a
    Xgh                    @   sR  d dl Z d dlZd dlZd dl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 d dlmZ d dlZd dlmZ d dlmZmZmZmZmZmZmZmZmZmZmZmZm Z  d dl!m"  m#Z$ d dl%m&Z& d dl'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z;m<Z<m=Z=m>Z>m?Z?m@Z@mAZAmBZBmCZCmDZDmEZEmFZFmGZG d d	lHmIZI d
d ZJdd ZKG dd dZLG dd dZMG dd dZNG dd dZOG dd dZPG dd dZQG dd dZRG dd dZSG dd dZTG d d! d!ZUG d"d# d#ZVG d$d% d%ZWG d&d' d'ZXG d(d) d)ZYG d*d+ d+ZZG d,d- d-Z[G d.d/ d/Z\G d0d1 d1Z]G d2d3 d3Z^G d4d5 d5Z_dwd7d8Z`dxd:d;ZaG d<d= d=ZbG d>d? d?ZcG d@dA dAZdG dBdC dCZeejfgdDdEejhdF  ejhdG  ejfgdHg dIG dJdK dKZiG dLdM dMZjG dNdO dOZkG dPdQ dQZlG dRdS dSZmG dTdU dUZnG dVdW dWZoG dXdY dYZpG dZd[ d[ZqG d\d] d]ZrG d^d_ d_ZsG d`da daZtG dbdc dcZuG ddde deZvG dfdg dgZwg dhZxG didj djZyG dkdl dlZzG dmdn dnZ{G dodp dpZ|G dqdr drZ}G dsdt dtZ~G dudv dvZdS )y    NFraction)arrays)partial)ma)assert_assert_equalassert_array_equalassert_almost_equalassert_array_almost_equalassert_raisesassert_allcloseIS_PYPYassert_warnsassert_raises_regexsuppress_warningsHAS_REFCOUNTIS_WASM)rand) add_newdoc_ufuncangleaveragebartlettblackmancorrcoefcovdeletediffdigitizeextractflipudgradienthamminghanningi0insertinterpkaisermeshgridmsort	piecewiseplacerot90selectsetxor1dsinctrapz
trim_zerosunwrapunique	vectorize)normalize_axis_tuplec                 C   s   t | }t j||}|S N)nparangeaddouter)ndata r=   p/var/www/html/cobodadashboardai.evdpl.com/venv/lib/python3.9/site-packages/numpy/lib/tests/test_function_base.pyget_mat   s    
r?   c                 C   s(   t t | |jt j}| |_||_|S )za
    Like real + 1j * imag, but behaves as expected when imag contains non-finite
    values
    )r7   zeros	broadcastshapecomplex_realimag)rD   rE   retr=   r=   r>   _make_complex%   s    rG   c                   @   s$   e Zd Zdd Zdd Zdd ZdS )	TestRot90c                 C   s  t tttd t tttddd t tttddd t tttddd t tttddd g dg d	g}d
dgddgddgg}g dg dg}ddgddgdd
gg}g dg d	g}tdddD ]}tt||d| qtdddD ]}tt||d| qtdddD ]}tt||d| qtdddD ]}tt||d| q@ttt|dddd| tt|dddt|ddd d S )N      rK   rK   r      rK   axesrK   rK   r   rK   rM   rM   )rM      rI      rK   rV   rM   r   rU   rV   rI   rU   rK   rM   r      )krS   r   rM   rM   r   r[   rO   )r   
ValueErrorr,   r7   onesranger   )selfab1b2Zb3Zb4r[   r=   r=   r>   
test_basic1   s@    zTestRot90.test_basicc                 C   sR   t d}tt|jd tt|ddt|dd tt|ddt|dd d S )N)2   (   rU   )ri   rh   rU   rQ   rN   r   r\   rM   rK   rS   r\   )r7   ra   r   r,   rB   rc   rd   r=   r=   r>   	test_axesQ   s    
zTestRot90.test_axesc                 C   s   t dd}ddgddggddgd	d
ggg}ddgddggd
dgd	dggg}d	dgddggd
dgddggg}d	d
gddggddgddggg}tt|dd| tt|dd| tt|dd| tdd
D ]&}tt||ddt||d dd qd S )N   rJ   rK   rU         r   rM   rI   rV   r]   rN   r^   rk   )rK   r   r_   )r7   r8   reshaper   r,   rb   )rc   rd   Z
a_rot90_01Z
a_rot90_12Z
a_rot90_20Z
a_rot90_10r[   r=   r=   r>   test_rotation_axesW   sH    zTestRot90.test_rotation_axesN)__name__
__module____qualname__rg   rn   rs   r=   r=   r=   r>   rH   0   s    rH   c                   @   sT   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd ZdS )TestFlipc                 C   sl   t tjtjtddd t tjtjtddd t tjtjtddd t tjtjtddd d S )NrI   rM   axisrI   rI   rK   rY   r   rU   )r   r7   	AxisErrorflipra   rc   r=   r=   r>   rn   v   s    zTestFlip.test_axesc                 C   sf   t d}|d d d d df }tt|d| g dg dg}g dg dg}tt|d| d S )NrI   r\   rM   rL   rT   rX   rW   r?   r   r7   r}   rc   rd   br=   r=   r>   test_basic_lr|   s    zTestFlip.test_basic_lrc                 C   sf   t d}|d d dd d f }tt|d| g dg dg}g dg dg}tt|d| d S )NrI   r\   r   rL   rT   r   r   r=   r=   r>   test_basic_ud   s    zTestFlip.test_basic_udc                 C   sb   t ddgddggddgddggg}t ddgddggddgddggg}tt |d| d S 	Nr   rM   rK   rU   rI   rV   rp   rq   r7   arrayr   r}   r   r=   r=   r>   test_3d_swap_axis0   s    

zTestFlip.test_3d_swap_axis0c                 C   sb   t ddgddggddgddggg}t ddgddggddgddggg}tt |d| d S r   r   r   r=   r=   r>   test_3d_swap_axis1   s    

zTestFlip.test_3d_swap_axis1c                 C   sb   t ddgddggddgddggg}t ddgddggddgddggg}tt |d| d S r   r   r   r=   r=   r>   test_3d_swap_axis2   s    

zTestFlip.test_3d_swap_axis2c              	   C   sR   t ddddd}t|jD ],}tt ||t |d||d q d S )Nx   rK   rU   rI   rV   r   )	r7   r8   rr   rb   ndimr   r}   r    swapaxes)rc   rd   ir=   r=   r>   test_4d   s
    zTestFlip.test_4dc                 C   s@   t g dg dg}t g dg dg}tt || d S )NrM   rK   rU   rI   rV   rp   )rp   rV   rI   rU   rK   rM   r   r   r=   r=   r>   test_default_axis   s    

zTestFlip.test_default_axisc                 C   s   t ddgddggddgddggg}tt j|d	d
| t ddgddggddgddggg}tt j|dd
| t ddgddggddgddggg}tt j|dd
| d S )Nr   rM   rK   rU   rI   rV   rp   rq   r=   rx   rQ   rk   r   rc   rd   r   cr=   r=   r>   test_multiple_axes   s0    


zTestFlip.test_multiple_axesN)rt   ru   rv   rn   r   r   r   r   r   r   r   r   r=   r=   r=   r>   rw   t   s   

rw   c                   @   s   e Zd Zdd Zdd ZdS )TestAnyc                 C   sH   g d}g d}g d}t t| t t| t t|  d S )Nr   r   rM   r   r   r   r   r   )rM   r   rM   r   )r   r7   anyrc   y1y2y3r=   r=   r>   rg      s    zTestAny.test_basicc                 C   sX   g dg dg dg}t t| ttj|ddg d ttj|ddg d d S )Nr   r   r   r   rM   r   rM   rM   r   r   rx   rM   r   rM   rM   )r   r7   r   r	   rc   r   r=   r=   r>   test_nd   s    zTestAny.test_ndNrt   ru   rv   rg   r   r=   r=   r=   r>   r      s   r   c                   @   s   e Zd Zdd Zdd ZdS )TestAllc                 C   s`   g d}g d}g d}t t|  t t| t t|  t tt|  d S )N)r   rM   rM   r   r   rM   rM   rM   rM   )r   r7   allr   r   r=   r=   r>   rg      s    zTestAll.test_basicc                 C   sZ   g dg dg dg}t t|  ttj|ddg d ttj|ddg d d S )Nr   r   rM   r   rM   rM   rM   r   rx   rM   )r   r7   r   r	   r   r=   r=   r>   r      s    zTestAll.test_ndNr   r=   r=   r=   r>   r      s   	r   c                   @   s$   e Zd Zdd Zdd Zdd ZdS )TestCopyc                 C   sR   t ddgddgg}t |}t|| d|d< t|d d t|d d d S )NrM   rK   rU   rI   
   )r   r   )r7   r   copyr	   r   )rc   rd   a_copyr=   r=   r>   rg      s    

zTestCopy.test_basicc                 C   s   t ddgddgg}t|jj t|jj  t jddgddggdd}t|jj  t|jj t |}t|jj t|jj  t |}t|jj  t|jj d S )NrM   rK   rU   rI   Forder)r7   r   r   flagsc_contiguousf_contiguousr   )rc   rd   Za_fortr   Za_fort_copyr=   r=   r>   
test_order  s    

zTestCopy.test_orderc                 C   sV   t d}tt tj|dd  tt tj|dd tt t|  d S )NrV   F)ZsubokT)r   ra   r   ZisMaskedArrayr7   r   )rc   Zmxr=   r=   r>   
test_subok  s    
zTestCopy.test_subokN)rt   ru   rv   rg   r   r   r=   r=   r=   r>   r      s   r   c                   @   s   e Zd Zdd Zejdg dddgg ddgd	gfg d
g dgdg dgddgg dgg dgfgdd Zdd Zdd Z	dd Z
dd Zdd Zdd ZdS ) TestAveragec                 C   s   t g d}tt|dddk t g d}tt|dddk g d}tt|dddk t d}d|d	< d
|d< t|dt|d t|dt|d tdd}t|dt|d t|dt|d d S )Nr   r   rx          @      ?r         @)        r   r   r   rz   r]   rK   r^   rM   rV   )r7   r   r   r   ra   r
   meanr   )rc   r   r   r   Zy4Zy5r=   r=   r>   rg   #  s    

zTestAverage.test_basicz<x, axis, expected_avg, weights, expected_wavg, expected_wsumr   Nr   )rU   rI   rM         ?       @)rM   rK   rV   )rM   rp      r   )r         @r   rM   rU   )r         @      #@rI   rI   rI   c           
      C   s   t j||dd}|jt |ks$J t|| t j|||dd}|jt |ksTJ t|| t j|||ddd\}}	|jt |ksJ t|| |	jt |ksJ t|	| d S )NTry   keepdims)ry   weightsr   )ry   r   returnedr   )r7   r   rB   r	   )
rc   xry   Zexpected_avgr   Zexpected_wavgZexpected_wsumavgZwavgZwsumr=   r=   r>   test_basic_keepdims5  s    



zTestAverage.test_basic_keepdimsc                 C   s  t d}t d}t||d}t dd  d t d  }t|| t g dg dg}ddg}t||dd	}t g d
}t|| g d}t||dd	}t ddg}t|| g dg dg}t ddg}tt||dd	| tt||dd td	t j
}	td	t j}
tt j|	|
djt |	|
k t g ddd}t g ddd}t j||ddd}t g d}t|| t j||ddd}t dgdgdgg}t|| d S )Nr   r   rK   r   r   r   rM   r   )r   ry   )r   r   r   r   r         @)r   r   rK   r   rV   rK   rU   rI   rU   F)r   ry   r   )r   r   r   Tr   r   )r7   r8   r   sumr
   r   r	   r   r   astypefloat32float64r   dtyperesult_typerr   )rc   ywactualZdesiredr   w0w1w2r   Zw3r   r=   r=   r>   test_weightsL  s:    

$


 
zTestAverage.test_weightsc                 C   s  t g dg dg}t|dd\}}t|d t|ddd\}}t|t g d t|ddd\}}t|t d	d	g dd
g}t||ddd\}}t|t g d g d}t||ddd\}}t|t ddg g dg dg}t||ddd\}}t|t ddg d S )Nr   r   T)r   r   r   )r   r   r   rM   r   rK   )r   ry   r   )r   r   r   r   r   )r7   r   r   r   r	   )rc   r   r   Zsclr   r   r   r=   r=   r>   test_returnedx  s     
zTestAverage.test_returnedc                 C   sz   G dd dt j}t ddgddgg|}t ddgddgg|}ttt || ttt j||d| d S )Nc                   @   s   e Zd ZdS )z-TestAverage.test_subclasses.<locals>.subclassNrt   ru   rv   r=   r=   r=   r>   subclass  s   r   rM   rK   rU   rI   r   )r7   ndarrayr   viewr   typer   )rc   r   rd   r   r=   r=   r>   test_subclasses  s
    zTestAverage.test_subclassesc                 C   sl   g d}|D ]Z\}}}t jddgddgg|d}t jddgddgg|d}tt j||djt | qd S )N))i4r   f8)r   f4r   )r   r   r   )r   r   r   )r   r   r   rM   rK   rU   rI   r   r   )r7   r   r   r   r   )rc   Ztypsatwtrtrd   r   r=   r=   r>   test_upcasting  s
    zTestAverage.test_upcastingc                 C   sX   t dd tdD }t dd tdD }||  }t|dt||d d S )Nc                 S   s   g | ]}t |qS r=   decimalDecimal).0r   r=   r=   r>   
<listcomp>      z1TestAverage.test_object_dtype.<locals>.<listcomp>r   c                 S   s   g | ]}t d qS rM   r   )r   _r=   r=   r>   r     r   r   r   )r7   r   rb   r   r
   r   r   )rc   rd   r   r=   r=   r>   test_object_dtype  s    zTestAverage.test_object_dtypec                 C   s4   t tddtddg}tt |tdd d S )NrM   rV   rU   rK   )r7   r   r   r   r   rm   r=   r=   r>    test_average_class_without_dtype  s    z,TestAverage.test_average_class_without_dtype)rt   ru   rv   rg   pytestmarkparametrizer   r   r   r   r   r   r   r=   r=   r=   r>   r   !  s    
,	r   c                   @   s   e Zd Zeg deg deg dgZeg deg deg dgZddd	Zd
d Zdd Z	dd Z
dd Zdd Zdd ZdS )
TestSelectr   r   rq   ro   	   )FFFFTFFFTr   c                    s<   g }t t|D ]& | fddt||D p2|g7 }q|S )Nc                    s    g | ]\}}|  r|  qS r=   r=   )r   VCmr=   r>   r     r   z&TestSelect._select.<locals>.<listcomp>)rb   lenzip)rc   Zcondvaluesdefaultoutputr=   r   r>   _select  s    $zTestSelect._selectc                 C   sL   | j }| j}tt||dd| j||dd tt|d tt|d d S )N   r  rU   )choices
conditionsr	   r-   r  r   r   rc   r  r	  r=   r=   r>   rg     s    zTestSelect.test_basicc                 C   sd   t dt g dg}dt dddg}tt||t d ttdgdgdgd	jd
 d S )NTr   rM      rI   rU   rI   rU   r   r  r   )	r7   r   r8   rr   r	   r-   ra   r   rB   rc   r	  r  r=   r=   r>   test_broadcasting  s    zTestSelect.test_broadcastingc                 C   s   t t| j| jdjtj dd | jD }t t| j|jtj tdddtj	ddg}t
|}t t|g|gd	d	d	tj	d	d	g d S )
N              ?c                 S   s   g | ]}| tjqS r=   )r   r7   int8)r   choicer=   r=   r>   r     r   z0TestSelect.test_return_dtype.<locals>.<listcomp>rM   rK   rU   rV   rq   r   )r   r-   r	  r  r   r7   rC   r  r   nanisnan)rc   r  dr   r=   r=   r>   test_return_dtype  s    
zTestSelect.test_return_dtypec                 C   s"   t ttg g d t ttg g  d S )N              @)r   r`   r-   r~   r=   r=   r>   test_deprecated_empty  s    z TestSelect.test_deprecated_emptyc                 C   sj   | j }| jd d  }|d tj|d< ttt|| |d tj|d< ttt|| ttt|| d S Nr   )	r  r	  r   r7   int_r   	TypeErrorr-   uint8r
  r=   r=   r>   test_non_bool_deprecation  s    z$TestSelect.test_non_bool_deprecationc                 C   s2   t dggd }t dggd }t|| d S )NFd   rM   )r7   r   r-   r  r=   r=   r>   test_many_arguments  s    zTestSelect.test_many_argumentsN)r   )rt   ru   rv   r7   r   r  r	  r  rg   r  r  r  r  r  r=   r=   r=   r>   r     s   
		r   c                   @   s^   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	e
jdddgdd ZdS )
TestInsertc                 C   sv  g d}t t|ddg d t t|ddg d t t|g dg dg d t t|dg dg d t t|g d	d
g d t t|tdd dd
g d t t|g dg dg d tjddgtjd}t t|d|d g d t t|g g | tjddR}tddt	 t t|tdgd d
g d t
|d jt	u  W d    n1 sh0    Y  d S )Nr   r   rM   )rM   rM   rK   rU   rU   )rM   rK   rU   rM   r   )rM   rM   rK   rU   rK   rU   )rM   r\   rU   r   )rM   r   rK   r   rU   r   r\   )r   rM   r   rK   r   rU   r\   rM   rU   r   )rM   ro   rK   rq   rU   r   r   r   r   r   Trecordalways rI   )rM   r   r   r   r   rK   rU   )r   r%   slicer7   r   r   warningscatch_warningsfilterwarningsFutureWarningr   category)rc   rd   r   r   r=   r=   r>   rg     s"    zTestInsert.test_basicc              
   C   s~  g dg}g dg dg}t t|ddgg d t t|dg ddd| t t|dddd| t t|ddddg dg tddgddgd	d	gg}tdd
d	d	d	}tj|d d ddf tdd
d	d	d	j|d d ddf fdd}t t|dgdgdgd	ggdd| t t|dgg ddd| t t|dg ddd| t t|ddgdgd	ggdd| td
dd}t t|d d d df d|d d df dd| t t|d dd d f d|dd d f dd| tdd}t t|d|d d d d d	f ddt|d|d d d d d	f dd t t|d|d d dd d f ddt|d|d d dd d f dd t	tj
t|d|d d dd d f d	d t	tj
t|d|d d dd d f dd tdd}t t|d|d d d d d	f ddt|d|d d d d d	f dd t t|d|d d dd d f ddt|d|d d dd d f dd d S )Nr   rJ   r   rM   r   rx   rK   )rM   rM   rK   rM   rU   rI   r      r   r\   rS   )r   r%   r7   r   r8   repeatrr   ZconcatenateTr   r|   )rc   rd   rr   r   r=   r=   r>   test_multidim  sN    
,$"22" " ((" " zTestInsert.test_multidimc                 C   s   t d}tt j  t|g ddd W d    n1 s<0    Y  tt  t|g ddd W d    n1 sv0    Y  d S )NrM   rK   r   rx   nonsense)r7   r   r   raisesr|   r%   r  rm   r=   r=   r>   test_0d,  s
    
