
    /ii.                        d dl Z d dlZd dlZd dlZd dlmZ d dlmZ d dlZd dl	Z	d dl
Z
d dlmZ d dlmZmZ d dlmZ d dlmZ d dlmZ d d	lmZ d d
lmZmZmZ d dlmZ d dlmZm Z   ej!                    5   ej"        de#           ej$        %                    e
j&                  gZ' e(d  ede'          D                       Z)ddd           n# 1 swxY w Y   g dZ*g dZ+d Z,d Z-d Z.d Z/e	j0        1                    d          e	j0        1                    d          e	j0        2                    d e                      d                                     Z3d Z4dS )    N)	signature)walk_packages)make_classification)enable_halving_search_cvenable_iterative_imputerLogisticRegression)FunctionTransformer)all_estimators)_construct_instances)_get_func_namecheck_docstring_parametersignore_warnings)_is_deprecated)_enforce_estimator_tags_X_enforce_estimator_tags_yignorec                 V    g | ]%t          fd dD                       d         &S )c              3   ,   K   | ]}|d          v V  dS )   N ).0substrpckgs     m/var/www/html/bet.cuttalo.com/ml/venv/lib/python3.11/site-packages/sklearn/tests/test_docstring_parameters.py	<genexpr>z<listcomp>.<genexpr>/   s=        &,$q'!         )z._z.tests.zsklearn.externalsr   )any)r   r   s    @r   
<listcomp>r   ,   sc     	
 	
 	
    0V    	
G	
 	
 	
r   zsklearn.)prefixpath)z%sklearn.utils.deprecation.load_mlcompzsklearn.pipeline.make_pipelinezsklearn.pipeline.make_unionz%sklearn.utils.extmath.safe_sparse_dotHalfBinomialLoss)fitscorefit_predictfit_transformpartial_fitpredictc                     t          j        dd           ddlm}  g }t          D ]                    d          rdk    r t          j        d	          5  t          j	                  }d d d            n# 1 swxY w Y   t          j        |t          j                  }d
 |D             }|D ]U\  }}g }|t          v s|                    d          r't          j        |          r<t          j        d	          5 }|                     |          }d d d            n# 1 swxY w Y   t#          |          rt%          d|dd|d                   t'          |j                  r|t+          |j        |          z  }|j        D ]p}	t1          ||	          }
t'          |
          r"d }|	t2          v r-t5          |
          }d|j        v r|j        d         j        dg}t+          |
|          }||z  }q||z  }Wt          j        |t          j                  }fd|D             }|D ]\  }}|                    d          r|dk    r                    d          r7t=          |          t?          fdt          D                       s!t'          |          s|t+          |          z  }d                     |          }t#          |          dk    rtC          d|z             d S )Nnumpydocz+numpydoc is required to test the docstrings)reasonr   	docscrapez	.conftestzsklearn.utils.fixesT)recordc                 R    g | ]$}|d          j                             d          "|%S )r   sklearn)
__module__
startswith)r   clss     r   r   z-test_docstring_parameters.<locals>.<listcomp>`   s2    UUU3SV->-I-I)-T-TU3UUUr   _zError for __init__ of z in z:
y)r   c                 6    g | ]}|d          j         k    |S )r   )r1   )r   fnnames     r   r   z-test_docstring_parameters.<locals>.<listcomp>   s*    HHHBr!u/?4/G/GR/G/G/Gr   configurationsetupc              3       K   | ]}|v V  	d S )Nr   )r   dname_s     r   r   z,test_docstring_parameters.<locals>.<genexpr>   s'      >>aqEz>>>>>>r   
zDocstring Error:
)"pytestimportorskipr*   r-   PUBLIC_MODULESendswithwarningscatch_warnings	importlibimport_moduleinspect
getmembersisclass_DOCSTRING_IGNORESr2   
isabstractClassDoclenRuntimeErrorr   __new__r   __init__methodsgetattr_METHODS_IGNORE_NONE_Yr   
parametersdefault
isfunctionr   r   joinAssertionError)r-   	incorrectmoduleclassescnamer3   this_incorrectwcdocmethod_namemethodparam_ignoresigresult	functionsfnamefuncmsgr8   r=   s                     @@r   test_docstring_parametersri   I   s    H   
 #"""""I <> <>==%% 	((($D111 	3 	3,T22F	3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	3$VW_==UU'UUU! !	( !	(JE3N***e.>.>s.C.C*!#&& (555 / ))#../ / / / / / / / / / / / / / /1vv "l=@SS$$$!M  
 ck** 8tLLLN#| ) ) k22!&)) # "888#F++Ccn,,1D1L1T(+u3F<PPP&('II&vw/ABB	HHHH)HHH	$ 
	> 
	>KE4$$ ''DMM',B,B'"4((E>>>>+=>>>>> >~H H > 7===	
	> ))I

