o
    iS                     @   s   d Z ddlmZ ddl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 dd	lmZ dd
lmZ dd Zdd ZdS )z6
Testing for the base module (sklearn.ensemble.base).
    )OrderedDictN)	load_iris)LinearDiscriminantAnalysis)BaggingClassifier)_set_random_states)SelectFromModel)
Perceptron)Pipelinec                  C   s  t td ddd} t }| |j|j g | _|   tj	
d}| j|d | j|d | jdd dt| ks;J dt| jksDJ t| d tsMJ | d jd u sVJ t| d jts`J t| d jtsjJ | d j| d jksvJ t t tdd}||j|j d S )	Nrandom_state   )	estimatorZn_estimatorsF)appendr         )r   r   r   fitdatatargetZestimators_Z_make_estimatornprandomZRandomStatelen
isinstancer   intZint32)ZensembleZirisr   Znp_int_ensemble r   o/var/www/html/eduruby.in/lip-sync/lip-sync-env/lib/python3.10/site-packages/sklearn/ensemble/tests/test_base.py	test_base   s,   
r   c                  C   sj  t t dd td d} | jd u sJ t | d  t| jts J t | d t| jts-J td d}t |d | j|jks?J dd }t| }t |d t|jd d jjts[J t|jd d jtshJ |	 d |	 d	 ksvJ G d
d dt}G dd dt}||fD ](}|| }t |d |	 d |	 d ksJ |	 d	 |	 d	 ksJ qd S )N   r
   r   c                   S   s    dt td dfdtd dfgS )Nselr
   Zclf)r   r   r   r   r   r   
make_stepsG   s   z*test_set_random_states.<locals>.make_stepsr   r   Zsel__estimator__random_stateZclf__random_statec                   @      e Zd Zdd ZdS )z2test_set_random_states.<locals>.AlphaParamPipelinec                 _   s(   t j| g|R i | }tt|S )Nr	   
get_paramsitemsr   sortedselfargskwargsparamsr   r   r   r!   Z   s   z=test_set_random_states.<locals>.AlphaParamPipeline.get_paramsN__name__
__module____qualname__r!   r   r   r   r   AlphaParamPipelineY       r-   c                   @   r   )z0test_set_random_states.<locals>.RevParamPipelinec                 _   s,   t j| g|R i | }tt|ddS )NT)reverser    r$   r   r   r   r!   _   s   z;test_set_random_states.<locals>.RevParamPipeline.get_paramsNr)   r   r   r   r   RevParamPipeline^   r.   r0   )
r   r   r   r   r   r   r	   Zstepsr   r!   )Zclf1Zclf2r   Zest1r-   r0   clsZest2r   r   r   test_set_random_states4   s<   













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
r2   )__doc__collectionsr   numpyr   Zsklearn.datasetsr   Zsklearn.discriminant_analysisr   Zsklearn.ensembler   Zsklearn.ensemble._baser   Zsklearn.feature_selectionr   Zsklearn.linear_modelr   Zsklearn.pipeliner	   r   r2   r   r   r   r   <module>   s    