.zTestInsert.test_0dc              	   C   s   G dd dt j}t d|}ttt |ddg| ttt |g g | ttt |ddgddg| ttt |tddddg| ttt |tdddg | t d|}ttt |ddg| d S )	Nc                   @   s   e Zd ZdS )z*TestInsert.test_subclass.<locals>.SubClassNr   r=   r=   r=   r>   SubClass4  s   r5  r   r   rM   rK   rS   r\   )	r7   r   r8   r   r   
isinstancer%   r&  r   rc   r5  rd   r=   r=   r>   test_subclass3  s     " zTestInsert.test_subclassc                 C   s<   t g d}t g d|g d t|t g d d S )Nr   rL   rT   )r7   r   r%   r   rc   r   r=   r=   r>   test_index_array_copied@  s    z"TestInsert.test_index_array_copiedc                 C   s   t jg dddgd}d}t |d|}t|d t j||jd dgd }t |ddg|}t|ddg t j||jd d S )	N))rM   rd   )rK   r   )rU   r   )foor   )bara1r   )rI   r  r   rK   rU   )r7   r   r%   r	   r   )rc   rd   valr   r=   r=   r>   test_structured_arrayE  s    

z TestInsert.test_structured_arrayc                 C   s   t t0 tg dtddgddg W d    n1 s@0    Y  t t, tg dtjg tdg  W d    n1 s0    Y  d S )NrL   r   r   r      r   )r   r3  
IndexErrorr7   r%   r   floatr~   r=   r=   r>   test_index_floatsO  s    >zTestInsert.test_index_floatsidxrI   r-  c                 C   sJ   t jtdd( tg d|gddg W d    n1 s<0    Y  d S )Nzout of boundsmatchrL   rU   rI   )r   r3  rA  r7   r%   )rc   rD  r=   r=   r>   test_index_out_of_boundsU  s    z#TestInsert.test_index_out_of_boundsN)rt   ru   rv   rg   r1  r4  r8  r:  r?  rC  r   r   r   rG  r=   r=   r=   r>   r    s   *
r  c                   @   s   e Zd Zdd ZdS )TestAmaxc                 C   sb   g d}t t|d g dg dg dg}t tj|ddg d t tj|d	dg d
 d S )NrU   rI   rV   r   rY   r         $@rU   r         "@rI   rK  r   ro   r   r   r   rx   )r   rK  rM  rM   )rM  rK  r   )r   r7   Zamaxr   r=   r=   r>   rg   ]  s    zTestAmax.test_basicNrt   ru   rv   rg   r=   r=   r=   r>   rH  [  s   rH  c                   @   s   e Zd Zdd ZdS )TestAminc                 C   sb   g d}t t|d g dg dg dg}t tj|ddg d t tj|d	dg d
 d S )NrI  g      rL  rN  rO  r   rx   )r   r   r   rM   )r   r   r   )r   r7   aminr   r=   r=   r>   rg   i  s    zTestAmin.test_basicNrP  r=   r=   r=   r>   rQ  g  s   rQ  c                   @   s   e Zd Zdd ZdS )TestPtpc                 C   s   t g d}t|jddd t g dg dg dg}t|jddg d t|jd	dg d
 t|jdddg dg t|jddddgg d S )NrI  r   rx         .@rL  rN  rO  )r         @rU  r\   )r   r   r   Tr   r]   r   )r7   r   r   Zptpr   r=   r=   r>   rg   u  s    
zTestPtp.test_basicNrP  r=   r=   r=   r>   rS  s  s   rS  c                   @   s   e Zd Zdd ZdS )
TestCumsumc              
   C   s   g d}g dg dg dg}t jt jt jt jt jt jt jt jt j	t j
f
D ]}t ||}t ||}t g d|}tt j|dd| t g dg dg d	g|}tt j|dd| t g d
g dg dg|}tt j|dd| qJd S )NrM   rK   r   r   rp   rV   rI   rM   rK   rU   rI   rV   rp   rq   r   r   rU   rI   rV   )rM   rU   rZ   r,     #   '   r   rx   )rp   ro   r   rZ   )   r         )rM   rU   rp   r   )rV   r   r`     )r   rZ         rM   )r7   r  r  int16uint16int32uint32r   r   	complex64
complex128r   r	   cumsum)rc   baba2ctyperd   a2tgtr=   r=   r>   rg     s$    zTestCumsum.test_basicNrP  r=   r=   r=   r>   rV    s   rV  c                   @   s   e Zd Zdd ZdS )TestProdc                 C   s   g d}g dg dg dg}t jt jt jt jt jt jt jt jfD ]}t 	||}t 	||}|dv rt
tt j| t
tt j|d qBt|jddd	 t|jddt 	g d
| t|jddt 	g d| qBd S )NrW  rX  rY  rZ  1r   rM   r   rx    g  rh   $   T      r\   )r,  b  X  )r7   rd  re  rf  rg  r   r   rh  ri  r   r   ArithmeticErrorprodr   r	   rc   rk  rl  rm  rd   rn  r=   r=   r>   rg     s"    zTestProd.test_basicNrP  r=   r=   r=   r>   rp    s   rp  c                   @   s   e Zd Zdd ZdS )TestCumprodc              	   C   s  g d}g dg dg dg}t jt jt jt jt jt jt jt jfD ]}t 	||}t 	||}|dv rt
tt j| t
tt j|d t
tt j| qBtt j|ddt 	g d	| tt j|d
dt 	g dg dg dg| tt j|ddt 	g dg dg dg| qBd S )NrW  rX  rY  rZ  rq  rM   r\   rx   )rM   rK   r@     i(  i  rs  r   )rV   r     ru  rt  )rM   rK   rp   r,  )rV   r[     rx  )r   r[  r   ry  )r7   rd  re  rf  rg  r   r   rh  ri  r   r   rz  Zcumprodr	   r|  r=   r=   r>   rg     s@    


zTestCumprod.test_basicNrP  r=   r=   r=   r>   r}    s   r}  c                   @   sL   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dS )TestDiffc                 C   s   g d}t g d}t g d}t ddg}tt|| tt|dd| tt|dd| g d	}t g d
}tt|| g d}t g d}t ddg}tt|| tt|dd| d S )N)rM   rI   rp   rq   r  )rU   rK   rM   rV   )r\   r\   rI   r   rV   rK   r;   rU   )皙?皙@r   gɿ皙)r  g?g	皙?)TTFFr   T)r7   r   r	   r   r
   )rc   r   outout2out3r=   r=   r>   rg     s    zTestDiff.test_basicc                 C   s   t d}d|d d dd dd d f< t d}d|d d dd dd d f< tt|t d tt|ddt d tt|ddt d	 tt|dd| tt|d
d| tt jt|dd tt jt|dd t dt j}tt	t| d S )N)r   r@  r[  rM   rK   )r      r[  r\   )r   r@     rx   r   )r   r@  r[  rS   rU   r-  gq?)
r7   r@   ra   r	   r   r   r|   r   r   r`   )rc   r   expr=   r=   r>   	test_axis  s    

zTestDiff.test_axisc                 C   s*  dt ddd }|d d d d dd f |d d d d d df  }|d d d d dd f |d d d d d df  }|dd d d d d f |d dd d d d f  }|dd d d d d f |d dd d d d f  }tt|| tt|dd| tt|dd	| tt|ddd
| d S )Nr@  r   r[  rM   r\   rK   r  r   rx   )r;   ry   )r   r	   r   )rc   r   Zout1r  r  Zout4r=   r=   r>   r     s    4444zTestDiff.test_ndc                    s   t td ttt dd  fddtddD }ddgdgg g g}tt dd u  tt||dd	D ]R\}\}}tt|t	j
u  t|| t|jt	j tt|tdt |  qld S )
NrU   r\   r  c                    s   g | ]}t  |d qS )r  )r   )r   r;   r   r=   r>   r     r   z#TestDiff.test_n.<locals>.<listcomp>rM   rV   r   start)listrb   r   r`   r   r   	enumerater  r   r7   r   r	   r   r   r  r   max)rc   r  expectedr;   r  r=   r  r>   test_n  s    
zTestDiff.test_nc                 C   s   t jddt jd}t jddgddt jdgddg}|t jg ddgd  t|ddD ],\}}t||d	}t|| t|j	|j	 qZd S )
Nz
1066-10-13z
1066-10-16r   rM   timedelta64[D]r   rU   r  r  )
r7   r8   Z
datetime64r   extendr  r   r	   r   r   )rc   r   r  r;   r  r  r=   r=   r>   
test_times  s    
zTestDiff.test_timesc                 C   s   t jddgddgddgddgd	d
ggddgddgddgddgddggd}t|}t|jdgdgdgdgdgg t|jdgdgdgdgdgg tt|t|u  t|dd}t|jg g g g g g t|jg g g g g g tt|t|u  d S )NrM   rK   rU   rI   rV   rp   rq   ro   r   r   FTmaskr  )r   r   r   r	   r<   r  r   r   )rc   r   r  r  r=   r=   r>   r8    s    $ zTestDiff.test_subclassc                 C   sN  t dd }tt|ddt d tt|dgdt d tt t j|dd| tt|ddgdt d t ddd}t j|ddd	}ddgddgg}t|| t j|ddgdggd	}t|| t j|ddd	}ddgddgg}t|| t j|dddggd	}t|| ttt j|t 	d
d tt j
t|ddd d S )NrV   rM   r   )prependr\   rp   rI   rK   )ry   r  rU   rU   rU   )r  ry   )r7   r8   r	   r   ra   rj  rr   r   r`   r@   r|   rc   r   resultr  r=   r=   r>   test_prepend  s$    



zTestDiff.test_prependc                 C   s<  t d}t|dd}g d}t|| t|dgd}t|| t|ddgd}|dg }t|| t ddd}t j|ddd}dd	gdd
gg}t|| t j|ddgdggd}t|| t j|ddd}ddgdd
gg}t|| t j|dddggd}t|| ttt j|t dd tt jt|ddd d S )NrV   r   )append)rM   rM   rM   rM   r-  rK   rI   rM   )ry   r  r\   rY   rS   r  rU   )r  ry   )	r7   r8   r   r	   rr   r   r`   r@   r|   r  r=   r=   r>   test_append7  s,    








zTestDiff.test_appendN)rt   ru   rv   rg   r  r   r  r  r8  r  r  r=   r=   r=   r>   r    s   r  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zejdedgdggdd Zdd ZdS )
TestDeletec                 C   s,   t d| _t ddddd| _d S )NrV   rK   rM   )r7   r8   rd   r.  rr   nd_ar~   r=   r=   r>   setup_methodV  s    zTestDelete.setup_methodc                 C   s   t | j|}t | j|dd}d| }tt|| j|f | j|d t|dd d df | jd|df }t|| jdd d df |d d S )NrM   rx   zDelete failed for obj: %r)err_msgr   )r   rd   r  r	   r.   )rc   indicesa_delnd_a_delmsgxorr=   r=   r>   _check_inverse_of_slicingZ  s    $z$TestDelete._check_inverse_of_slicingc                 C   sH   g d}g d}|D ].}|D ]$}|D ]}t |||}| | q$qqd S )N)rS   r   rM   rK   rI   rV   )rY   r\   rM   rU   )r&  r  )rc   ZlimsZstepsr  stopstepsr=   r=   r>   test_slicesc  s    zTestDelete.test_slicesc                 C   sX  |  tddgddgg tt t| jdg W d    n1 sJ0    Y  tt t| jdg W d    n1 s0    Y  |  g d |  g d tt t| jd W d    n1 s0    Y  tt t| jd	 W d    n1 s0    Y  tt" t| jd	gd
  W d    n1 sJ0    Y  d S )Nr   rM   rK   r  i)r   r\   rK   rK   )TFFTFTFrI   )	r  r7   r   r   r3  rA  r   rd   r`   r~   r=   r=   r>   
test_fancyl  s    ,,*,zTestDelete.test_fancyc                 C   s   |  d |  d d S )Nr   r-  )r  r~   r=   r=   r>   test_single  s    
zTestDelete.test_singlec                 C   s   t d}tt j t|g dd W d    n1 s:0    Y  tt t|g dd W d    n1 sr0    Y  d S )NrM   r   rx   r2  )r7   r   r   r3  r|   r   r  rm   r=   r=   r>   r4    s
    
,zTestDelete.test_0dc                 C   s   G dd dt j}| j|}ttt|d| ttt|g | ttt|ddg| ttt|tdd| ttt|tdd| d S )Nc                   @   s   e Zd ZdS )z*TestDelete.test_subclass.<locals>.SubClassNr   r=   r=   r=   r>   r5    s   r5  r   rM   rK   rS   )r7   r   rd   r   r   r6  r   r&  r7  r=   r=   r>   r8    s    zTestDelete.test_subclassc                 C   sR   t djdddd}t|tdd dd}t|jj|jj t|jj|jj d S )	Nr   rK   rV   r   r   <   rM   rx   )	r7   r8   rr   r   r&  r   r   r   r   )rc   r[   r   r=   r=   r>   test_array_order_preserve  s    z$TestDelete.test_array_order_preservec                 C   s   t t* tg dtddg W d    n1 s:0    Y  t t* tg dtjg td W d    n1 s~0    Y  d S )NrL   r   r   r   )r   r3  rA  r7   r   r   rB  r~   r=   r=   r>   rC    s    8zTestDelete.test_index_floatsindexerrM   c                 C   sX   t | jd}t | j|}t|| t | jddd}t | jtdgdd}t|| d S )NrM   rx   )r   rd   r   r  r7   r   )rc   r  Z	a_del_intr  Znd_a_del_intr  r=   r=   r>   test_single_item_array  s    
z!TestDelete.test_single_item_arrayc                 C   s$  t tdtdg}t|td td}tjdgtd}tjdgtd}t ||dd}t|| t ||dd}t||d d d df  tt, t td	tjdgt	d W d    n1 s0    Y  tt, t td	tjdgd
d W d    n1 s0    Y  d S )NrM   F)rU   rM   r   Tr\   rx   r   rK   zm8[ns])
r   r7   ra   r   r	   boolr   r3  rA  object)rc   resr   Z
false_maskZ	true_maskr=   r=   r>   test_single_item_array_non_int  s    