C
9~~1C7888 s$   A>>B	B	D))D-0D-c                 :     | t                      dddgi          S )NCg?r   r   )SearchCVs    r   _construct_searchcv_instancerm      s#    8&((3a/:::r   c                     | j         dk    r | ddddgfg          S | j         dk    r | dt                      fg	          S | j         d
k    r | dt                      fg          S d S )NColumnTransformertransformerpassthroughr   r   )transformersPipelineclf)stepsFeatureUnion)transformer_list)__name__r	   r
   )	Estimators    r   $_construct_compose_pipeline_instancerz      s    000y}q!f'M&NOOOO		z	)	)y(:(<(< =>????		~	-	-yM;N;P;P+Q*RSSSS 
.	-r   c                 x    t          j        g dg dg dg dg dgt           j                  } | |          S )N)r   r   r   )r|      )r   r   r   )r   r   r   )r   r}   r   )dtype)
dictionary)nparrayfloat64)ry   r   s     r   _construct_sparse_coderr      sT    	KKKIIIyyyAj  J 9
++++r   zJignore:The default value of `copy` will change from False to True in 1.10.z-ignore::sklearn.exceptions.ConvergenceWarningzname, Estimatorc                 	   t          j        d           ddlm} |                    |          }|d         }|j        dv rt          |          }n|j        dv rt          |          }n|j        dk    rt          |          }nh|j        dk    rAt          d	d
d          \  }} |t                                          ||                    }nt          t          |                    }|j        dk    r|                    d           n|j        dk    r|                    d           n|j        dk    s|j                            d          r|                    d           n|j        dv r|                    d           n|j        dk    r|                    d           nf|j        dk    r|                    d           nD|j        dk    r|                    dd           n!|j        dk    r|                    d !           d"|                                v r7|                    d#           |j        dk    r|                    d$#           d%|                                v r|                    d&           i }|j                            d'          r&|j        d(v rg d)}n|j        d*k    r
ddd+d,dd-g}d }n7t          d	d,ddd.          \  }}t%          ||          }t'          ||          }|                                j        j        r|                    |           n|                                j        j        r(|                    t0          j        ||f                    n]|                                j        j        r)|                    |t0          j        d/f         |           n|                    ||           |D ]}	|	j        |v rd0                    |	j                                                   }
d1|
v r=tC          tD          2          5  tG          ||	j                  sJ 	 d d d            n# 1 swxY w Y   tI          |          }d3 |D             }tK          |          &                    |          }tK          |          &                    |          }|rtO          d4|j         d5|           d S )6Nr*   r   r,   
Attributes)HalvingRandomSearchCVRandomizedSearchCVHalvingGridSearchCVGridSearchCV)ro   rs   rv   SparseCoderFrozenEstimator      )	n_samples
n_featuresrandom_stateSelectKBestr}   )kDummyClassifier
stratified)strategyCCAPLSr   )n_components)GaussianRandomProjectionSparseRandomProjectionTSNE)
perplexityKBinsDiscretizeraveraged_inverted_cdf)quantile_methodMDSrandom)n_initinitLogisticRegressionCV)r   )	l1_ratiosmax_iter)r      r   )r   
Vectorizer)CountVectorizerHashingVectorizerTfidfVectorizer)zThis is the first document.z%This document is the second document.zAnd this is the third one.zIs this the first document?DictVectorizer)foobar   )r   baz)r   r   n_redundant	n_classesr   . zonly categoryc                     g | ]	}|j         
S r   )r8   )r   attrs     r   r   z1test_fit_docstring_attributes.<locals>.<listcomp>1  s    777Ddi777r   zUndocumented attributes for z: )(r?   r@   r*   r-   rL   rx   rm   rz   r   r   r	   r#   nextr   
set_paramsr2   
get_paramsrB   r   r   __sklearn_tags__target_tagsone_d_labelstwo_d_labelsr   c_
input_tagsthree_d_arraynewaxisr8   rW   desclowerr   FutureWarninghasattr_get_all_fitted_attributesset
differencerX   )r8   ry   r-   doc
attributesestXr5   skipped_attributesr   r   fit_attrfit_attr_namesundocumented_attrss                 r   test_fit_docstring_attributesr      s    
###""""""


