+&&dQ&OC}}%%)JJllv{{005Q0R  	:-&&&:: *s   B/C5Cestimator_orig)idsc                    [        U [        5      (       a  [        R                  " S5        S[	        U 5      ;   a  [        R                  " S5        [        [        U 5       Hz  n[        [        S9   [        R                  " SS9 n[        UR                  R                  U5        S S S 5        W H  nS[        UR                  5      ;  a  M   e   S S S 5        M|     g ! , (       d  f       N?= f! , (       d  f       M  = f)Nz$ColumnTransformer is not tested herer   zCEstimator does not support check_dataframe_column_names_consistencyrS   T)recordz was fitted without feature names)
isinstancer   r   skipr   r   r   r   rU   warningscatch_warningsr   r?   strmessage)r   rW   r   warnings       r.   #test_pandas_column_name_consistencyr      s     ."344:;15P6  	Q	
 00.	 }6((58''00) 6 "9W__AUUUU " 76 65 76s*   1C1!C '$C1C1 
C.*C11
D 	ensemblekernel_approximationc                 t    [        U S5      (       a  gU R                  R                  S5      S   nU[        ;  $ )Nget_feature_names_outTr}   r1   )rp   r@   split"GET_FEATURES_OUT_MODULES_TO_IGNORE)transformermodules     r.   '_include_in_get_feature_names_out_checkr     s:    {344##))#.q1F;;;r0   r   c                     [        [        S9   [        U R                  R                  U 5        [        U R                  R                  U 5        S S S 5        g ! , (       d  f       g = frR   )r   rU   r#   r   r?   r$   )r   s    r.   'test_transformers_get_feature_names_outr   !  sL     
=	2/!!**K	
 	7!!**K	
	 
3	2	2s   AA
A&r   rW   c                 F    U R                   R                  n[        X5        g r3   )r   r?   r   )rW   estimator_names     r.   +test_estimators_get_feature_names_out_errorr   3  s     ((11N%n@r0   c                     [        U [        5      (       a  [        R                  " S5        U R                  R
                  n[        X5        g )NzFeatureUnion is not tested here)r   r   r   r   r   r?   r   rW   r+   s     r.   test_check_param_validationr   ;  s7     )\**56''D4+r0   F)sparse_outputz
one-to-one)feature_names_outc                 D   U R                   R                  n[        U S5      (       d  [        R                  " SU S35        [        [        U 5       H9  n[        [        S9   [        UR                   R                  U5        S S S 5        M;     g ! , (       d  f       MM  = f)N
set_outputz(Skipping check_set_output_transform for z!: Does not support set_output APIrS   )	r   r?   rp   r   r   r   r    r   rU   )r   r+   rW   s      r.   test_set_output_transformr   Q  s     ##,,D><006tf = 	
 0"N	 }6&y':':'C'CYO 76 76s   "!B
B	
check_funcc                 N   U R                   R                  n[        U S5      (       d'  [        R                  " SUR                   SU S35        [        X5       H6  n[        [        S9   U" UR                   R                  U5        S S S 5        M8     g ! , (       d  f       MJ  = f)Nr   z	Skipping z for z%: Does not support set_output API yetrS   )r   r?   rp   r   r   r   r   rU   )r   r   r+   rW   s       r.   $test_set_output_transform_configuredr   b  s     ##,,D><00
++,E$ 8" "	
 0
K	}6y**33Y? 76 L66s   *B
B$	c                 f   U R                   R                  n[        U S5      (       a  U R                  SS9  O/[        U S5      (       a  U R                  SS9  O[	        U S35      eUS:X  a  U R                  SS	S
9  US:X  a  U R                  SS9  US:X  a  U R                  SS9  [        X5        g )NcopyF)r   copy_X)r   z! doesn't require writeable input.HDBSCANprecomputedbrute)metric	algorithmPCAfull)
svd_solver	KernelPCA)kernel)r   r?   rp   r   r   r   r   s     r.   #test_check_inplace_ensure_writeabler   z  s     ''Dy&!!%(	H	%	%E*$@ABB yMWEu}/{M2"43r0   )r1   )UrC   ri   rl   r   r   	functoolsr   	itertoolsr   r   scipy.linalgr   re   sklearn.baser   sklearn.composer   sklearn.exceptionsr   sklearn.experimentalr	   r
   sklearn.linear_modelr   sklearn.pipeliner   r   sklearn.preprocessingr   r   r   r   sklearn.utilsr   -sklearn.utils._test_common.instance_generatorr   r   r   r   sklearn.utils._testingr   r   sklearn.utils.estimator_checksr   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   r   thread_unsafer/   r7   r9   parametrizerO   listrZ   filterwarningsrv   r   r   r   r   column_name_estimatorsr   r   r   GET_FEATURES_OUT_ESTIMATORSr   rp   %ESTIMATORS_WITH_GET_FEATURE_NAMES_OUTr   r   SET_OUTPUT_ESTIMATORSr   r   r   )r   s   0r.   <module>r      s=   
  	     &  & - 1 4 8  )    " 8 8	  		#%89	~&	w	'8	c	"$?@"'	6	
 
	34#,5-,5 		7R ,  	
** # #L	6;* 		)A.	/0')  ,2J  VV0 & "< "-00.s3 0  .4L  

 &')'C738O+PC') %
 6<T  AA
 (*+1I  ,, 	=).*LN;.,?	
	  +1I  PP +1I   ),)0		@	@ #%+C  44G()s   #M8M+MM