:z)TestDelete.test_single_item_array_non_intN)rt   ru   rv   r  r  r  r  r  r4  r8  r  rC  r   r   r   r7   r   r  r  r=   r=   r=   r>   r  T  s   		


	r  c                   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zejdejejejejgdd Zejdejejejejgdd Zejdejejejejgdd Zejdejejejejgdd  Zd!d" Zd#S )$TestGradientc                 C   sf   ddgddgg}t |}t ddgddggt ddgddggg}tt|| tt|| d S )NrM   rU   rI   r   r   r   r   )r7   r   r	   r!   rc   vr   dxr=   r=   r>   rg     s    
zTestGradient.test_basicc              	   C   s   t t d}g d}t ddd}tt dd tt dt d tt d| t|d t|t d t||| t||d t||dd ttd	t|t j	|gd d
dd d S )NrV   )r   r   r   rM        &@   r         ?rK   rM   rx   z.*scalars or 1dr\   )
r7   rj  ra   r8   rr   r!   r   r   r`   stack)rc   r  Z	dx_unevenf_2dr=   r=   r>   	test_args  s    
zTestGradient.test_argsc                 C   s   t ddd}t t d}ttt||t d ttt|dt d ttt|t dt d ttt|| ttt||dd ttt|||| ttt|ddd ttt|||dd ttt|dddd d S )Nr  rV   rK   rM   r]   rx   )	r7   r8   rr   rj  ra   r   r`   r!   r  )rc   r  r   r=   r=   r>   test_badargs  s    zTestGradient.test_badargsc                 C   sJ   t jg ddd}t jg ddd}tt|| t|jt dk d S )N)z
1910-08-16z
1910-08-11z
1910-08-10z
1910-08-12z
1910-10-12z
1910-12-12z
1912-12-12zdatetime64[D]r   )rJ  rY   r      =   i  i  r  r7   r   r	   r!   r   r   rc   r   r  r=   r=   r>   test_datetime64  s    zTestGradient.test_datetime64c                 C   s   t jjddgddggddgddggd}t|d }tt|t| t|j|ju t jd}t jj	|d< t j|dd	 t
|jg d
 d S )NrM   rU   rI   Fr  r   rV   rK   
edge_order)FFTFF)r7   r   r   r!   r   r   r   Z_maskr8   maskedr	   r  )rc   r   r  x2r=   r=   r>   test_masked  s    zTestGradient.test_maskedc                 C   s  t ddd}|d |d  }d|d  d|d   d|  }d|d  d|  d }t t j||dd	| d }tt |d
k dk t jd t t jd}d|d  d|d   d|  }d|d  d|  d }t t j||dd	| d }tt |d
k dk d S )Nr   rM   r   rK   rU   rI   rp   ro   r  gQ?T)	r7   linspaceabsr!   r   r   randomseedsort)rc   r   r  r   Z
analyticalZ	num_errorr=   r=   r>   test_second_order_accurate  s      z'TestGradient.test_second_order_accuratec                 C   s  t g d}t |d|dd }t g d}t d}t g dd}t g dd}t g d	d}t g d
d}d|fd|ffD ]\}}	t|dd|d}
t|||d|d}t|||d |d}t|
| t|| t|
d |	j t|
d |	 t|dd|d}
t||d|d}t	|
j
|j
k t||	j t|dd|d}
t||d|d}t	|
j
|j
k t||	 qd|fd|ffD ]\}}	t|||d|d}
t|||d |d}t|
| t|
d |	j t|
d |	 t||d|d}
t|
|	j t||d|d}
t|
|	 qt|||ddd}
t|||ddd}t|
d |d  t|
d |d  t|
d |j t|
d | t|||ddd}
t|||ddd}t|
d |d  t|
d |d  t|
d |j t|
d | d S )N)r   r   r   r   r   r   )rp   rM   r\   rM   )r         ?r   r   r   rU  r   )r   r  r   r   r  r   )      @r  r   r   r        )r   r   333333?r        ?r   )r   r   r  r  r  g      пrK   r   r]   )ry   r  r   r^   )r7   r   Ztilerr   r8   r!   r	   r
   r/  r   rB   )rc   fZx_unevenZx_evenZfdx_even_ord1Zfdx_even_ord2Zfdx_uneven_ord1Zfdx_uneven_ord2r  Zexp_resres1res2res3r=   r=   r>   test_spacing+  sl    



zTestGradient.test_spacingc                 C   s@  ddgddgg}t |}t ddgddggt ddgddggg}tt|dd	|d  tt|dd	|d  tt|d
d	|d  tt|dd	|d |d g tt|d d	|d |d g tt|d d	t| tt|dddd	|d d |d d g ttt|dddd	 tt jt|dd	 tt jt|dd	 d S )NrM   rU   rI   r   r   r   r   r   rx   r\   r^   rK   rY   )r7   r   r	   r!   r
   r   r  r|   r  r=   r=   r>   test_specific_axesk  s"    
zTestGradient.test_specific_axesc                 C   sJ   t jg ddd}t jg ddd}tt|| t|jt dk d S )N)rJ  rY   r   r  r  iA  ,  r  r   )rK   rq   rq   r     w   ir  r  r=   r=   r>   test_timedelta64  s    zTestGradient.test_timedelta64c                 C   sD   t jt jt jfD ].}t jg d|d}tt|jt |j qd S )Nr   r   )	r7   float16r   r   r   r   r!   r   r   )rc   dtr   r=   r=   r>   test_inexact_dtypes  s    z TestGradient.test_inexact_dtypesc                 C   s   t tddd t tddd ttt tddd ttt tddd ttt tddd ttt tddd ttt tddd d S )NrK   rM   r  rU   r   )r!   r7   r8   r   r`   r~   r=   r=   r>   test_values  s    zTestGradient.test_valuesf_dtypec                 C   s2   t jg d|d}t|}t|dgt|  d S )N)rV   rI   rU   rK   rM   r   r\   r7   r   r!   r	   r   )rc   r  r  gr=   r=   r>   test_f_decreasing_unsigned_int  s    z+TestGradient.test_f_decreasing_unsigned_intc                 C   sR   t |j}t ddg}t jd|g|d}t||}t||d d gd  d S )NrM   rU   r\   r   rK   )r7   iinfor  r   r!   r	   )rc   r  maxintr   r  dfdxr=   r=   r>   test_f_signed_int_big_jump  s
    
z'TestGradient.test_f_signed_int_big_jumpx_dtypec                 C   sB   t jg d|d}t g d}t||}t|dgt|  d S )Nr   r   r   rK   rI   rS   r  )rc   r  r   r  r  r=   r=   r>   test_x_decreasing_unsigned  s    
z'TestGradient.test_x_decreasing_unsignedc                 C   sX   t |j}t |j}t jd|g|d}t |d dg}t||}t|ddg d S )Nr\   r   rK   r   r  )r7   r  minr  r   r!   r	   )rc   r  Zminintr  r   r  r  r=   r=   r>   test_x_signed_int_big_jump  s    
z'TestGradient.test_x_signed_int_big_jumpc                 C   sD   t ddgddgf}t  r0t|tu s@J nt|tu s@J d S )NrM   rK   rU   )r7   r!   Z_using_numpy2_behaviorr   tupler  rc   r  r=   r=   r>   test_return_type  s    zTestGradient.test_return_typeN)rt   ru   rv   rg   r  r  r  r  r  r  r  r  r  r  r   r   r   r7   r  re  rg  Zuint64r  r  rd  rf  Zint64r  r  r  r  r=   r=   r=   r>   r    s8   @



r  c                   @   s   e Zd Zdd Zdd ZdS )	TestAnglec                 C   s   dt dd dt d d  dddddd	g}t|}t d
t ddt jd t jt j d t d
 t jt d
 g}t|dd}t |d t j }t||d t||d d S )N      ?      @rK   r   r  rM   r\                      ?      y            @r   r   r   T)degrw  r   )r7   sqrtr   arctanpir   r   )rc   r   r   ZyozZzor=   r=   r>   rg     s      zTestAngle.test_basicc                 C   s   t jddt dd d g}t jj|d< t jt ddt dg}t jj|d< t|}tt|t| t|j	|j	 t|| d S )Nr  rM   rK         ?      ?r   r   r   )
r7   r   r   r  r  r  r   r   r   r  )rc   r   r  r   r=   r=   r>   r8    s     zTestAngle.test_subclassN)rt   ru   rv   rg   r8  r=   r=   r=   r>   r    s   r  c                	   @   s   e Zd Zeg dZeeZee	Z
eeZdd Zdd Zdd Zdd	 Zd
d Zdd Zejdeg deg deg dgdd Zdd Zdd ZdS )TestTrimZeros)r   r   rM   r   rK   rU   rI   r   c                    s   d} fdd|D S )N)rd   r   r   r  c                 3   s   | ]}t  |V  qd S r6   )getattr)r   namer~   r=   r>   	<genexpr>  r   z'TestTrimZeros.values.<locals>.<genexpr>r=   )rc   Z
attr_namesr=   r~   r>   r    s    zTestTrimZeros.valuesc                 C   s6   t jdd }|  D ]}t|}t|||  qd S )NrK   r\   r7   s_r  r1   r	   rc   slcarrr  r=   r=   r>   rg     s    zTestTrimZeros.test_basicc                 C   s:   t jd d }|  D ]}t|dd}t|||  qd S )Nr\   r   Ztrimr  r	  r=   r=   r>   test_leading_skip  s    zTestTrimZeros.test_leading_skipc                 C   s:   t jdd  }|  D ]}t|dd}t|||  qd S )NrK   r   r  r  r	  r=   r=   r>   test_trailing_skip  s    z TestTrimZeros.test_trailing_skipc                 C   sZ   |   D ]L}tj||jd}t|dd}t|dks8J t|dd}t|dksJ qd S )Nr   Br  r   r  )r  r7   Z
zeros_liker   r1   r   )rc   Z_arrr  r  r  r=   r=   r>   test_all_zero  s    zTestTrimZeros.test_all_zeroc                 C   s    t d}t|}t|| d S r  )r7   r@   r1   r	   rc   r  r  r=   r=   r>   test_size_zero  s    
zTestTrimZeros.test_size_zeror  )r   l            r   )r   l            r   )r   l            r   c                 C   s(   t jdd }t|}t|||  d S )NrM   rK   )r7   r  r1   r	   )rc   r  r
  r  r=   r=   r>   test_overflow  s    zTestTrimZeros.test_overflowc                 C   s$   t g d}t|}t|| d S )N)NrM   N)r7   r   r1   r	   r  r=   r=   r>   test_no_trim  s    zTestTrimZeros.test_no_trimc                 C   s    t | j }t|tsJ d S r6   )r1   rd   tolistr6  r  r  r=   r=   r>   test_list_to_list"  s    zTestTrimZeros.test_list_to_listN)rt   ru   rv   r7   r   rd   r   rB  r   complexr   r  r  r  rg   r  r  r  r  r   r   r   r  r  r  r=   r=   r=   r>   r    s(   




r  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )
TestExtinsc                 C   s.   t g d}t|dk|}t|g d d S )N)rM   rU   rK   rM   rK   rU   rU   rM   )rU   rK   rK   rU   rU   )r7   r   r   r	   r   r=   r=   r>   rg   )  s    zTestExtins.test_basicc                    s   t ttg dddgddg tg d t g dg d t g d	 t td
g  t tdd t g dddg t g d tt	d fdd tddg t ddgd t ddg d S )Nr   TFr   rM   )rM   rI   rU   rK   rV   ro   rq   )r   rM   r   rM   r   rM   r   rK   rI   rp   )rM   rK   rU   rI   rV   rp   rq   rq   ro   )rM   r   rM   r   rM   r   rM   r   )ro   rK   r   rI   ro   rp   r   z!Cannot insert from an empty arrayc                      s   t  g dg S )N)r   r   r   r   r   rM   r   )r+   r=   rd   r=   r>   <lambda>=  r   z'TestExtins.test_place.<locals>.<lambda>Z12Z349)
r   r  r+   r7   r   r	   r@   r8   r   r`   r~   r=   r  r>   
test_place.  s    
zTestExtins.test_placec                 C   sH   t d}|dk}| }t||}t||d t||| t|| d S )Nr   r  r   )r   r   r   r+   r	   )rc   rd   r  acr   r=   r=   r>   	test_bothD  s    
zTestExtins.test_bothN)rt   ru   rv   rg   r  r  r=   r=   r=   r>   r  '  s   r  r   c                 C   s   |t |  S r6   mathfloorr   r   r=   r=   r>   _foo1P  s    r$  r   c                 C   s   |t |  | S r6   r   )r   r   r  r=   r=   r>   _foo2T  s    r%  c                   @   sd  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Zd7d8 Zd9d: Zd;d< Z d=d> Z!d?d@ Z"dAdB Z#dCdD Z$dEdF Z%dGdH Z&dIdJ Z'dKdL Z(dMdN Z)dOdP Z*dQdR Z+dSdT Z,dUdV Z-dWS )XTestVectorizec                 C   s4   dd }t |}|g dg d}t|g d d S )Nc                 S   s   | |kr| | S | | S d S r6   r=   rd   r   r=   r=   r>   addsubtract[  s    z.TestVectorize.test_simple.<locals>.addsubtractr   rU   rp   r   rM   rU   rV   rq   rM   rp   rM   rK   r4   r	   rc   r(  r  r0  r=   r=   r>   test_simpleZ  s    zTestVectorize.test_simplec                 C   s0   dd }t |}|g dd}t|g d d S )Nc                 S   s   | |kr| | S | | S d S r6   r=   r'  r=   r=   r>   r(  f  s    z.TestVectorize.test_scalar.<locals>.addsubtractr)  rV   )rV   ro   rM   rI   r,  r-  r=   r=   r>   test_scalare  s    zTestVectorize.test_scalarc                 C   s0   t ddd}tdd }||}t|| d S )NrY   rK   i'  c                 S   s   | S r6   r=   r  r=   r=   r>   r  r  r   z*TestVectorize.test_large.<locals>.<lambda>)r7   r  r4   r	   )rc   r   r  r   r=   r=   r>   
test_largep  s    zTestVectorize.test_largec                 C   sR   t tj}tddtj tjdtj dtj g}||}t|}t|| d S )Nr   r  r  rK   )r4   r!  cosr7   r   r   r   )rc   r  argsr1r2r=   r=   r>   
test_ufuncv  s
    
(
zTestVectorize.test_ufuncc                 C   sf   ddd}t |}tg d}||}tg d}t|| ||d}tg d}t|| d S )	NrM   c                 S   s   | | S r6   r=   r'  r=   r=   r>   r;    s    z(TestVectorize.test_keywords.<locals>.foor   r   rK   rT   )rM   r4   r7   r   r	   rc   r;  r  r2  r3  r4  r=   r=   r>   test_keywords}  s    


zTestVectorize.test_keywordsc                 C   s:   t ttgd}|tdd}|td}t|| d S Notypesr   r   r4   r$  rB  r7   r8   r	   rc   r  r3  r4  r=   r=   r>    test_keywords_with_otypes_order1  s    z.TestVectorize.test_keywords_with_otypes_order1c                 C   s:   t ttgd}|td}|tdd}t|| d S r9  r<  r=  r=   r=   r>    test_keywords_with_otypes_order2  s    z.TestVectorize.test_keywords_with_otypes_order2c                 C   sT   t ttgd}|td}|tddd}|td}t|| t|| d S )Nr:  r   r   r   r<  rc   r  r3  r4  Zr3r=   r=   r>    test_keywords_with_otypes_order3  s    
z.TestVectorize.test_keywords_with_otypes_order3c                 C   sd   t ttgd}|ddd}|ddd}|d}t|tddd t|tddd t|td d S )Nr:  $@r  )r  r\   r@  r4   r%  rB  r   rA  r=   r=   r>   +test_keywords_with_otypes_several_kwd_args1  s    z9TestVectorize.test_keywords_with_otypes_several_kwd_args1c                 C   sR   t ttgd}|dddd}|ddd}t|tdddd t|tddd d S )	Nr:  r  rC  r\   )r  r   r   rM   rK   rU   rD  r=  r=   r=   r>   +test_keywords_with_otypes_several_kwd_args2  s
    z9TestVectorize.test_keywords_with_otypes_several_kwd_args2c                 C   s4   dd l }zt|j W n ty.   t Y n0 d S r  )r  r4   	randrange	ExceptionAssertionError)rc   r  r=   r=   r>   test_keywords_no_func_code  s
    z(TestVectorize.test_keywords_no_func_codec                 C   s   ddd}t |}tg d}||d}tg d}t|| |d|d}t|| ||dd	}tg d
}t|| d S )NrM   c                 S   s   | | S r6   r=   r'  r=   r=   r>   r;    s    z5TestVectorize.test_keywords2_ticket_2100.<locals>.foor   r  r   )r   rd   rK   r   rT   )rM   r6  r7  r=   r=   r>   test_keywords2_ticket_2100  s    



z(TestVectorize.test_keywords2_ticket_2100c                 C   sr   dd }t j|ddgd}ddg}t||ddgg d	d
 t||ddgg d	d t||ddgg d	 d S )Nc                 S   s.   t |}|d}|r*||  |d }q|S r  )r  pop)r   p_pr  r=   r=   r>   	mypolyval  s
    
z;TestVectorize.test_keywords3_ticket_2100.<locals>.mypolyvalrN  rM   )excludedrU   rp   r   r   )r   rN  )rN  )r7   r4   r	   )rc   rP  ZvpolyvalZansr=   r=   r>   test_keywords3_ticket_2100  s    z(TestVectorize.test_keywords3_ticket_2100c                 C   s.   t dd }t|ddgddgdddg d S )	Nc                  [   s   d}| D ]}|| | 9 }q|S Nr   r=   )kwr  Z_kr=   r=   r>   r    s    z3TestVectorize.test_keywords4_ticket_2100.<locals>.frM   rK   rU   rI   r'  ro   r,  rc   r  r=   r=   r>   test_keywords4_ticket_2100  s    
z(TestVectorize.test_keywords4_ticket_2100c                 C   s,   t dd }t|ddgddgddg d S )Nc                  W   s
   t | S r6   )r7   r{  )r  r=   r=   r>   r    s    z3TestVectorize.test_keywords5_ticket_2100.<locals>.frM   rK   rU   rI   ro   r,  rU  r=   r=   r>   test_keywords5_ticket_2100  s    
z(TestVectorize.test_keywords5_ticket_2100c                 C   s    dd }t |}t| d d S )Nc                   S   s   dS NrM   r=   r=   r=   r=   r>   r;    s    z5TestVectorize.test_coverage1_ticket_2100.<locals>.foorM   r,  rc   r;  r  r=   r=   r>   test_coverage1_ticket_2100  s    z(TestVectorize.test_coverage1_ticket_2100c                 C   s>   dd }t |}t|j|j d}t ||d}t|j| d S )Nc                 S   s   | S )zOriginal documentationr=   r  r=   r=   r>   r;  	  s    z3TestVectorize.test_assigning_docstring.<locals>.foozProvided documentation)doc)r4   r   __doc__)rc   r;  r  r[  r=   r=   r>   test_assigning_docstring  s    z&TestVectorize.test_assigning_docstringc                 C   s`   G dd d}t t| jtdtdd  t t|j| tdtdd  d S )Nc                   @   s   e Zd ZdZdd ZdS )z9TestVectorize.test_UnboundMethod_ticket_1156.<locals>.FoorK   c                 S   s
   || j  S r6   rK  rm   r=   r=   r>   r<    s    z=TestVectorize.test_UnboundMethod_ticket_1156.<locals>.Foo.barN)rt   ru   rv   r   r<  r=   r=   r=   r>   Foo  s   r^  r   rK   )r	   r4   r<  r7   r8   )rc   r^  r=   r=   r>   test_UnboundMethod_ticket_1156  s    z,TestVectorize.test_UnboundMethod_ticket_1156c                 C   sl   t dd }|td}|tdd}t dd }|tdd}|td}t|| t|| d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r  #  r   z@TestVectorize.test_execution_order_ticket_1487.<locals>.<lambda>rU   r  c                 S   s   | S r6   r=   r  r=   r=   r>   r  &  r   )r4   r7   r8   r   )rc   f1Zres1aZres1bf2Zres2bZres2ar=   r=   r>    test_execution_order_ticket_1487!  s    
z.TestVectorize.test_execution_order_ticket_1487c                 C   s$   t dd }d}t||| d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r  .  r   z7TestVectorize.test_string_ticket_1892.<locals>.<lambda>Zd0123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789)r7   r4   r   )rc   r  r  r=   r=   r>   test_string_ticket_1892,  s    z%TestVectorize.test_string_ticket_1892c                    sN   dg t  fdd}d|_td}t||||  t d t| d S )Nr   c                    s    d  d7  < | d S )Nr   rM   rK   r=   r  Z_callsr=   r>   r  6  s    z#TestVectorize.test_cache.<locals>.fTrV   )r4   cacher7   r8   r	   r   r   rc   r  r   r=   rd  r>   
test_cache2  s    
zTestVectorize.test_cachec                 C   s0   t dd }d|_t d}t||| d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r  A  r   z+TestVectorize.test_otypes.<locals>.<lambda>r   rV   )r7   r4   r;  r8   r	   rf  r=   r=   r>   test_otypes@  s    
zTestVectorize.test_otypesc                 C   s  t tddgdgf t tddgdgf t tdddgdgf t tddgdgf t td	dgddgf t td
g ddgf t tddgdgf t tddgdgf t tdddgdgf t tddgdgf t tddgddgf t tdg ddgf tt td W d    n1 sV0    Y  tt td W d    n1 s0    Y  tt td W d    n1 s0    Y  d S )Nz(x)->()r  r=   z	(x,y)->()r#  z(x),(y)->()r@  z(x)->(y)z(x)->(y),()z(),(a,b,c),(d)->(d,e))r=   )rd   r   r   )r  )r  ez(x )->()z( x , y )->(  )z(x),( y) ->()z(  x)-> (y )  z (x)->( y),( )z*(  ), ( a,  b,c )  ,(  d)   ->   (d  ,  e)z
(x)(y)->()z	(x),(y)->z
((x))->(x))r   nfbZ_parse_gufunc_signaturer   r`   r~   r=   r=   r>   test_parse_gufunc_signatureF  sP    