Y
'
'C\"J    +955		   
 

 39==		}	,	,%i00		0	0	0"RAANNN1i*,,00A6677 '	2233]**		0	0	0----		u	$	$	(:(E(Ee(L(L	$A&&&&		   
 

 	A&&&&		v	%	%!$$$$		1	1	1'>????		u	$	$ah////		5	5	5&&& S^^%%%%"""''NNCN((())))A&&& ""<00 . "
 
 

  AA #3331%%q';';<A"
 
 
1 &c1--%c1--
)6 



						+	8 ad						*	8 "*c/"A&&&&1 + +9***xx	""((** d??m444 	+ 	+3	******	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ 	+ *#..H77J777NX11.AA/00;;<NOO 
U9+=UUASUU
 
 	

 
s   3QQ	Q	c                    t          | j                                                  }t          j                    5  t          j        dt                     t          | j                  D ]k}t          | j        |          }t          |t                    s-	 t          | |           n# t          t          f$ r Y Rw xY w|                    |           l	 ddd           n# 1 swxY w Y   d |D             S )zBGet all the fitted attributes of an estimator including propertieserrorr   Nc                 f    g | ].}|                     d           |                    d           ,|/S )r4   )rB   r2   )r   r   s     r   r   z._get_all_fitted_attributes.<locals>.<listcomp>P  s8    MMM!1::c??M1<<;L;LMAMMMr   )list__dict__keysrC   rD   filterwarningsr   dir	__class__rR   
isinstancepropertyAttributeErrorappend)	estimatorr   r8   objs       r   r   r   :  sK    I&++--..H 
	 	"	" " "-@@@@	+,, 	" 	"D)-t44Cc8,, 	4(((("M2   OOD!!!!	"" " " " " " " " " " " " " " "  NMxMMMMs6   AC#B)(C#)B=:C#<B==C##C'*C')5rE   rG   osrC   r   pkgutilr   numpyr   r?   r0   sklearn.datasetsr   sklearn.experimentalr   r   sklearn.linear_modelr	   sklearn.preprocessingr
   sklearn.utilsr   -sklearn.utils._test_common.instance_generatorr   sklearn.utils._testingr   r   r   sklearn.utils.deprecationr   sklearn.utils.estimator_checksr   r   rD   simplefilterr   r!   dirname__file__sklearn_pathr   rA   rJ   rS   ri   rm   rz   r   markr   parametrizer   r   r   r   r   <module>r      s5        				        ! ! ! ! ! !       0 0 0 0 0 0        4 3 3 3 3 3 5 5 5 5 5 5 ( ( ( ( ( ( N N N N N N         
 5 4 4 4 4 4        X  H(M222GOOG$4556LS	
 	
%ZlKKK	
 	
 	
 N	                    L9 L9 L9^; ; ;T T T, , , P  KLL*NN,<,<==B
 B
 >= ML 
B
JN N N N Ns   6ACCC