
    Ki#                     v   S SK rS SKrS SKJrJrJr  S SKJrJ	r	J
r
Jr  S SKJrJrJrJrJr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Jr  \	" S	S
9u  rr\" S	S
9u  r r!\RD                  RG                  S/ \
" SS9Q\" S\" 5       4S\" 5       4S\" SSS94/SS9P7/ \
" SS9Q\" S\" 5       4S\" 5       4S\" SSS94/S9P7/ \" SS9Q\" S\" 5       4S\" SS94S\" SSS94/SS9P7/ \" SS9Q\" S\" 5       4S\" SS94S\" SSS94/S9P7// SQS9S 5       r$\RD                  RG                  S\\\/5      S 5       r%\RD                  RG                  S/ \
" SS9Q\P7/ \
" SS9Q\P7/ \" SS9Q\P7/ \" SS9Q\P7/5      S 5       r&\RD                  RG                  S/ \
" SS9Q\" S\" 5       4/S9P7/ \
" SS9Q\" S\" 5       4/S9P7/ \" SS9Q\" S\" 5       4/S9P7/ \" SS9Q\" S\" 5       4/S9P7// SQS9S  5       r'\RD                  RG                  S!\\\\4\\\ \!4\\\\4\\\ \!4/5      S" 5       r(g)#    N)ClassifierMixincloneis_classifier)load_diabetes	load_irismake_classificationmake_regression)RandomForestClassifierRandomForestRegressorStackingClassifierStackingRegressorVotingClassifierVotingRegressor)SimpleImputer)LinearRegressionLogisticRegression)make_pipeline)SVCSVR	LinearSVCT)
return_X_yzX, y, estimator
   	n_sampleslrsvmrf      )n_estimators	max_depth   )
estimatorscvr#   linear)kernel)zstacking-classifierzvoting-classifierzstacking-regressorzvoting-regressor)idsc                    [        U5      nSUR                  ;   d   eUR                  R                  UR                  S   S   L d   eUR                  R                  UR                  S   L d   eUR	                  X5        [        UR                  5      S:X  d   e[        UR                  5      S:X  d   e[        [        UR                  R                  5       5      5      [        / SQ5      :X  d   e[        U5      n[        U5      (       a
  [        5       O	[        5       nUR                  US9R	                  X5        [        US5      (       a   eUR                  R                  R!                  5       UR                  R                  R!                  5       :X  d   eUR                  R"                  R!                  5       UR                  R"                  R!                  5       :X  d   e[        U5      nUR                  SS9  UR	                  X5        [        UR                  5      S:X  d   eUR                  R                  S:X  d   e[        UR                  5      S:X  d   e[        [        UR                  R                  5       5      5      [        / SQ5      :X  d   eUR                   H3  n[%        U['        UR                  R                  5      5      (       d  M3   e   UR                  SS9  UR                  S	S
9  UR!                  5       S   UR!                  5       S   R!                  5       S   :X  d   eUR!                  5       S   UR!                  5       S   R!                  5       S   :X  d   eg )Nr      r   )r   r   r   )r   dropg      $@)svm__Cr   )rf__max_depthr,   Cr-   r   r!   )r   named_estimatorsr   r#   fitlennamed_estimators_sortedlistkeysr   r   r   
set_paramshasattrr   
get_paramsr   
isinstancetype)Xy	estimatorestimator_new_paramssvm_estimatorestimator_droppedsub_ests          d/var/www/html/dynamic-report/venv/lib/python3.13/site-packages/sklearn/ensemble/tests/test_common.py/test_ensemble_heterogeneous_estimators_behaviorrC      sI   r i I I.....%%))Y-A-A!-DQ-GGGG%%))Y-G-G-NNNN MM!y))*a///y**+q000$y22779:;v@   