*
*
z)TestVectorize.test_parse_gufunc_signaturec                 C   s8   dd }t |dd}|g dg d}t|g d d S )Nc                 S   s   | |kr| | S | | S d S r6   r=   r'  r=   r=   r>   r(  i  s    z8TestVectorize.test_signature_simple.<locals>.addsubtractz	(),()->()	signaturer)  r*  r+  r,  r-  r=   r=   r>   test_signature_simpleh  s    z#TestVectorize.test_signature_simplec                 C   s:   dd }t |dd}|ddgddgg}t|ddg d S )	Nc                 S   s   |   S r6   r   r  r=   r=   r>   r   t  s    z4TestVectorize.test_signature_mean_last.<locals>.meanz(n)->()rl  rM   rU   rK   rI   r,  )rc   r   r  r0  r=   r=   r>   test_signature_mean_lasts  s    z&TestVectorize.test_signature_mean_lastc                 C   sB   dd }t |dd}|ddgddgg}t|d	dgd	dgg d S )
Nc                 S   s   | |    S r6   ro  r  r=   r=   r>   center|  s    z3TestVectorize.test_signature_center.<locals>.center(n)->(n)rl  rM   rU   rK   rI   r\   r,  )rc   rq  r  r0  r=   r=   r>   test_signature_center{  s    z#TestVectorize.test_signature_centerc                 C   s^   t dd dd}|g d}tt|to2t|dk t|d g d t|d g d d S )	Nc                 S   s   | | fS r6   r=   r  r=   r=   r>   r    r   z:TestVectorize.test_signature_two_outputs.<locals>.<lambda>	()->(),()rl  r   rK   r   rM   )r4   r   r6  r  r   r	   rc   r  r0  r=   r=   r>   test_signature_two_outputs  s
    z(TestVectorize.test_signature_two_outputsc                 C   s   t tjdd}|ddgg d}t|g dg dg |ddgggg d}t|g dg dggg |ddgddggg d}t|g dg dgg dg dgg |ddgg dg dg}t|g dg dgg dg dgg d S )	Nz(a),(b)->(a,b)rl  rM   rK   r   r  r   r   )r4   r7   r:   r	   ru  r=   r=   r>   test_signature_outer  s    z"TestVectorize.test_signature_outerc                 C   sX   t dd dd}|g d}t|ddg |g dg dg}t|ddgdd	gg d S )
Nc                 S   s   | d d S Nr\   r=   r  r=   r=   r>   r    r   z<TestVectorize.test_signature_computed_size.<locals>.<lambda>z(n)->(m)rl  r   rM   rK   r   rU   r,  ru  r=   r=   r>   test_signature_computed_size  s
    z*TestVectorize.test_signature_computed_sizec                 C   sN   ddd}t |ddhd}t|g dg d t|g dd	d
g d d S )NrM   c                 S   s   | | S r6   r=   r'  r=   r=   r>   r;    s    z2TestVectorize.test_signature_excluded.<locals>.foo()->()r   )rm  rQ  r   r   r   rK  )rM   r,  rY  r=   r=   r>   test_signature_excluded  s    
z%TestVectorize.test_signature_excludedc                 C   sD   t dd ddgd}|g d}t|jtd t|g d d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r    r   z5TestVectorize.test_signature_otypes.<locals>.<lambda>rr  r   rm  r;  r   )r4   r   r   r7   r	   ru  r=   r=   r>   test_signature_otypes  s    z#TestVectorize.test_signature_otypesc                 C   s   t tjdd}ttd |ddg W d    n1 s:0    Y  ttd |dd W d    n1 sn0    Y  ttd" |ddgg d W d    n1 s0    Y  t tjd	d}ttd |dd W d    n1 s0    Y  d S )
Nz(n),(n)->(n)rl  zwrong number of positionalrM   rK   zdoes not have enough dimensions$inconsistent size for core dimensionr   rz  )r4   operatorr9   r   r  r`   rU  r=   r=   r>   test_signature_invalid_inputs  s    *(0z+TestVectorize.test_signature_invalid_inputsc                 C   s   t dd dd}ttd |g d W d    n1 s<0    Y  t dd dd}ttd	 |d
 W d    n1 s~0    Y  t dd dd}ttd	 |d
dg W d    n1 s0    Y  d S )Nc                 S   s   | d d S rx  r=   r  r=   r=   r>   r    r   z>TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>rr  rl  r~  r   c                 S   s   | S r6   r=   r  r=   r=   r>   r    r   rt  zwrong number of outputsrM   c                 S   s   | | fS r6   r=   r  r=   r=   r>   r    r   rz  rK   )r4   r   r`   rU  r=   r=   r>   test_signature_invalid_outputs  s    *&z,TestVectorize.test_signature_invalid_outputsc                 C   s^  t dd }t jddgtd}ttd || W d    n1 sH0    Y  d|_t||| t jdd d	d
}ttd || W d    n1 s0    Y  t jdd d	dd}t||| t jdd ddd}t||| t jdd dd
}t||j|j t jdd ddd}ttd || W d    n1 sP0    Y  d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r    r   z5TestVectorize.test_size_zero_output.<locals>.<lambda>r   rV   r   r;  r   c                 S   s   | S r6   r=   r  r=   r=   r>   r    r   rz  rl  c                 S   s   | S r6   r=   r  r=   r=   r>   r    r   r|  c                 S   s   | S r6   r=   r  r=   r=   r>   r    r   rr  c                 S   s   | S r6   r=   r  r=   r=   r>   r    r   c                 S   s   | gS r6   r=   r  r=   r=   r>   r    r   z()->(n)znew output dimensions)	r7   r4   r@   intr   r`   r;  r	   r/  rf  r=   r=   r>   test_size_zero_output  s$    &&z#TestVectorize.test_size_zero_outputc                 C   s   G dd dt j}t g dg dg dg|}t g dg dg dg|}t jt jd	d
}|||}tt|| t|g dg dg dg t dd }|||}tt|| t|||  d S )Nc                   @   s   e Zd ZdS )z/TestVectorize.test_subclasses.<locals>.subclassNr   r=   r=   r=   r>   r     s   r   )r   r   r   r!  )r   r   r   r   )r   r   r   )rU  r   rM  z(m,m),(m)->(m)rl  )r   r   r   )r   r   r   )rU  rM  r   c                 S   s   | | S r6   r=   r#  r=   r=   r>   r    r   z/TestVectorize.test_subclasses.<locals>.<lambda>)r7   r   r   r   r4   matmulr   r   )rc   r   r   r  Zmatvecr0  Zmultr=   r=   r>   r     s     
"

zTestVectorize.test_subclassesc                 C   s    t jdd }|jdksJ d S )Nc                 S   s   | | S r6   r=   r'  r=   r=   r>   ra     s    z#TestVectorize.test_name.<locals>.f2ra  )r7   r4   rt   )rc   ra  r=   r=   r>   	test_name  s    
zTestVectorize.test_namec                 C   s0   t dd }|g dg d}t|g d d S )Nc                 S   s   | |kr| | S | | S d S r6   r=   r'  r=   r=   r>   r(    s    z1TestVectorize.test_decorator.<locals>.addsubtractr)  r*  r+  r,  )rc   r(  r0  r=   r=   r>   test_decorator  s    
zTestVectorize.test_decoratorc                 C   s*   t dd }tjjdk r&|jdks&J d S )Nc                 S   s   | S )	Docstringr=   r  r=   r=   r>   r    s    z'TestVectorize.test_docstring.<locals>.frK   r  )r4   sysr   optimizer\  rU  r=   r=   r>   test_docstring  s    
zTestVectorize.test_docstringc                 C   s0   dd }t |d}t|}|ddks,J d S )Nc                 S   s   | | S r6   r=   r#  r=   r=   r>   r;    s    z'TestVectorize.test_partial.<locals>.foorU   rM   rI   )r   r7   r4   )rc   r;  r<  Zvbarr=   r=   r>   test_partial  s    

zTestVectorize.test_partialc                 C   sT   t ddgddd }|g d}t|jtd t|g d |jdksPJ d S )Nrr  r   r|  c                 S   s   | S r6   r=   r  r=   r=   r>   r  #  s    z8TestVectorize.test_signature_otypes_decorator.<locals>.fr   r  )r4   r   r   r7   r	   rt   ru  r=   r=   r>   test_signature_otypes_decorator"  s    
z-TestVectorize.test_signature_otypes_decoratorc                 C   s8   t t tjdd}W d    n1 s*0    Y  d S )NrU   )Zpyfuncr   r  r7   r4   rc   Ar=   r=   r>   test_bad_input,  s    
zTestVectorize.test_bad_inputc                 C   s>   t t" tddd }W d    n1 s00    Y  d S )Nstringc                   S   s   dS )Nr<  r=   r=   r=   r=   r>   r;  2  s    z+TestVectorize.test_no_keywords.<locals>.foor  )rc   r;  r=   r=   r>   test_no_keywords0  s    
zTestVectorize.test_no_keywordsc                 C   s0   t dd dg}|dg}t|jtd d S )Nc                 S   s   | S r6   r=   r  r=   r=   r>   r  :  r   z?TestVectorize.test_positional_regression_9477.<locals>.<lambda>r   rK   )r4   r   r   r7   ru  r=   r=   r>   test_positional_regression_94776  s    
z-TestVectorize.test_positional_regression_9477N).rt   ru   rv   r.  r/  r0  r5  r8  r>  r?  rB  rE  rF  rJ  rL  rR  rV  rW  rZ  r]  r_  rb  rc  rg  rh  rk  rn  rp  rs  rv  rw  ry  r{  r}  r  r  r  r   r  r  r  r  r  r  r  r  r=   r=   r=   r>   r&  X  sV   

"		
r&  c                   @   sL   e Zd ZG dd dZejje ddejddej	fdgdd	 Z
d
S )	TestLeaksc                   @   s$   e Zd ZdZdd Zedd ZdS )zTestLeaks.Ar@  c                 G   s   dS r  r=   rc   r2  r=   r=   r>   boundC  s    zTestLeaks.A.boundc                  G   s   dS r  r=   )r2  r=   r=   r>   unboundF  s    zTestLeaks.A.unboundN)rt   ru   rv   itersr  staticmethodr  r=   r=   r=   r>   r  @  s   r  Python lacks refcountsreasonz
name, incrr  )r  r   c           	      C   s   dd l }t| j|}|  zt|}t| jjD ]2}|  }t	t||dd|_
|
td}q4d }tt|||  tdD ]}|  qtt|| W |  n
|  0 d S )Nr   rM   r   rV   )gcr  r  disabler  getrefcountrb   r  r7   Z
frompyfuncr  r8   r   Zcollectenable)	rc   r  incrr  ZA_funcrefcountr   rd   r  r=   r=   r>   test_frompyfunc_leaksJ  s    

zTestLeaks.test_frompyfunc_leaksN)rt   ru   rv   r  r   r   skipifr   r   r  r  r=   r=   r=   r>   r  ?  s   
r  c                   @   sz   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zejjdddd ZdS )TestDigitizec                 C   s2   t dd}t dd}tt||t d d S )Nr  rV   rJ  r   r7   r8   r	   r   rc   r   binsr=   r=   r>   test_forwardj  s    zTestDigitize.test_forwardc                 C   s6   t ddd}t ddd}tt||t d d S )NrV   r  r\   rJ  r   r  r  r=   r=   r>   test_reverseo  s    zTestDigitize.test_reversec                 C   s:   t d}t| | d}ttt||dk d S )Nr   r   r   r7   r  r  r  r   r   r   )rc   r   binr=   r=   r>   test_randomt  s    zTestDigitize.test_randomc                 C   sF   g d}g d}g d}t t||| g d}t t||d| d S )N)rM   rV   rI   r   ro   r   r   )rM   rV   r   )rM   rK   rM   rU   rK   rU   r   )r   rM   rM   rK   rK   rU   r   T)r	   r   )rc   r   r  Zdefault_answerZright_answerr=   r=   r>   test_right_basicy  s    zTestDigitize.test_right_basicc                 C   s4   t dd}t dd}tt||dt d d S )Nr  rV   rI   Tr   r  r  r=   r=   r>   test_right_open  s    zTestDigitize.test_right_openc                 C   s8   t ddd}t ddd}tt||dt d d S )NrV   r  r\   rI   Tr   r  r  r=   r=   r>   test_right_open_reverse  s    z$TestDigitize.test_right_open_reversec                 C   s<   t d}t| | d}ttt||ddk d S )Nr   Tr  r  r=   r=   r>   test_right_open_random  s    z#TestDigitize.test_right_open_randomc                 C   s   g d}g d}t t||dg d t t||dg d g d}t t||dg d t t||dg d	 g d
}t t||dg d t t||dg d g d}ttt|| g d}ttt|| d S )N)r\   r   rM   rK   r   F)r   rK   rU   rU   T)r   r   rK   rU   r   )rU   rK   r   r   )rU   rU   rK   r   r   )r   r   rI   rI   )r   r   r   rI   r   )rM   rM   r   rM   )r	   r   r   r`   r  r=   r=   r>   test_monotonic  s    zTestDigitize.test_monotonicc                 C   s:   g d}g d}t tt|| || }}t tt|| d S )N)rM   rK   y      @      ?r   )r   r  r   r  r=   r=   r>   test_casting_error  s
    
