
     h              	          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	m
Z
mZ ej                            dedgedgedgf          d             Zej                            dd	d d
 ej        d          fdg          d             Zd ZdS )    N)assert_array_equal)_object_dtype_isnandelayed
loguniformz
dtype, val   ac                     t          j        |t           j        gt           j        |gg|           }t          j        ddgddgg          }t          |          }t	          ||           d S )N)dtypeFT)nparraynanr   r   )r
   valXexpected_maskmasks        Z/var/www/html/Sam_Eipo/venv/lib/python3.11/site-packages/sklearn/utils/tests/test_fixes.pytest_object_dtype_isnanr      sf    
3-"&#/u===AHudmdE];<<Mq!!Dt]+++++    zlow,high,base)r   
      )r   r   r   c                    t          | z  |z            }t          |t          j        j        j                  sJ |                    dd          }| z  |k                                    r||z  k                                    sJ t          |          dk    sJ t          j
        fd|D                       }t          j        |          \  }}|                                dk    sJ t          j        ||                                z
                                            dk    sJ t          | z  |z                                d          t          | z  |z                                d          k    sJ d S )Ni  r   )sizerandom_statec                 :    g | ]}t          j        |          S  )mathlog).0xbases     r   
<listcomp>z#test_loguniform.<locals>.<listcomp>'   s%    777aD))777r      (   )r   )r   
isinstancescipystats_distn_infrastructure	rv_frozenrvsalllenr   r   	histogrammeanabsmax)lowhighr!   rvr*   log_rvscounts_s     `     r   test_loguniformr7      s   	D#ItTz	*	*Bb%+;EFFFFF
&&d&
+
+C #I!!##Ad
):(?(?(A(AAAAs88t h7777377788GW%%IFA;;==C6&6;;==())--//25555 dCit,,00a0@@Jc	4:E E	cqc     r   c                      d } d}t          j        t          |          5  t          |            ddd           dS # 1 swxY w Y   dS )zKCheck that we issue the FutureWarning regarding the deprecation of delayed.c                     | S )Nr   )r    s    r   funcz&test_delayed_deprecation.<locals>.func5   s    r   z@The function `delayed` has been moved from `sklearn.utils.fixes`)matchN)pytestwarnsFutureWarningr   )r:   warn_msgs     r   test_delayed_deprecationr@   2   s       RH	m8	4	4	4                   s   >AA)r   numpyr   r<   scipy.statsr&   sklearn.utils._testingr   sklearn.utils.fixesr   r   r   markparametrizeobjectfloatr   expr7   r@   r   r   r   <module>rJ      s             5 5 5 5 5 5 H H H H H H H H H H fc]UAJ'OPP, , QP, ;Avrvayy8I:*VWW  XW*    r   