 !+*955CE35M###6::1@+U3333--00;;=%%((335	6	6 	--00;;=%%((335	6	6
 i(  V ,! 112a777--11V;;; 223q888$(::??ABCvH    %66gtI,F,F,J,J'KLLLL 7
 %q)x(!%(335c:	;	; 	/!$'224[A	B	B    Ensemblec                 N   [        U [        5      (       a  [        SS9u  pS[        5       4/nSnO[	        SS9u  pS[        5       4/nSnU " US9nSR                  U5      n[        R                  " [        US9   UR                  X5        S S S 5        g ! , (       d  f       g = f)	Nr   r   r   
classifier	regressorr%   zshould be a {}match)
issubclassr   r   r   r	   r   formatpytestraises
ValueErrorr0   )rE   r;   r<   r#   ensemble_typeensembleerr_msgs          rB   +test_ensemble_heterogeneous_estimators_typerS      s     (O,,"R0-/01
$,/123
#:.H%%m4G	z	1Q 
2	1	1s   ;B
B$zX, y, Ensemblec                    [        U[        5      (       a  S[        5       4/nOS[        5       4/nU" US9nSn[        R
                  " [        US9   UR                  X5        S S S 5        [        U[        5      (       a  S[        5       4S[        5       4/nOS[        5       4S[        5       4/nU" US9nSn[        R
                  " [        US9   UR                  X5        S S S 5        [        U[        5      (       a  S[        5       4/nOS[        5       4/nU" US9nSn[        R
                  " [        US9   UR                  X5        S S S 5        g ! , (       d  f       N= f! , (       d  f       N= f! , (       d  f       g = f)	Nlr__r%   z3Estimator names must not contain __: got \['lr__'\]rI   r   z-Names provided are not unique: \['lr', 'lr'\]r#   z3Estimator names conflict with constructor arguments)rK   r   r   r   rM   rN   rO   r0   )r;   r<   rE   r#   rQ   rR   s         rB   6test_ensemble_heterogeneous_estimators_name_validationrV      sS    (O,,1345
/123
:.HDG	z	1Q 
2 (O,,/12T;M;O4PQ
-/049I9K2LM
:.H>G	z	1Q 
2 (O,,#%7%9:;
#%5%789
:.HCG	z	1Q 
2	1- 
2	1 
2	1 
2	1s$   EE*>E;
E'*
E8;
F	c                     UR                  SS9  [        R                  " [        SS9   UR	                  X5        S S S 5        g ! , (       d  f       g = f)Nr+   )r   zAll estimators are dropped.rI   )r6   rM   rN   rO   r0   )r;   r<   r=   s      rB   2test_ensemble_heterogeneous_estimators_all_droppedrX      s=    < F#	z)F	Ga 
H	G	Gs   A
AzEnsemble, Estimator, X, yc                 R   UR                  5       n[        R                  R                  SS/UR                  SS/S9R                  [        5      n[        R                  X$'   [        [        5       U" 5       5      nU " SU4SU4/S9nUR                  X#5      R                  X#5        g )	Nr*   r   g?g?)ppipe1pipe2r%   )copynprandomchoiceshapeastypeboolnanr   r   r0   score)rE   	Estimatorr;   r<   maskpiperQ   s          rB   2test_heterogeneous_ensemble_support_missing_valuesri      s     	
A99QFAGGSz:AA$GDffAG)+6DWdOgt_#EFHLLQ"rD   ))numpyr^   rM   sklearn.baser   r   r   sklearn.datasetsr   r   r   r	   sklearn.ensembler
   r   r   r   r   r   sklearn.imputer   sklearn.linear_modelr   r   sklearn.pipeliner   sklearn.svmr   r   r   r;   r<   X_ry_rmarkparametrizerC   rS   rV   rX   ri    rD   rB   <module>rw      s     > >   ) E * + +D!1D)S 
	
 2.
	
-/0IK(1qANO
 
	
		
 2.		
-/0IK(1qANO		

	
r*
	
+-.Cx010a1MN
 
	
		
r*		
+-.Cx010a1MN		
C+X	]  4j9k4j9x (/:	& @

+@-?@>

+>-=>;/B
';):;9/B
'99	  F 	
 2.	
D2D2F+G*HI	
	
 2.	
$0B0D)E(FG	
	
r*	
41A1C*D)EF	
	
r*	
/?/A(B'CD	
$	)  676 	/A6	,c37	-q!4	*C5	##rD   