zTestDigitize.test_casting_errorc                 C   sh   G dd dt j}t d|}t dd|}ttt||d|  ttt||d|  d S )Nc                   @   s   e Zd ZdS )z(TestDigitize.test_return_type.<locals>.ANr   r=   r=   r=   r>   r    s   r  rV   rM   rU   FT)r7   r   r8   r   r   r6  r   )rc   r  rd   r   r=   r=   r>   r    s
    zTestDigitize.test_return_typec                 C   s&   d}t t||d |d gd d S Nl          rM   r   r7   r   r9  r=   r=   r>   test_large_integers_increasing  s    z+TestDigitize.test_large_integers_increasingz8gh-11022: np.core.multiarray._monoticity loses precisionr  c                 C   s&   d}t t||d |d gd d S r  r  r9  r=   r=   r>   test_large_integers_decreasing  s    z+TestDigitize.test_large_integers_decreasingN)rt   ru   rv   r  r  r  r  r  r  r  r  r  r  r  r   r   xfailr  r=   r=   r=   r>   r  h  s   	r  c                   @   s   e Zd Zdd Zdd ZdS )
TestUnwrapc                 C   sH   t tdddtj  gddg tttttdd tjk  d S )NrM   rK   r   r  )r	   r2   r7   r   r   r   r   r   r~   r=   r=   r>   r.    s     zTestUnwrap.test_simplec                 C   s   t tddgddddg tttttdd dddk  tg d}t|d}t t|dd| tg d	}t|d
}t|d
d}t |g d t|d
dd}t |g d	 |j	|j	ksJ d S )NrM   i     periodrK   r     )r   K         r  )r   r  r  r  r  i     )r   r  r  r  r  rw     )r  Zdiscont)
r	   r2   r   r7   r   r   r   r   modr   )rc   Z
simple_seqZwrap_seqZ
uneven_seqZwrap_unevenZ
no_discontZ
sm_discontr=   r=   r>   test_period  s    &zTestUnwrap.test_periodN)rt   ru   rv   r.  r  r=   r=   r=   r>   r    s   r  r   O
AllIntegerFloatM)r   rM   r   c                   @   sf   e Zd ZeeddddZeeddddZeeddddZeeddd	d
ZeeddddZ	dS )TestFilterwindowsN)r   r  returnc                 C   s   t j||dd }t|}|dkr*t j}nt |jt j}|j|ksHJ t|t| |dk rpt|t g  n0|dkrt|t 	d nt
t j|dddd d S )	Nr   r=   r  rM   r   rx         @rI   )r7   r   r#   r   r   r   r   r    r	   ra   r
   r   rc   r   r  Zscalarr   Z	ref_dtyper=   r=   r>   test_hanning  s    zTestFilterwindows.test_hanningc                 C   s   t j||dd }t|}|dkr*t j}nt |jt j}|j|ksHJ t|t| |dk rpt|t g  n0|dkrt|t 	d nt
t j|dddd d S )	Nr   r=   r  rM   r   rx   g(\@rI   )r7   r   r"   r   r   r   r   r    r	   ra   r
   r   r  r=   r=   r>   test_hamming  s    zTestFilterwindows.test_hammingc                 C   s   t j||dd }t|}|dkr*t j}nt |jt j}|j|ksHJ t|t| |dk rpt|t g  n0|dkrt|t 	d nt
t j|dddd d S )	Nr   r=   r  rM   r   rx   g^)@rI   )r7   r   r   r   r   r   r   r    r	   ra   r
   r   r  r=   r=   r>   test_bartlett  s    zTestFilterwindows.test_bartlettc                 C   s   t j||dd }t|}|dkr*t j}nt |jt j}|j|ksHJ t|t| |dk rpt|t g  n0|dkrt|t 	d nt
t j|dddd d S )	Nr   r=   r  rM   r   rx   g=
ףp=@rI   )r7   r   r   r   r   r   r   r    r	   ra   r
   r   r  r=   r=   r>   test_blackman  s    zTestFilterwindows.test_blackmanc                 C   s   t j||dd }t|d}|dkr,t j}nt |jt j}|j|ksJJ t|t| |dk rrt|t g  n0|dkrt|t 	d nt
t j|dddd d S )	Nr   r=   r   r  rM   rx   r   r  )r7   r   r'   r   r   r   r   r    r	   ra   r
   r   r  r=   r=   r>   test_kaiser2  s    
zTestFilterwindows.test_kaiser)
rt   ru   rv   strr  r  r  r  r  r  r=   r=   r=   r>   r    s
   r  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )	TestTrapzc                 C   sH   t ddd}tt d|d  t dt j  dd}t|dd d S )	Nr   r  r  rK   )r  rM   rq   )r7   r8   r0   r  r  r   r
   )rc   r   r0  r=   r=   r>   r.  J  s    *zTestTrapz.test_simplec                 C   s&  t ddd}t ddd}t ddd}t ||d |d   }|d  d  < |d  d  < t ||d |d   }|d  d  < |d  d  < t ||d |d   }|d  d  < |d  d  < |d d d d f |d d d d f  |d d d d f  }||d d d d f  jdd}||d d d d f  jdd}	||d d d d f  jdd}
t||d d d d f dd	}t|| t||d d d d f dd	}t||	 t||d d d d f dd	}t||
 t||dd	}t|| t||dd	}t||	 t||dd	}t||
 d S )
Nr   rM   rU   rK   ro   rZ   r\   rx   )r   ry   )r7   r  Z	ones_liker   r0   r
   )rc   r   r   r  ZwxZwyZwzqZqxZqyZqzr0  r=   r=   r>   	test_ndimP  s8    6




zTestTrapz.test_ndimc                 C   s   t d}|| }|dk}t jj||d}d}tt||| t jj||d}tt||| t jj||d}tt||| d S )NrV   rK   r  g      *@)r7   r8   r   r   r
   r0   )rc   r   r   r  Zymr0  Zxmr=   r=   r>   r  u  s    
zTestTrapz.test_maskedN)rt   ru   rv   r.  r  r  r=   r=   r=   r>   r  H  s   %r  c                   @   s   e Zd Zdd Zdd ZdS )TestSincc                 C   s6   t tddk ttddd}t|t|d d S )Nr   rM   r\   r  rq   )r   r/   r7   r  r   r    rc   r   r=   r=   r>   r.    s    zTestSinc.test_simplec                 C   sF   ddg}t t|}t t|}t t|}t|| t|| d S )Nr   r  )r/   r7   r   r  r  r	   )rc   r   r   r   r   r=   r=   r>   test_array_like  s    
zTestSinc.test_array_likeN)rt   ru   rv   r.  r  r=   r=   r=   r>   r    s   r  c                   @   s   e Zd Zdd ZdS )
TestUniquec                 C   s   t g d}tt t|g dk ttt g dt dgk g d}tt t|g dk t g d}tt t|g dk d S )	N)	rI   rU   rK   rM   rM   rK   rU   rI   r   )r   rM   rK   rU   rI   )rM   rM   rM   rM   rM   rM   )widgethamr;  r<  r;  r  )r<  r;  r  r  )      @      @r        ?      $@r   r  )r  r  r  r   )r7   r   r   r   r3   r9  r=   r=   r>   r.    s    "zTestUnique.test_simpleNrt   ru   rv   r.  r=   r=   r=   r>   r    s   r  c                   @   s   e Zd Zdd Zdd ZdS )TestCheckFinitec                 C   sP   g d}ddt jg}ddt jg}t j| ttt jj| ttt jj| d S )Nr   rM   rK   )r7   infr  libasarray_chkfiniter   r`   r   r=   r=   r>   r.    s    zTestCheckFinite.test_simplec                 C   s0   g d}t jj|dt jd}t|jt jk d S )Nr   r   )r   r   )r7   r  r  r   r   r   rm   r=   r=   r>   test_dtype_order  s    z TestCheckFinite.test_dtype_orderN)rt   ru   rv   r.  r  r=   r=   r=   r>   r    s   r  c                	   @   s   e Zd Zeg dg dg dgZeg dg dg dgZeg dg dg d	gZeg d
g dg dg dg dg dgZdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zejd ejejejejgd!d" Zd#S )$TestCorrCoef)g^?g.{<?g$,?)g4?gp)?gJG?)gY?g?gވ0v?)gة?gBFU?g G)t?)g3TB?gL\?gA?)g>
?gqFE`?g5?)r   ޛ?r@)r  r   p]4?)r  r  r   )r   r  r  ?'L?(8?4V}?)r  r   r  w{,H5?jS,?)r  r  r   )h?5#A?)r  r  r  r   toBC,)r  r  r  r  r   @02v?)r  r  r  r  r  r   c                 C   s*   t tg dg dddgddgg d S )Nr   )rM   r   rM   r         )r
   r7   r   r~   r=   r=   r>   test_non_array  s    zTestCorrCoef.test_non_arrayc                 C   sd   t | j}t|| j ttt|dk t | j| j}t|| j	 ttt|dk d S rS  )
r   r  r
   r  r   r7   r   r  r  r  )rc   Ztgt1Ztgt2r=   r=   r>   r.    s    
zTestCorrCoef.test_simplec                 C   s   t  }td ttt| jdd |t tt| jdd| j	 tt| j| j
dd| j tt| jdd| j	 tt| j| j
dd| j W d    n1 s0    Y  d S )Nr$  r\   ZddofrU   )r   r'  simplefilterr   DeprecationWarningr   r  filterr
   r  r  r  rc   supr=   r=   r>   	test_ddof  s    

zTestCorrCoef.test_ddofc                 C   s|   t  b}td ttt| j| jdd ttt| jdd |t t	t| jdd| j
 W d    n1 sn0    Y  d S )Nr$  rM   r   )Zbias)r   r'  r  r   r  r   r  r  r  r
   r  r  r=   r=   r>   	test_bias  s    

zTestCorrCoef.test_biasc                 C   sZ   t g dg dg}t|}t ddgddgg}t|| tt t |dk d S Nr   r  y               @r  r   r  r  )r7   r   r   r   r   r   r  )rc   r   r  ro  r=   r=   r>   test_complex  s
    
zTestCorrCoef.test_complexc                 C   sH   t g dg}t g dg}tt ||t ddgddgg d S r  )r7   r   r   r   rc   r   r   r=   r=   r>   test_xy  s    zTestCorrCoef.test_xyc                 C   s   t jdd t dt tttg tj tttg 	ddtg 	dd tttg 	ddttjtjgtjtjgg W d    n1 s0    Y  d S NTr"  r$  r   rK   )
r'  r(  r  RuntimeWarningr	   r   r7   r   r  rr   r~   r=   r=   r>   
test_empty  s    zTestCorrCoef.test_emptyc                 C   s|   ddgddgg}t jdd t|}W d    n1 s:0    Y  t|t ddgddgg tt t |dk d S )Ng0.++g}Ô%ITraise)r   r   r  )r7   Zerrstater   r   r   r   r   r  )rc   r   r   r=   r=   r>   test_extreme	  s
    &zTestCorrCoef.test_extreme	test_typec                 C   s*   | j |}t||d}||jks&J d S Nr   )r  r   r   r   )rc   r	  Zcast_Ar  r=   r=   r>   test_corrcoef_dtype	  s    z TestCorrCoef.test_corrcoef_dtypeN)rt   ru   rv   r7   r   r  r  r  r  r  r.  r  r  r  r  r  r  r   r   r   halfsingledouble
longdoubler  r=   r=   r=   r>   r    sJ   	
	r  c                   @   s\  e Zd ZeddgddgddggjZeddgddggZejg dddZeg dZ	ed	gdgdgdgdgd
ggjZ
eddgddggZejdejdZeg dZeddgddggZedZeg dZdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zd%d& Zejd'ej ej!ej"ej#gd(d) Z$d*S )+TestCovr   rK   rM   r   r  )r   r   r   )ndmin)rM   rI   rM   r   r   皙?gٿrU   r   )r   r   r   gUUUUUU?gUUUUUU)g&S:?go_?g#~j?gZӼ?gQ|?c                 C   s   t t| j| j d S r6   )r   r   x1r  r~   r=   r=   r>   rg   	  s    zTestCov.test_basicc                 C   sV   t g dg dg}t ddgddgg}tt|| tt|t dd| d S )Nr   r   r   r  r  rU   aweights)r7   r   r   r   ra   )rc   r   r  r=   r=   r>   r  	  s    zTestCov.test_complexc                 C   sF   t g dg}t g dg}tt||t ddgddgg d S r  )r7   r   r   r   r  r=   r=   r>   r  %	  s    zTestCov.test_xyc                 C   s   t jdd t dt tttg tj tttg 	ddtg 	dd tttg 	ddttjtjgtjtjgg W d    n1 s0    Y  d S r  )
r'  r(  r  r  r	   r   r7   r   r  rr   r~   r=   r=   r>   r  *	  s    zTestCov.test_emptyc                 C   sn   t jddN t dt tt| jddttj	tj	 gtj	 tj	gg W d    n1 s`0    Y  d S )NTr"  r$  rV   r  )
r'  r(  r  r  r	   r   r  r7   r   r  r~   r=   r=   r>   test_wrong_ddof3	  s    zTestCov.test_wrong_ddofc                 C   sJ   t t| jt| jdd tg d}t t| j|t| j|dd d S )NF)Zrowvar)g+?g4@?g&S?go_?gJ4?)r   r   x3r7   r   rc   r   r=   r=   r>   test_1D_rowvar:	  s    zTestCov.test_1D_rowvarc                 C   s$   t t| jddtj| jdd d S )NrM   r  )r   r   r  r7   varr~   r=   r=   r>   test_1D_variance?	  s    zTestCov.test_1D_variancec                 C   s   t t| j| jdt| j t t| j| jd| j t t| j| jd| j | jd }t	t
t| j|d tjdtjd}t	tt| j|d tjdtjd}t	tt| j|d dtjdtjd }t	tt| j|d d S )N)fweightsr  rK   rU   r   rK   r\   rU   )r   r   r  frequencies
x2_repeatsr  r  unit_frequenciesr  r   r  r7   ra   r  RuntimeErrorr`   )rc   Znonintr  r=   r=   r>   test_fweightsB	  s"    
zTestCov.test_fweightsc                 C   s   t t| j| jd| j t t| jd| j dt| j| jd t t| j| jd| j td}t	t
t| j|d td}t	t
t| j|d dtd }t	tt| j|d d S )Nr  r   r  rK   r  rU   )r   r   r  r   r  unit_weightsr  r7   ra   r   r!  r`   r  r=   r=   r>   test_aweightsR	  s    

zTestCov.test_aweightsc                 C   s   t t| j| j| jdt| j t t| j| j| jd| j t t| j| j| jd| j	 t t| j| j| j
d| j t t| j| jd| j
 dt| j| j
d t t| j| j| jd| j	 d S )N)r  r  r   r  )r   r   r  r  r#  r  r  r  r   r  r   r  r~   r=   r=   r>   test_unit_fweights_and_aweights^	  s<    z'TestCov.test_unit_fweights_and_aweightsr	  c                 C   s*   | j |}t||d}||jks&J d S r
  )r  r   r   r   )rc   r	  Zcast_x1r  r=   r=   r>   test_cov_dtyper	  s    zTestCov.test_cov_dtypeN)%rt   ru   rv   r7   r   r/  r  r  r  r  r  r  ra   r  r   r   r  r#  r  rg   r  r  r  r  r  r  r"  r$  r%  r   r   r   r  r  r  r  r&  r=   r=   r=   r>   r  	  s.   $
	r  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )Test_I0c              
   C   s   t tdtd tg d}tg d}t t|| t t| | tddgddgd	d
gddgddgg}t t|tddgddgddgddgddgg tdg}t|jd ttdgtdg d S )Nr  gǒ#?)gC7?gmM?g3a,?g$WV?ۏ?rK  )gֿN^?gE ?g閡1?g%m? ?gDn@g>@v?guͥ?gVX˳?gua&?gB-sJ?g-^?g_V?gX.?gVaX?gj?gp?g~-@?gD/b?gݦ?g,Y1ؔ?g[!?gQL?gWsU+?g@?gfxw?r   r   r   )r
   r$   r7   r   r   rB   r	   )rc   r  r  r  Zi0_0r=   r=   r>   r.  {	  s4    

zTest_I0.test_simplec                    sV   t d G  fddd}tt | |s2J t  }t | }t|| d S )NrI   c                       s   e Zd Z jZdd ZdS )z*Test_I0.test_non_array.<locals>.array_likec                 S   s   | S r6   r=   )rc   r  r=   r=   r>   __array_wrap__	  s    z9Test_I0.test_non_array.<locals>.array_like.__array_wrap__N)rt   ru   rv   Z__array_interface__r(  r=   r  r=   r>   
array_like	  s   r)  )r7   r8   r6  r  r$   r	   )rc   r)  r  r  r=   r  r>   r  	  s    

zTest_I0.test_non_arrayc                 C   sH   t ddg}tjtdd t|}W d    n1 s:0    Y  d S )Nr   y      ?       @z#i0 not supported for complex valuesrE  )r7   r   r   r3  r  r$   )rc   rd   r  r=   r=   r>   r  	  s    zTest_I0.test_complexN)rt   ru   rv   r.  r  r  r=   r=   r=   r>   r'  y	  s   r'  c                   @   s   e Zd Zdd Zdd ZdS )
TestKaiserc                 C   s|   t ttdd ttddtg  ttddtddg ttddtg d ttddtg d	 d S )
NrM   r   r   rK    oF?rV   )r+  vT=?r   r,  r+  gg?)?YJ?r   r.  r-  )r   r7   isfiniter'   r
   r   r~   r=   r=   r>   r.  	  s    



zTestKaiser.test_simplec                 C   s   t dd d S )NrU   rI   )r'   r~   r=   r=   r>   test_int_beta	  s    zTestKaiser.test_int_betaN)rt   ru   rv   r.  r0  r=   r=   r=   r>   r*  	  s   r*  c                   @   s   e Zd Zdd ZdS )	TestMsortc              	   C   st   t g dg dg dg}tjtdd6 tt|t g dg dg dg W d    n1 sf0    Y  d S )	N)\?bCQ?הs?)w?kl?*dta?)ӯ?6H?ܘC?zmsort is deprecatedrE  )r5  r6  r:  )r2  r9  r4  )r8  r3  r7  )r7   r   r   Zwarnsr  r
   r)   r  r=   r=   r>   r.  	  s    

zTestMsort.test_simpleNr  r=   r=   r=   r>   r1  	  s   r1  c                   @   sd   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd ZdS )TestMeshgridc              	   C   sj   t g dg d\}}t|tg dg dg dg dg t|tg dg dg dg dg d S )Nr   rI   rV   rp   rq   r   )rV   rV   rV   )rp   rp   rp   )rq   rq   rq   r(   r	   r7   r   rc   XYr=   r=   r>   r.  	  s    zTestMeshgrid.test_simplec                 C   s&   t g d\}t|tg d d S )NrX  r=  )rc   r?  r=   r=   r>   test_single_input	  s    zTestMeshgrid.test_single_inputc                 C   s*   g }t g t|  t g t|ddi d S )Nr   F)r	   r(   r  r=   r=   r>   test_no_input	  s    zTestMeshgrid.test_no_inputc                 C   s   g d}g d}t ||dd\}}t|tg dg dg dg t|tg dg dg dg dd	g}tt ||d
 jdk tt ||ddd
 jdk tt |||d
 jdk tt |||ddd
 jdk ttt ||dd d S )Nr   r<  ijZindexingr   )rK   rK   rK   rK   )rU   rU   rU   rU   ro   r   r   r  rU   rI   )rI   rU   rK   )rU   rI   rK   Znotvalid)r(   r	   r7   r   r   rB   r   r`   )rc   r   r   r?  r@  r  r=   r=   r>   test_indexing	  s"    zTestMeshgrid.test_indexingc                 C   sT   t g dg ddd\}}t|tg dg t|tdgdgdgdgg d S )	Nr   r<  TsparserI   rV   rp   rq   r=  r>  r=   r=   r>   test_sparse	  s    zTestMeshgrid.test_sparsec                 C   s   t ttg dg ddd d S )Nr   r<  rC  )r  )r   r  r(   r~   r=   r=   r>   test_invalid_arguments	  s    z#TestMeshgrid.test_invalid_argumentsc                 C   s   t jddt jd}t jddt jd}t ||\}}t|j|jk t|j|jk t j||dd\}}t|j|jk t|j|jk t j||dd\}}t|j|jk t|j|jk d S )Nr   r   r   r@  T)r   rG  )r7   r8   r   r   r(   r   r   )rc   r   r   r?  r@  r=   r=   r>   r  
  s    zTestMeshgrid.test_return_typec                 C   sr   t ddg}t ddg}t j||ddd\}}d|dd d f< t|dd d f d t|d	d d f | d S )
Nr  r  gffffff
@g@FT)rH  r   r   rM   )r7   r   r(   r   )rc   r?  r@  r   r   r=   r=   r>   test_writeback
  s    zTestMeshgrid.test_writebackc                 C   sh   t jdd tddD  \}}}}}d}t|j| t|j| t|j| t|j| t|j| d S )Nc                 s   s   | ]}d g| V  qdS )r   Nr=   r   r   r=   r=   r>   r  '
  r   z-TestMeshgrid.test_nd_shape.<locals>.<genexpr>rM   rp   )rK   rM   rU   rI   rV   )r7   r(   rb   r   rB   )rc   rd   r   r   r  ri  Zexpected_shaper=   r=   r>   test_nd_shape&
  s    $zTestMeshgrid.test_nd_shapec                 C   sp   t dgddgg d\}}}t|g dgg dgg t|g dgg dgg t|g dgg dgg d S )Nr   rM   rK   rT   r   r   rJ   r7   r(   r   r   r=   r=   r>   test_nd_values/
  s    zTestMeshgrid.test_nd_valuesc                 C   sn   t jdgddgg ddd\}}}t|g dg dgg t|g dg d	gg t|g dg dgg d S )
Nr   rM   rK   rT   rC  rD  r   r   rJ   rN  r   r=   r=   r>   test_nd_indexing5
  s    "zTestMeshgrid.test_nd_indexingN)rt   ru   rv   r.  rA  rB  rF  rI  rJ  r  rK  rM  rO  rP  r=   r=   r=   r>   r;  	  s   
	r;  c                   @   sT   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd ZdS )TestPiecewisec                 C   s4  t ddgddgdg}t|ddg t ddgddggdg}t|ddg t ddgtddgdg}t|ddg t ddgtddgdg}t|ddg t ddgtddggdg}t|ddg t ddgddggdd g}t|ddg ttdt ddgddggg  ttdt ddgddggg d	 d S )
Nr   TFrM   c                 S   s   dS rx  r=   r  r=   r=   r>   r  S
  r   z+TestPiecewise.test_simple.<locals>.<lambda>r\   z1 or 2 functions are expectedr   )r*   r	   r7   r   r   r`   r9  r=   r=   r>   r.  >
  s$    zTestPiecewise.test_simplec                 C   s2   t ddgddgddggddg}t|ddg d S )NrM   rK   TFrU   rI   r*   r	   r9  r=   r=   r>   test_two_conditions[
  s     z!TestPiecewise.test_two_conditionsc                 C   s"   t dg dg d}t|d d S )NrU   )TFF)rI   rK   r   rI   )r*   r   r9  r=   r=   r>   $test_scalar_domains_three_conditions_
  s    z2TestPiecewise.test_scalar_domains_three_conditionsc                 C   sN   t ddgddgdg}t|ddg t ddgddgddg}t|ddg d S )NrM   rK   TFr   rU   rR  r9  r=   r=   r>   test_defaultc
  s    zTestPiecewise.test_defaultc                 C   s   t d}t||dkddg}t|jdk t|dk d}t|ddgddg}t|jdk t|dk t|g dg d	}t|d d S )
NrU   rI   r   rV   TFrM   r   r   )r7   r   r*   r   r   r	   r  r=   r=   r>   r4  l
  s    
zTestPiecewise.test_0dc                 C   s   d}t ||dk|dkgddg}t|d d}t ||dk|dk|dk |dkgg d}t|d ttdt ||dk|dkgdg ttdt ||dk|dkgg d	 d S )
NrU   rI   r   rV   r   rK   z2 or 3 functions are expectedrM   r   )r*   r   r	   r   r`   r  r=   r=   r>   test_0d_comparison{
  s    
*
z TestPiecewise.test_0d_comparisonc                 C   s8   t d}t |dk}t||gddg}t|d d S )NrU   rM   rK   )r7   r   r*   r   )rc   r   r   r   r=   r=   r>   test_0d_0d_condition
  s    
z"TestPiecewise.test_0d_0d_conditionc                 C   sR   t g dg dg}t||dk |dkgg d}t|t g dg dg d S )N)g      g      r  )r  r  r  r   rK   r   )r  r  r  )r   r   r   )r7   r   r*   r	   r  r=   r=   r>   test_multidimensional_extrafunc
  s    
z-TestPiecewise.test_multidimensional_extrafuncc                 C   s^   G dd dt j}t d|}t||dk |dkgg d}tt|| t|g d d S )Nc                   @   s   e Zd ZdS )z/TestPiecewise.test_subclasses.<locals>.subclassNr   r=   r=   r=   r>   r   
  s   r   r   r   rI   )r  r   r   )r  r  r   r   r   )r7   r   r8   r   r*   r   r   )rc   r   r   r0  r=   r=   r>   r   
  s
    zTestPiecewise.test_subclassesN)rt   ru   rv   r.  rS  rT  rU  r4  rV  rW  rX  r   r=   r=   r=   r>   rQ  <
  s   	rQ  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zejje dddd Zejdddggdgdd ZdS )TestBincountc                 C   s$   t t d}t|t d d S )NrI   )r7   bincountr8   r	   ra   r  r=   r=   r>   r.  
  s    zTestBincount.test_simplec                 C   s,   t t g d}t|t g d d S )N)rM   rV   rK   rI   rM   )r   rK   rM   r   rM   rM   )r7   rZ  r   r	   r  r=   r=   r>   test_simple2
  s    zTestBincount.test_simple2c                 C   s2   t d}t g d}t ||}t|| d S )NrI   )皙?333333?r  r  )r7   r8   r   rZ  r	   rc   r   r   r   r=   r=   r>   test_simple_weight
  s    
zTestBincount.test_simple_weightc                 C   s@   t g d}t g d}t ||}t|t g d d S )NrM   rK   rI   rV   rK   r\  r]  r  r  r\  )r   r\  r  r   r  r  r7   r   rZ  r	   r^  r=   r=   r>   test_simple_weight2
  s    z TestBincount.test_simple_weight2c                 C   sV   t g d}t j|dd}t|t g d g }t j|dd}t|t g  d S )N)r   rM   r   rM   rM   rU   Z	minlength)rK   rU   r   r   rb  r  r=   r=   r>   test_with_minlength
  s    z TestBincount.test_with_minlengthc                 C   sV   t g d}t j|dd}t|t g d t j|dd}t|t g d d S )N)r   rM   rM   rK   rK   rU   rU   rK   rd  )rM   rK   rK   rK   r   rb  r  r=   r=   r>   )test_with_minlength_smaller_than_maxvalue
  s
    z6TestBincount.test_with_minlength_smaller_than_maxvaluec                 C   sB   t g d}t g d}t ||d}t|t g d d S )Nr`  ra  ro   )r   r\  r  r   r  r  r   r   rb  r^  r=   r=   r>   test_with_minlength_and_weights
  s    z,TestBincount.test_with_minlength_and_weightsc                 C   s&   t jg td}t |}t|| d S r
  )r7   r   r  rZ  r	   r  r=   r=   r>   r  
  s    
zTestBincount.test_emptyc                 C   s4   t jg td}t j|dd}t|t jdtd d S )Nr   rV   rd  )r7   r   r  rZ  r	   r@   r  r=   r=   r>   test_empty_with_minlength
  s    z&TestBincount.test_empty_with_minlengthc                    sl   t jg td ttd fdd ttd fdd t d ttd fdd ttd fd	d d S )
Nr   z"'str' object cannot be interpretedc                      s   t j ddS Nfoobarrd  r7   rZ  r=   r  r=   r>   r  
  r   z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>zmust not be negativec                      s   t j ddS Nr\   rd  rk  r=   r  r=   r>   r  
  r   rV   c                      s   t j ddS ri  rk  r=   r  r=   r>   r  
  r   c                      s   t j ddS rl  rk  r=   r  r=   r>   r  
  r   )r7   r   r  r   r  r`   r8   r~   r=   r  r>   test_with_incorrect_minlength
  s$    




z*TestBincount.test_with_incorrect_minlengthr  r  c                 C   s   t ttj}t ttj}tdD ]}tg d q,tt ttj| tt ttj| tdD ]}tg dg d qxtt ttj| tt ttj| d S )Nr   r   r   )	r  r  r7   r   Zintpr  rb   rZ  r   )rc   Zintp_refcountZdouble_refcountjr=   r=   r>   test_dtype_reference_leaks
  s    z'TestBincount.test_dtype_reference_leaksvalsrK   c                 C   sr   t |}tt t | W d    n1 s20    Y  tt t | W d    n1 sd0    Y  d S r6   )r7   asarrayr   r`   rZ  )rc   rp  Zvals_arrr=   r=   r>   test_error_not_1d
  s
    

(
zTestBincount.test_error_not_1dN)rt   ru   rv   r.  r[  r_  rc  re  rf  rg  r  rh  rm  r   r   r  r   ro  r   rr  r=   r=   r=   r>   rY  
  s   
rY  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zej	dd dd dd dd gg dddd Z
dd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zd&S )'
TestInterpc                 C   st   t ttdg g  t ttddgddg t ttdddgddgdd t ttdg g dd t ttddgddgdd d S )Nr   rM   rK   r  h  )r   r`   r&   r~   r=   r=   r>   test_exceptions  s
    zTestInterp.test_exceptionsc                 C   sB   t ddd}t ddd}t ddd}tt |||| d S )Nr   rM   rV   rh   )r7   r  r
   r&   rc   r   r   x0r=   r=   r>   rg   	  s    zTestInterp.test_basicc           
      C   s  t ddD ]}tj|tjd}tj|tjd}tjdd|d |gtjd}|d d d }t|||}t|||}tjg dtd}|d d d }	t|| t||	 t|||dd}t|||dd}tjg dtd}|d d d }	t|| t||	 t|||d	d
}t|||d	d
}tjg dtd}|d d d }	t|| t||	 t|||dd	d}t|||dd	d}tjg dtd}|d d d }	t|| t||	 q
d S )NrM   r   r   r\   r   r   left)r   rM   rM   rM   rK   right)rM   rM   rM   rK   )ry  r{  )r   rM   rM   rK   )	rb   r7   r8   r  ra   r   r&   rB  r   )
rc   sizexpZypZincptsZdecptsZincresZdecresZinctgtZdectgtr=   r=   r>   test_right_left_behavior  s:    






z#TestInterp.test_right_left_behaviorc                 C   s   t ddd}t ddd}d}tt |||| d}tt |||| t d}tt |||| t d}tt |||| t j}tt |||| d S )Nr   rM   rV   r]  )r7   r  r
   r&   r   r   r  rv  r=   r=   r>   test_scalar_interpolation_point5  s    

z*TestInterp.test_scalar_interpolation_pointc                 C   st   g d}g d}ddt jdg}tt |||ddt jt jdg ddt jdg}tt |||ddt jt jdg d S )NrM   rK   r  rU   rI   rX  rM   rK   rI   )r7   r  r
   r&   r  )rc   r   r}  fpr=   r=   r>    test_non_finite_behavior_exact_xC  s    "z+TestInterp.test_non_finite_behavior_exact_xc                 C   s
   t | S r6   )r7   Zfloat_r  r=   r=   r>   r  L  r   zTestInterp.<lambda>c                 C   s
   t | dS r  rG   r  r=   r=   r>   r  M  r   c                 C   s
   t d| S r  r  r  r=   r=   r>   r  N  r   c                 C   s   t | t| dS )NrS   )rG   r7   multiplyr  r=   r=   r>   r  O  r   )rD   zcomplex-realzcomplex-imagzcomplex-both)paramsZidsc                 C   s   |j S )z( scale function used by the below tests )param)rc   requestr=   r=   r>   scK  s    zTestInterp.scc                 C   s   t tdtjdg|ddg|tj t tddtjg|ddg|tj t tdddg|tjdg|tj t tdddg|dtjg|tj dS )z test that nans are propagated r  rM   r   r   N)r   r7   r&   r  rc   r  r=   r=   r>   test_non_finite_any_nanZ  s    (((z"TestInterp.test_non_finite_any_nanc                 C   s   t tdtj tj
 g|ddg|tj t tdddg|tj tj
 g|tj t tdddg|tj
 tj g|tj t tdtj tj
 g|ddg|d dS )z2 Test that interp between opposite infs gives nan r  r   r   rM   Nr   r7   r&   r  r  r  r=   r=   r>   test_non_finite_infa  s    ...zTestInterp.test_non_finite_infc                 C   st  t tdtj dg|tj dg|tj t tdtj dg|tj
 dg|tj t tdtj dg|dtj g|tj t tdtj dg|dtj
 g|tj t tddtj
 g|tj dg|tj t tddtj
 g|tj
 dg|tj t tddtj
 g|dtj g|tj t tddtj
 g|dtj
 g|tj dS )z@ Test that interp where both axes have a bound at inf gives nan r  rM   r   r   Nr  r  r=   r=   r>   test_non_finite_half_inf_xfj  s    .......z&TestInterp.test_non_finite_half_inf_xfc                 C   s   t tdtj tj g|ddg|d t tdtj dg|ddg|d t tddtj
 g|ddg|d t tdtj
 tj
 g|ddg|d dS )z1 Test interp where the x axis has a bound at inf r  r   r   rM   Nr   r7   r&   r  r  r=   r=   r>   test_non_finite_half_inf_xu  s    ,((z%TestInterp.test_non_finite_half_inf_xc                 C   s  t tdddg|dtj g|tj  t tdddg|dtj
 g|tj
  t tdddg|tj dg|tj  t tdddg|tj
 dg|tj
  t tdddg|tj tj g|tj  t tdddg|tj
 tj
 g|tj
  dS )z1 Test interp where the f axis has a bound at inf r  r   rM   r   Nr  r  r=   r=   r>   test_non_finite_half_inf_f|  s    ,,,,0z%TestInterp.test_non_finite_half_inf_fc           	      C   s  t ddd}t ddddt ddd d  }d}|d| d  }tt |||| d}d}tt j||||d| d	}d}tt j||||d
| g d}g d}ddt jdg}ddt jd t jdg}tt |||| g d}g d}g d}g d}tt j|||dd| d S )Nr   rM   rV   r  r]  r\          @      @rx  r   rz  r  rX         @      ?rI   y              ?iLiViG   r  rJ  r   im     iBi^  i)      @      ?y      $@       @      @      @y      @      @)y      @      ?r  y     !@      ?y      @      ?r  y      
@      
@y      @      @y      @      @rt  r  )r7   r  r
   r&   r  )	rc   r   r   rw  Zy0ry  r{  r}  r  r=   r=   r>   test_complex_interp  s*    $zTestInterp.test_complex_interpc                 C   s   t ddd}t ddd}t d}tt |||| t g d}t g d}t t d||}t|d tt|t j t jt d||dd	}t|d
 tt|t j d S )Nr   rM   rV   r]  r  )rM   r\   rM   r  rI   r  r  )	r7   r  r   r
   r&   r   r   r6  r   )rc   r   r   rw  r}  r  r   r=   r=   r>   )test_zero_dimensional_interpolation_point  s    


z4TestInterp.test_zero_dimensional_interpolation_pointc                 C   s2   t ddd}t |}tt t j||d d S )Nr   r   g-C6?r   )r7   r8   sinr
   r&   r   )rc   r}  r  r=   r=   r>   test_if_len_x_is_small  s    
z!TestInterp.test_if_len_x_is_smallc                 C   s   g d}g d}g d}g d}t tj|||dd| tj|ddd	d
}tj|ddd	d
}t tj|||dd| d S )Nr  r  )rV   r   rU   rI   )g      @r        !@g      @r   g      
@      @g      @rt  r  r   r   rK   r\   r   )r
   r7   r&   r   rr   )rc   r   r}  r  r   r=   r=   r>   r    s    zTestInterp.test_periodN)rt   ru   rv   ru  rg   r~  r  r  r   Zfixturer  r  r  r  r  r  r  r  r  r  r=   r=   r=   r>   rs     s.   &
		rs  c                   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zej	
dejd dd Zdd ejd D ejejfejejfejejfejejfedejfg Zej	
ddgeej	
ddgg ddd Zejd ejd  d Zej	
dedd Zej	
dedd Zej	
dedd Zd d! Zd"d# Zd$d% Zd&d' Zd(d) Zd*d+ Zd,d- Zd.d/ Z d0d1 Z!d2d3 Z"d4d5 Z#d6d7 Z$d8d9 Z%d:d; Z&ej	
d<d=d>d=ggej	j
d?g d@dAdBdC Z'dDdE Z(dFdG Z)dHdI Z*dJdK Z+ej	
ddLdMgej	
dNg dOdPdQ Z,dRS )STestPercentilec                 C   s~   t dd }tt |dd tt |dd tt |dd t j|d	< tt |dt j tt j|dd
dt j d S )Nro   r  r   r   r  r  rh   r   rM   nearestmethod)r7   r8   r   
percentiler  r9  r=   r=   r>   rg     s    
zTestPercentile.test_basicc                 C   s   dd t dD }t|td}t|td tt|t t|td}t|tdd tt|t t|td}t|tdd	 tt|t t|tdg}t|ttdd	g tt|tj d S )
Nc                 S   s   g | ]}t |d qS rK   r   rL  r=   r=   r>   r     r   z0TestPercentile.test_fraction.<locals>.<listcomp>ro   r   r  rq   rK   rh   rI   )rb   r7   r  r   r   r   r   r   )rc   r   rN  r=   r=   r>   test_fraction  s    zTestPercentile.test_fractionc                 C   sR   t d}t |dd d d t |dd d dd t d}t |dd |dd d S )NrV   Flinearr   )r7   ra   r  )rc   r  or=   r=   r>   test_api  s
    

zTestPercentile.test_apic                 C   sj   t jg ddd}ttt j|d t jg ddd}ttt j|d t jg ddd}ttt j|d d S N)y      ?      @y @      ?y?ffffff@Gr   r  Dr   )r7   r   r   r  r  rc   Zarr_cr=   r=   r>   r    s    zTestPercentile.test_complexc                 C   sF   t g dg dg dg dg dg}tt j|dddg d d S )Nr   )rI   rI   rU   rh   r   rx   )r7   r   r	   r  r9  r=   r=   r>   test_2D  s    
zTestPercentile.test_2Dr   r  c                 C   sP   t jdt jdddg|d}t j|ddd}t j|t j t j|j|j d S )NrT       A@      D@      I@r   r  r  )r7   rq  ZNANr  testingr   r   )rc   r   r  r  r=   r=   r>   test_linear_nan_1D  s    z!TestPercentile.test_linear_nan_1Dc                 C   s   g | ]}|t jfqS r=   )r7   r   )r   Zint_typer=   r=   r>   r     s   zTestPercentile.<listcomp>r  r  input_dtypeexpected_dtyper  r  )	)inverted_cdfr@  )averaged_inverted_cdf     ;@)closest_observationr@  )interpolated_inverted_cdfr@  )hazenr  )weibull   )r  r  )median_unbiasedra  )normal_unbiasedg      ;@c                 C   s   t |}t  dkr$t |t j}t jg d|d}t j|d|d}t j||	|d |dv r|dkrt j
t |jt j qt j
t |jt | nt j
t |jt | d S )	Nlegacy)rT  g      4@r  r  r  r   r  r  r_  )r  r  r  )r7   r   Z_get_promotion_stateZpromote_typesr   rq  r  r  r
   r   r   )rc   r  r  r  r  r  r   r=   r=   r>   test_linear_interpolation
  s"    
z(TestPercentile.test_linear_interpolationc                 C   sD   t tjtjd|ddddd t tjtjd|ddddd d S )	Nr   r   rh   lowerr  rI   higherrV   r   r7   r  r8   rc   r   r=   r=   r>   test_lower_higher1  s    z TestPercentile.test_lower_higherc                 C   s   t tjtjd|ddddd t tjtjd|dd d	ddd
 t tjtjd|ddddd t tjtjd|dd	ddd
 d S )Nr   r   3   midpointr  r  r   rM   rh   rV   r         @r  r  r=   r=   r>   test_midpoint8  s(    zTestPercentile.test_midpointc                 C   sD   t tjtjd|ddddd t tjtjd|ddddd d S )	Nr   r   r  r  r  rV   1   rI   r  r  r=   r=   r>   test_nearestC  s    zTestPercentile.test_nearestc                 C   sL   t jd}t |d}t j||  t |d}t j||  d S )NrV   r  r   )r7   r  r   r  r  r   r  r  )rc   r  r   r=   r=   r>   'test_linear_interpolation_extrapolationJ  s
    z6TestPercentile.test_linear_interpolation_extrapolationc                 C   s,   t dd }tt |g dg d d S )Nro   r  )r   r  rh   )r   r  r   )r7   r8   r   r  r9  r=   r=   r>   test_sequenceS  s    zTestPercentile.test_sequencec                 C   s  t ddd}tt |dg d g dg dg dg}tt j|dd	d
| g dg dg dg}tt j|ddd
t |j t ddddd}tt |djd tt |djd tt j|dd	d
jd tt j|ddd
jd tt j|ddd
jd tt j|ddd
jd tt j|ddd
jd tt j|dddjd tt j|dddjd tt j|dd	ddjd tt j|ddddjd tt j|ddddjd tt j|ddddjd tt j|ddddjd d S )Nr  rU   rI   )r  rh   r  )g      @r  r  )rK   rU   rI   rV   r<  )ro   r   r   r   r   rx   )      ?r  rU   )      @r  rq   )r  r   r   rM   rt  rV   rp   r  rh   r  )r  rh   r  rU   )rK   rI   rV   rp   )rK   rU   rV   rp   rK   )rK   rU   rI   rp   )rU   rU   rV   rp   r  r  ry   r  )r7   r8   rr   r   r  r   r/  rB   )rc   r   r0r3  r=   r=   r>   r  W  sf    

zTestPercentile.test_axisc                 C   s  t ddd}tt |dd tt t |d t g d}tt j|ddd| tt j|dddj|j t g d	}t	t j|dd
d| tt j|dd
dj|j t 
d
}tt j|d|dd t|d t 
d}tt j|dd|d| t|| t 
d}tt j|dd
|d| t|| t ddd}tt j|dddd tt t |d t g d}t j|dddd}t|| t|j|j t g d}t j|ddd
d}t	|| t|j|j t j
d|jd}t j|dd|d}t|d t|d t j
d|jd}t j|ddd|d}t|| t|| t j
d|jd}t j|ddd
|d}t|| t|| d S )Nr  rU   rI   rh   r  r   r   r   rU  r   rx   r  r  r   rM   r  ry   r  r  r  r   )r  ry   )r   r   rM  r=   r   r  r  rV   r  ry   r  )r7   r8   rr   r   r  r   isscalarr   rB   r
   emptyr   )rc   r   r  r3  r  Zc0c1r   r=   r=   r>   test_scalar_q{  sR    












zTestPercentile.test_scalar_qc                 C   s   t ttjddgddd t ttjdgd t ttjdgd t ttjdgttddg  t ttjdgttdd	g  d S )
NrM   rK   8   rj  r  e   r\   rh   r  )r   r`   r7   r  r  rb   r~   r=   r=   r>   test_exception  s     zTestPercentile.test_exceptionc                 C   s   t tg ddd d S )Nr   r   rM   )r   r7   r  r~   r=   r=   r>   test_percentile_list  s    z#TestPercentile.test_percentile_listc                 C   s  t g d}t d}d}t j|||d tt ||| t g dg dg}t d}t j||d|d tt j||dd| t d	}t j||d
|d tt j||d
d| t ddd}t g dg dg}t d}tt j|dd|d| t|| t g dg dg}t d}tt j|dd
|d| t|| t g dg dg}t jd|jd}t j|ddd|d}t|| t|| t g dg dg}t jd|jd}t j|ddd
|d}t|| t|| d S )Nr   r  r  r   r  r   r  rx   rU   rK   rM   r  rU   rI   )r   r   r   r   r  )rK   rI   r  )r  r  r  r  r  r   rM   rK   rU   r<  r   r  r  )r   rI   ro   )rM   rV   r   )	r7   r   r@   r  r   r8   rr   r  r   )rc   r   r   rN  r  r  r3  r   r=   r=   r>   test_percentile_out  sB    










z"TestPercentile.test_percentile_outc                 C   s  t ddddd}tt j|dddjd tt j|dddjd	 tt j|dddjd
 tt j|dddjd tt j|dddjd tt j|dddjd
 tt j|dddjd	 tt j|dddjd tt j|ddddjd
 tt j|ddddjd
 tt t j|ddgddjd tt t j|ddgddjd tt t j|ddgddjd tt t j|ddgddjd d S )Nrc  r   rM   rK   rh   r   rx   )rM   rK   rM   )r   rK   rM   )r   rM   rM   rU   )r   rM   rK   r\   rS   rY   r-  r  r  r   )rK   rM   rK   rM   )rK   r   rK   rM   )rK   r   rM   rM   )rK   r   rM   rK   )r7   r8   rr   r	   r  rB   r   rc   r  r=   r=   r>   test_percentile_empty_dim  s>    z(TestPercentile.test_percentile_empty_dimc                 C   sh   t g d}t j|dgdd t|t g d t g d}t |dg t|t g d d S )NrK   rU   rI   rM   rh   Foverwrite_inputr7   r   r  r   rm   r=   r=   r>   test_percentile_no_overwrite  s    z+TestPercentile.test_percentile_no_overwritec                 C   s   t jdddd}t jt d|dd t|t jdddd t jdddd }t jt d|dd t|t jdddd  d S )Nr         Y@rV   )numr  r  )r7   r  r  r8   r	   r  )rc   rN  r=   r=   r>   test_no_p_overwrite  s    z"TestPercentile.test_no_p_overwritec                 C   s^   t g d}t j|dgdd}t|t dg t jg ddgdd}t|t dg d S )Nr  rh   Tr  r  r  r   r=   r=   r>   test_percentile_overwrite  s
    z(TestPercentile.test_percentile_overwritec              
   C   s  t jjdd}t |gd }tt j|dddt |d t |dd}tt j|dd	dt |d |dd
 }tt j|dddt |d |dd
 }tt j|ddgddt j|ddgd d tt j|ddgddt j|ddgdd t 	d
d}t j|  tt j|dddd t |d d d d d d df  d tt j|ddgddd d d
f t |d d d d d
d d f  ddg tt j|dddd t |d d d d dd d f  d tt j|dddd t |dd d d d d d f  d tt j|dddd t |dd
d d d d f  d tt j|dddd t |dd d d d d
f  d tt j|dddd t |dd d dd d f  d d S )NG      r|  r   r[  r]   rx   r\   r   rl   rM   rj   r  r  rL   r     rU   rV   rq   r   Z   r   rM   rU   rU   rM   r-  rK   rU   rM   rK   r  rK   rM   rM   rS   rM   rU   rP   )r7   r  normaldstackr   r  moveaxisr   r   r8   rr   shuffleravelflattenrc   r  r   r  r=   r=   r>   test_extended_axis  sJ    & *&&"""z!TestPercentile.test_extended_axisc                 C   s   t d}tt jt j|ddd tt jt j|ddd tt jt j|ddd tt jt j|ddd ttt j|ddd ttt j|d	dd ttt j|d
dd d S )Nr  rJ  r  )ry   r  r   rJ  rI   r   rI   rR   )r\   r\   )rU   r\   )r7   ra   r   r|   r  r`   r  r=   r=   r>   test_extended_axis_invalid4  s    
z)TestPercentile.test_extended_axis_invalidc                 C   s   t d}tt j|dd ddjd tt j|ddddjd tt j|ddddjd	 tt j|dd
ddjd tt j|ddddjd tt j|ddddjd tt j|ddgdddjd tt j|ddgdddjd d S )Nr  rq   Tr   r   r]   rM   rM   rq   r   r{   rM   rV   rq   rM   r   rU   rM   rq   r   r  )r   r  rM   rM   rq   rM   rM   )rK   rM   rM   rq   rM   )rK   rM   rV   rq   rM   )r7   ra   r   r  rB   r  r=   r=   r>   test_keepdims?  s:    
zTestPercentile.test_keepdimsr  rq   rM   ry   NrM   r   r]   )rY   r\   argnamesZ	argvaluesc                    s   t d|d u rdj }n*t|j t fddtjD }t || }t |}t j||d|d}||u sJ t	|j| d S )Nr  r   c                 3   s$   | ]}| v rd nj | V  qdS rM   NrB   rL  Z	axis_normr  r=   r>   r  d  s   z3TestPercentile.test_keepdims_out.<locals>.<genexpr>Try   r   r  )
r7   ra   r   r5   r  rb   rB   r  r  r   )rc   r  ry   	shape_outr  r  r=   r  r>   test_keepdims_outS  s    

z TestPercentile.test_keepdims_outc                 C   s   t d}t d}tt j|dd|d| tt j|ddd|d| t d}tt j|dd|d| tt j|ddd|d| t d	}tt j|d
|d| tt j|d
d|d| d S )NrI   rE  r   r  r  r  r  rM   r=   rK   )r7   r@   ra   r   r  rc   r  r  r=   r=   r>   test_outm  s    



zTestPercentile.test_outc              	   C   s  t jdd t ddt td}td}tj|d< ttj	|dd|d	| ttj	|ddd
|d| td}ttj	|dd|d	| ttj	|ddd
|d| td}ttj	|d|d	| ttj	|dd
|d| W d    n1 s0    Y  d S )NTr"  r$  r%  r  rE  r  r   r  r  r  r  rM   r=   )
r'  r(  r)  r  r7   r@   ra   r  r   r  r  r=   r=   r>   test_out_nanz  s&    




zTestPercentile.test_out_nanc                 C   s:  t jdtd}t j|d< tt |dt j tt j|dddt j tt j|ddgddt t jgd  t jdtdddd	}t j|d
< t j|d< tt |dt j tt |djd t t jdtdddd	dd}t j|d< t j|d< tt |dd| t t jdtdddd	ddgd}t j|d d ddf< t j|d d ddf< tt |ddgd| t t jdtdddd	dd}t j|d< t j|d< tt |dd| t t jdtdddd	ddgd}t j|d d ddf< t j|d d ddf< tt |ddgd| t t jdtdddd	dd}t j|d< t j|d< tt |dd| t t jdtdddd	ddgd}t j|d d df< t j|d d df< tt |ddgd| t jt jdtdddd	ddgddd}t j|d d df< t j|d d df< tt j|ddgddd| d S )Nr,  r   rK   r]  r   rx   g333333?rU   rI   r   rM   rM   rK   r  rk   rM   r  rQ   r  r  )	r7   r8   rB  r  r   r  r   rr   r   r   r=   r=   r>   test_nan_behavior  sl    


"

"




z TestPercentile.test_nan_behaviorc                 C   s   t jtdd" tg dtj W d    n1 s60    Y  t jtdd$ tg dtjg W d    n1 sx0    Y  tddd}tj|d< t jtdd  tg d| W d    n1 s0    Y  d S )NzPercentiles must be inrE  )rM   rK   rU   r   r   g     X@r^  r   )r   r3  r`   r7   r  r  r  )rc   r  r=   r=   r>   
test_nan_q  s    02
zTestPercentile.test_nan_qzm8[D]zM8[s]posr   r  r   c                 C   s   t jdd|d}d||< t |d}|j|ks2J t |s@J t |ddg}|j|ks^J t | spJ t jdd|ddd	}d||d
f< t j|ddd}tt |g d d S Nr   r,  r   ZNaTr[  r  H   r\   rU   rM   rx   r   )r7   r8   r  r   isnatr   rr   r	   rc   r   r  rd   r  r=   r=   r>   test_nat_basic  s    zTestPercentile.test_nat_basicN)-rt   ru   rv   rg   r  r  r  r  r   r   r   r7   	typecodesr  r  r   r   r  r   ZH_F_TYPE_CODESr  Z
TYPE_CODESr  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r$  r=   r=   r=   r>   r    sp   	









	$0)	 
=r  )r  r  r  r  r  r  r  r  r  r  r  r  r  c                
   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	e
jdejd dd Ze
jdedd Zejeejejdddejddddddddd  Zd!d" Ze
jdee
jd#g d$d%d& Ze
jdee
jd#g d$d'd( Zd)S )*TestQuantilec                 C   s   ||k| S r6   r=   )rc   r   r   alphar=   r=   r>   r     s    zTestQuantile.Vc                 C   s*   g d}t |d}t jj|ddd d S )N)r   r\  r  g?g
ףp=
?rM   )Zmaxulp)r7   quantiler  Zassert_array_max_ulp)rc   r   rd   r=   r=   r>   test_max_ulp  s    zTestQuantile.test_max_ulpc                 C   sH   t dd }tt |dd tt |dd tt |dd d S )Nro   r  r   r   rM   r  r   )r7   r8   r   r(  r9  r=   r=   r>   rg     s    zTestQuantile.test_basicc                 C   sl   t dg}t dd}t||d  tt||j t g d}t ||}t|| t|j|j d S )NTFr   )FTT)r7   r   r(  r   r   r   r	   )rc   rd   Ztf_quantZ	quant_resr=   r=   r>   test_correct_quantile_value  s    
z(TestQuantile.test_correct_quantile_valuec                 C   s^  dd t dD }t|d}t|d tt|t t|d}t|tdd tt|t t|d}t|d	 tt|tj t|tdd}t|tdd
 tt|t t|tddg}t|ttdd
g tt|tj t|tddgg}t|ttdd
gg tt|tj t	d}tt|tddtdd d S )Nc                 S   s   g | ]}t |d qS r  r   rL  r=   r=   r>   r     r   z.TestQuantile.test_fraction.<locals>.<listcomp>ro   r   rM   rq   rK   r  r   rI   )
rb   r7   r(  r   r   r   r   r   r   r8   )rc   r   r  r=   r=   r>   r    s*    


zTestQuantile.test_fractionc                 C   sj   t jg ddd}ttt j|d t jg ddd}ttt j|d t jg ddd}ttt j|d d S r  )r7   r   r   r  r(  r  r=   r=   r>   r  -  s    zTestQuantile.test_complexc                 C   sj   t g d}| }t jt d|dd t|| | }| }t jt d|dd t|| d S )N)r   r  r  r  r   r  r  r  )r7   r   r   r(  r8   r	   r  )rc   p0rN  r=   r=   r>   r  6  s    
z TestQuantile.test_no_p_overwriter   r  c                 C   s2   t jt jddg|ddgdd}|j|ks.J d S )NrM   rK   r   r  r  r  )r7   r(  r   r   )rc   r   r  r=   r=   r>   test_quantile_preserve_int_typeB  s    z,TestQuantile.test_quantile_preserve_int_typer  c                 C   sd   t ddd}t jt g dd ||d}tt || t jg d||d}tt || d S )Nr   rM   r  )r   rM   rM   rK   rK   rU   rU   rI   rV   rV   rM   rM   r   r   r   ro   ro   rq   r  r  )r   r   r   r   )r7   r  r(  r   r   r  )rc   r  r+  r(  r=   r=   r>   test_quantile_monotonicH  s    z$TestQuantile.test_quantile_monotonicrU   r  )	min_value	max_valueFu <7u <7~)allow_infinity	allow_nanr.  r/  )r   rB   elements)r  c                 C   s.   t ddd}t ||}tt || d S )Nr   rM   g{Gz?)r7   r8   r(  r   r  )rc   r  r+  r(  r=   r=   r>   test_quantile_monotonic_hypoV  s    z)TestQuantile.test_quantile_monotonic_hypoc                 C   sV   t g dg dg}t j|d d< t |d}t |s>J tt |dt j d S )N)rK  rU  r   )r   r   r   r   rM   r  )r7   r   r  r(  r  r   )rc   rd   r   r=   r=   r>   test_quantile_scalar_nan`  s
    z%TestQuantile.test_quantile_scalar_nanr'  )r\  r  g?c              	   C   s   t jd}d}||}t j|||d}|dv rZt t | |||d| ksJ nht|| || krtt | |||ddd n4tt | |||dd	| t 	|d	| g d d S )
N  f   r  )r  r  r   g+=)ZatolrM   )
r7   r  default_rngr(  r  r   r   r  r   rR  )rc   r  r'  rngr;   r   r   r=   r=   r>   %test_quantile_identification_equationg  s    

( z2TestQuantile.test_quantile_identification_equationc                 C   s^  t jd}d}||}t j|||d}d}tt j|| ||d||  tt j|| ||d||  t j| d| |d }|dkr|| t|| kst || t|| d krt|t j||dd nt|t j||dd nl|d	kr~|| t|| kr&t|t j||dd nVt || t|| d krft|t j||d|  dd nt|t j||dd n|d
krt|t j||d|  |d n|dkr || t|| krt|t j||d|  |d nt|t j|||d nZ|dkr"t|t j||dd n8|dkrDt|t j||dd nt|t j|||d d S )Nr7  r8  r  g      +@rM   r  r  r  r  r  r  )r7   r  r9  r(  r   r  round)rc   r  r'  r:  r;   r   r  r   r=   r=   r>   'test_quantile_add_and_multiply_constant  sD    


 
 
 

z4TestQuantile.test_quantile_add_and_multiply_constantN)rt   ru   rv   r   r)  rg   r*  r  r  r  r   r   r   r7   r%  r,  quantile_methodsr-  
hypothesisgivenr   r   stZintegersfloatsr5  r6  r;  r=  r=   r=   r=   r>   r&    s6   
	


r&  c                
   @   s   e Zd Zejejdddddejdddddejdddddejdddddddd	 Zejejdddddejdddddejdddddd
dd Zejejdddddejdddddejdddddd
dd Z	dd Z
dS )TestLerpFr   rM   )r3  r2  r.  r/  r0  r1  )t0t1rd   r   c                 C   sh   t |||}t |||}||ks,||kr:||ksdJ n*||k ||k krX||ksdJ n||ksdJ d S r6   rj  _lerp)rc   rD  rE  rd   r   Zl0l1r=   r=   r>   +test_linear_interpolation_formula_monotonic  s    	z4TestLerp.test_linear_interpolation_formula_monotonic)trd   r   c                 C   sV   ||kr.|t |||  kr&|ksRn J n$|t |||  krL|ksRn J d S r6   rF  )rc   rJ  rd   r   r=   r=   r>   )test_linear_interpolation_formula_bounded  s    &z2TestLerp.test_linear_interpolation_formula_boundedc                 C   s6   t ||dd|  }t ||d| }t|| d S rX  )rj  rG  r   )rc   rJ  rd   r   ry  r{  r=   r=   r>   +test_linear_interpolation_formula_symmetric  s    z4TestLerp.test_linear_interpolation_formula_symmetricc                 C   s8   t d}t d}t d}t|||dks4J d S )NrK   rV   r\  g@)r7   r   rj  rG  )rc   rd   r   rJ  r=   r=   r>   +test_linear_interpolation_formula_0d_inputs  s    


z4TestLerp.test_linear_interpolation_formula_0d_inputsN)rt   ru   rv   r?  r@  rA  rB  rI  rK  rL  rM  r=   r=   r=   r>   rC    sJ   



rC  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zej	
dg ddejdgejdfdd Zdd Zdd Zdd Zej	jedddd Zdd Zdd Zd d! Zd"d# Zej	j
d$g d%d&d'd( Zej	
d)d*gej	
d+g d,d-d. Zd/S )0
TestMedianc                 C   s>  t d}t d}t ddd}tt |d tt |d tt |d tt j|ddg d	 tt j|dddd
g tt j|d dd t g d}t|d |d  d t | t g d}t|d t | t g d}t|d t | tt |jd t j	|d< tt |jd d S )NrM   rK   rp   rU   r  r  r   rx   r  r  r  rI   )6-¦?0?}r?g4?r   )rQ  rP  rR  )rP  rR  rQ  r\   )
r7   r   r8   rr   r   medianr   r
   r   r  )rc   a0r=  rn  rd   r=   r=   r>   rg     s$    

 
zTestMedian.test_basicc                 C   s   t ddgddgddgddgg}|t jjdd	d
dfD ]B}| }t j|d d t|jD ]}t j||d q\t|| q8t	t j|ddddg t	t j|j
ddddg t	t |d t	t j|d dd t	t |j
d d S )NrK   rU   r   rM   rp   rq   rI   rV   r  r   r  rx   r  )r7   r   r  randintr   rS  rb   r   r	   r   r/  )rc   a3rd   origaxr=   r=   r>   test_axis_keyword
  s     
zTestMedian.test_axis_keywordc                 C   s  t ddgddgddgddgg}t d}t d}t ddd}tt j| d	d
d tt j| d	d
d tt j| d	d
d tt j| d	ddg d tt j| d	ddddg tt j| d	d dd tt j| d	ddddg tt j|j d	ddddg t jdt jdd}t j	
|  tt j|d dt j| d d	d tt j|ddt j| dd	d tt j|ddt j| dd	d tt j|ddt j| dd	d d S )NrK   rU   r   rM   rp   rq   rI   rV   Tr  r  r  )r  ry   rO  r  r   rT   rx   )ry   r  )r7   r   r8   rr   r   rS  r   r/  r   r  r  r  )rc   rV  rT  r=  rn  Za4r=   r=   r>   test_overwrite_keyword  sP    


z!TestMedian.test_overwrite_keywordc                 C   sF   g d}t t|d |g}t t|d ttj|dd| d S )Nr   rK   r   rx   )r
   r7   rS  r   )rc   r   r  r=   r=   r>   r  =  s
    zTestMedian.test_array_likec                 C   s2   G dd dt j}|g d}tt |d d S )Nc                   @   s    e Zd ZdddZdddZdS )z,TestMedian.test_subclass.<locals>.MySubClassNc                 S   s   t || }||_|S r6   )r7   rq  r   info)clsZinput_arrayr[  objr=   r=   r>   __new__H  s    z4TestMedian.test_subclass.<locals>.MySubClass.__new__c                 S   s   dS )Nr=   )rc   ry   r   r  r=   r=   r>   r   M  s    z1TestMedian.test_subclass.<locals>.MySubClass.mean)N)NNN)rt   ru   rv   r^  r   r=   r=   r=   r>   
MySubClassF  s   
r`  r   r_  )r7   r   r   rS  )rc   r`  rd   r=   r=   r>   r8  D  s    
zTestMedian.test_subclassr  r   r   r   r   c                 C   s:   G dd dt j}t t ||}t||s6J dS )z6Check that we return subclasses, even if a NaN scalar.c                   @   s   e Zd ZdS )z-TestMedian.test_subclass2.<locals>.MySubclassNr   r=   r=   r=   r>   
MySubclassW  s   ra  N)r7   r   rS  r   r   r6  )rc   r  ra  r   r=   r=   r>   test_subclass2S  s    zTestMedian.test_subclass2c                 C   sl   t d}t d}tt j|d|d| t d}tt j|d|d| t d}tt j||d| d S )Nr  rE  r   r  r  rM   r=   )r7   r@   ra   r   rS  r  r=   r=   r>   r  ]  s    



zTestMedian.test_outc                 C   s   t jdd t ddt td}td}tj|d< ttj	|d|d	| td
}ttj	|d|d	| td}ttj	||d	| W d    n1 s0    Y  d S )NTr"  r$  r%  r  rE  r  r   r  r  rM   r=   )
r'  r(  r)  r  r7   r@   ra   r  r   rS  r  r=   r=   r>   r  f  s    




zTestMedian.test_out_nanc                 C   sf  t jdtd}t j|d< tt |t j tt j|ddt j t jdtdddd}t j|d< t j|d	< tt |t j tt |jd t t jdtddddd}t j|d
< t j|d< tt |d| t t jdtddddd}t j|d< t j|d< tt |d| t t jdtddddd}t j|d< t j|d< tt |d| d S )Nr,  r   rK   r   rx   rU   rI   r   r  r  rk   rM   r  rQ   )r7   r8   rB  r  r   rS  rr   r   r   r=   r=   r>   r  r  s*    


 

 

 

zTestMedian.test_nan_behaviorzfp errors don't work correctlyr  c                 C   s  t jg td}tjddP}tddt tt |t j	 t
|d jtu  tt|d W d    n1 sp0    Y  t jg tdd	}tjddB}tddt tt |t j	 t
|d jtu  W d    n1 s0    Y  t jg tdd	}tt j|dd
| tt j|dd
| t jt j	tdd	}tjddD}tddt tt j|dd
| t
|d jtu  W d    n1 s0    Y  d S )Nr   Tr"  r$  r%  r   rK   rU   )r   r  rx   rM   )r7   r   rB  r'  r(  r)  r  r   rS  r  r   r+  r   )rc   rd   r   r   r=   r=   r>   r    s&    ,0zTestMedian.test_emptyc                 C   sL   t d}ttt |tt t j|d< ttt |tt d S )NrU  rK   )	r7   r8   r   r   rS  r   r  rB  r  )rc   r  r=   r=   r>   test_object  s    

zTestMedian.test_objectc              
   C   s  t jjdd}t |gd }tt j|ddt | t |dd}tt j|ddt | |dd	 }tt j|d
dt | tt j|ddt j|d d tt j|ddt j|dd tt j|ddt j|dd t 	d
d}t j|  tt j|ddd t |d d d d d d df   tt j|ddd	 t |d d d d d	d d f   tt j|ddd t |d d d d dd d f   tt j|ddd t |dd d d d d d f   tt j|ddd t |dd	d d d d f   tt j|ddd t |dd d d d d	f   tt j|ddd t |dd d dd d f   d S )Nr  r  r   r]   rx   r\   r   rl   rM   rj   rL   r  )r\   r  r  r  r  rK   r  r  r  r  r  rP   )r7   r  r  r  r   rS  r   r   r   r8   rr   r  r  r  r  r=   r=   r>   r    sB    $$$$   zTestMedian.test_extended_axisc                 C   sp   t d}tt jt j|dd tt jt j|dd tt jt j|dd tt jt j|dd ttt j|dd d S )Nr  rJ  rx   r  rI   r  rR   )r7   ra   r   r|   rS  r`   r  r=   r=   r>   r    s    
z%TestMedian.test_extended_axis_invalidc                 C   s   t d}tt j|d ddjd tt j|dddjd tt j|dddjd tt j|d	ddjd
 tt j|dddjd tt j|dddjd d S )Nr  Tr   r   r]   r	  r{   r
  r   r  r  r  r  )r7   ra   r   rS  rB   r  r=   r=   r>   r    s&    
zTestMedian.test_keepdimsry   r  r  c                    s   t d|d u rdj }n*t|j t fddtjD }t |}t j|d|d}||u spJ t|j	| d S )Nr  r   c                 3   s$   | ]}| v rd nj | V  qdS r  r  rL  r  r=   r>   r    s   z/TestMedian.test_keepdims_out.<locals>.<genexpr>Tr  )
r7   ra   r   r5   r  rb   r  rS  r   rB   )rc   ry   r  r  r  r=   r  r>   r    s    

zTestMedian.test_keepdims_outr   zm8[s]r  r  c                 C   s   t jdd|d}d||< t |}|j|ks0J t |s>J t |ddg}|j|ks\J t | snJ t jdd|ddd	}d||d
f< t j|dd}tt |g d d S r   )	r7   r8   rS  r   r"  r  r   rr   r	   r#  r=   r=   r>   test_nat_behavior  s    
zTestMedian.test_nat_behaviorN)rt   ru   rv   rg   rY  rZ  r  r8  r   r   r   r7   r  rb  r  r  r  r  r   r  rc  r  r  r  r  rd  r=   r=   r=   r>   rN    s4   !
	 


rN  c                   @   s   e Zd Zdd Zdd ZdS )TestAdd_newdoc_ufuncc                 C   s"   t ttdd t tttjd d S )NrK   Zblah)r   r  r   r`   r7   r9   r~   r=   r=   r>   test_ufunc_arg  s    z#TestAdd_newdoc_ufunc.test_ufunc_argc                 C   s   t tttjd d S )NrU   )r   r  r   r7   r9   r~   r=   r=   r>   test_string_arg  s    z$TestAdd_newdoc_ufunc.test_string_argN)rt   ru   rv   rf  rg  r=   r=   r=   r>   re    s   re  c                   @   s\   e Zd Zejjejjdkddejj	e
dddd Zejjejjdkdddd Zd	S )
TestAdd_newdocrK   Python running -OOr  PyPy does not modify tp_docc                 C   sV   d}t tjjjjd t| | tttjjj	jdk tttj
jjjdk d S )Nz"Current flat index into the array.r  )r   r7   coreflatiterindexr\  r   r   Zufuncidentityr  Zindex_tricksZmgrid)rc   ro  r=   r=   r>   test_add_doc"  s    zTestAdd_newdoc.test_add_docc                 C   s2   t jjjj}t ddd |t jjjjks.J d S )Nz
numpy.corerl  )rm  zbad docstring)r7   rk  rl  rm  r\  Z
add_newdoc)rc   Zprev_docr=   r=   r>   test_errors_are_ignored+  s    z&TestAdd_newdoc.test_errors_are_ignoredN)rt   ru   rv   r   r   r  r  r   r  r  r   ro  rp  r=   r=   r=   r>   rh     s
   rh  c                   @   s\   e Zd Zejjejjdkddejje	dddd Z
ejjejjdkdddd Zd	S )
TestAddDocstringrK   ri  r  rj  c                 C   s0   t t jjt jjj dd }t ||j d S )Nc                   S   s   dS 	docstringNr=   r=   r=   r=   r>   func=  s    z6TestAddDocstring.test_add_same_docstring.<locals>.func)r7   add_docstringr   flatr\  rc   rt  r=   r=   r>   test_add_same_docstring7  s    z(TestAddDocstring.test_add_same_docstringc                 C   sx   t t  ttjjd W d    n1 s.0    Y  dd }t t t|d W d    n1 sj0    Y  d S )Nzdifferent docstringc                   S   s   dS rr  r=   r=   r=   r=   r>   rt  I  s    z=TestAddDocstring.test_different_docstring_fails.<locals>.func)r   r!  r7   ru  r   rv  rw  r=   r=   r>   test_different_docstring_failsC  s
    
.
z/TestAddDocstring.test_different_docstring_failsN)rt   ru   rv   r   r   r  r  r   r  r   rx  ry  r=   r=   r=   r>   rq  4  s
   
rq  c                   @   s.   e Zd Zejdg ddd Zdd ZdS )TestSortComplexztype_in, type_out))lr  )hr   )Hr   )r   r   )r  r   )r  r  c                 C   sH   t jg d|d}t |}t ||}t|| t|j|j d S )N)rV   rU   rp   rK   rM   r   )r7   r   sort_complexr  r   r   r   )rc   Ztype_inZtype_outrd   r   r  r=   r=   r>   test_sort_realS  s
    


zTestSortComplex.test_sort_realc                 C   sJ   t jg ddd}t jg ddd}t |}t|| t|j|j d S )N)r        ?       r  r  r  r   )r  r  r  r  )r7   r   r~  r   r   )rc   rd   r  r   r=   r=   r>   test_sort_complexc  s
    

z!TestSortComplex.test_sort_complexN)rt   ru   rv   r   r   r   r  r  r=   r=   r=   r>   rz  Q  s   
rz  )r   )r   r   )r  r'  r  r   	fractionsr   r!  r   r?  Zhypothesis.extra.numpyr   Zhypothesis.strategies
strategiesrA  	functoolsr   numpyr7   r   Znumpy.testingr   r   r	   r
   r   r   r   r   r   r   r   r   r   Znumpy.lib.function_baser  Zfunction_baserj  Znumpy.randomr   Z	numpy.libr   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   Znumpy.core.numericr5   r?   rG   rH   rw   r   r   r   r   r   r  rH  rQ  rS  rV  rp  r}  r  r  r  r  r  r  r$  r%  r&  r  r  r  r   r   r%  r  r  r  r  r  r  r  r'  r*  r1  r;  rQ  rY  rs  r  r>  r&  rC  rN  re  rh  rq  rz  r=   r=   r=   r>   <module>   s   <Dg# >o u  A)

   j)Ul>[j4nd` C    * R2  &
