o
    ZZh                    @   s>  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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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,m-Z-m.Z.m/Z/m0Z0 d dl1m2Z2 d dl3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z;m<Z<m=Z=m>Z>m?Z?m@Z@ d dlAmB  mCZD d dlEmFZF d d	lGmHZH d
d ZIdd ZJG dd dZKG dd dZLG dd dZMG dd dZNejOPdg 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$d% d%ZWG d&d' d'ZXG d(d) d)ZYG d*d+ d+ZZG d,d- d-Z[d.d/ Z\G d0d1 d1Z]G d2d3 d3Z^G d4d5 d5Z_G d6d7 d7Z`G d8d9 d9ZaG d:d; d;Zbdud=d>Zcdvd@dAZdG dBdC dCZeG dDdE dEZfG dFdG dGZgG dHdI dIZhejOPddJejidK  ejidL  ejOPdMg dNG dOdP dPZjG dQdR dRZkG dSdT dTZlG dUdV dVZmG dWdX dXZnG dYdZ dZZoG d[d\ d\ZpG d]d^ d^ZqG d_d` d`ZrG dadb dbZsG dcdd ddZtG dedf dfZuG dgdh dhZvG didj djZwg dkZxdlgZyG dmdn dnZzG dodp dpZ{G dqdr drZ|G dsdt dtZ}dS )w    NFraction)arrays)partial)maangleaveragebartlettblackmancorrcoefcovdeletediffdigitizeextractflipudgradienthamminghanningi0insertinterpkaisermeshgrid	piecewiseplacerot90selectsetxor1dsinc	trapezoid
trim_zerosunwrapunique	vectorize)	AxisError)assert_assert_equalassert_array_equalassert_almost_equalassert_array_almost_equalassert_raisesassert_allcloseassert_warnsassert_raises_regexsuppress_warningsHAS_REFCOUNTIS_WASMNOGIL_BUILD)rand)normalize_axis_tuplec                 C   s   t | }t j||}|S N)nparangeaddouter)ndata r<   Q/var/www/auris/lib/python3.10/site-packages/numpy/lib/tests/test_function_base.pyget_mat    s   
r>   c                 C   s(   t t | |jt j}| |_||_|S )za
    Like real + 1j * imag, but behaves as expected when imag contains non-finite
    values
    )r6   zeros	broadcastshape
complex128realimag)rC   rD   retr<   r<   r=   _make_complex&   s   rF   c                   @   $   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| qitdddD ]}tt||d| q{tdddD ]}tt||d| qtdddD ]}tt||d| qt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   r6   onesranger'   )selfab1b2Zb3Zb4r[   r<   r<   r=   
test_basic2   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\   )r6   ra   r'   r   rA   rc   rd   r<   r<   r=   	test_axesR   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 qhd S )N   rJ   rK   rU         r   rM   rI   rV   r]   rN   r^   rk   )rK   r   r_   )r6   r7   reshaper'   r   rb   )rc   rd   Z
a_rot90_01Z
a_rot90_12Z
a_rot90_20Z
a_rot90_10r[   r<   r<   r=   test_rotation_axesX   sJ   zTestRot90.test_rotation_axesN)__name__
__module____qualname__rg   rn   rs   r<   r<   r<   r=   rH   1   s     rH   c                   @   T   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   sd   t ttjtddd t ttjtddd t ttjtddd t ttjtddd d S )NrI   rM   axisrI   rI   rK   rY   r   rU   )r+   r%   r6   flipra   rc   r<   r<   r=   rn   w   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'   r6   r}   rc   rd   br<   r<   r=   test_basic_lr}      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   r   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   r6   arrayr'   r}   r   r<   r<   r=   test_3d_swap_axis0      

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   r   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   r   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   )	r6   r7   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<   ry   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=   rx   u   s    

rx   c                   @      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&   r6   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   ry   rM   r   rM   rM   )r&   r6   r   r(   rc   r   r<   r<   r=   test_nd   s   zTestAny.test_ndNrt   ru   rv   rg   r   r<   r<   r<   r=   r          r   c                   @   r   )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&   r6   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   ry   rM   )r&   r6   r   r(   r   r<   r<   r=   r      s   zTestAll.test_ndNr   r<   r<   r<   r=   r      s    	r   dtype)i8ZU10objectzdatetime64[ms]c                 C   s>   t jd| d}t |jt jksJ t |jt jksJ d S )NrU   r   )r6   ra   r   r   boolr   )r   arrr<   r<   r=   test_any_and_all_result_dtype   s   r   c                   @   rG   )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   )r6   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)r6   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isMaskedArrayr6   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 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   ry          @      ?r         @)        r   r   r   r{   r]   rK   r^   rM   rV   )r6   r   r&   r   ra   r)   meanr3   )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s*J t|| t j|||ddd\}}	|jt |ksEJ t|| |	jt |ksTJ t|	| d S )NTrz   keepdims)rz   weightsr   )rz   r   returnedr   )r6   r   rA   r(   )
rc   xrz   Zexpected_avgr   Zexpected_wavgZexpected_wsumavgZwavgZwsumr<   r<   r=   test_basic_keepdims=  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|| tjtdd t||d W d    n1 sxw   Y  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   rz   )r   r   r   r   r         @z:Axis must be specified when shapes of a and weights differmatch)r   r   rK   r   rV   rK   rU   rI   rU   F)r   rz   r   )r   r   r   Tr   r   )r6   r7   r   sumr)   r   pytestraises	TypeErrorr(   r'   r3   astypefloat32float64r&   r   result_typerr   )rc   ywactualdesiredr   w0w1w2r   Zw3r   r<   r<   r=   test_weightsT  sF   

$


 
zTestAverage.test_weightsc                 C   s  t dddd}t g dddd}|d d d d df }t|d|d}t g d}t|| |d	d d d d f }t|d
|d}t ddg}t|| |d d dd d f }t|d|d}t ddg}t|| tjtdd t|d|d W d    n1 sw   Y  tjtdd t|d|d W d    n1 sw   Y  t|d|d}t|d|j	d}t|| t|d|d}t
|jdk d S )N   rK   rU   )r   r   r         ?r   r   r   r   r   r   r   r   r   r]   )rz   r         @r         "@rM   rk   g      @g      @rQ         @g      @zHShape of weights must be consistent with shape of a along specified axisr   rL   r^   )r6   r7   rr   r   r   r)   r   r   r`   Tr&   r   )rc   r   r   Zsubw0r   r   Zsubw1Zsubw2r<   r<   r=   $test_weight_and_input_dims_different  sB   




z0TestAverage.test_weight_and_input_dims_differentc                 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   rz   r   )r   r   r   r   r   )r6   r   r   r'   r(   )rc   r   r   Zsclr   r   r   r<   r<   r=   test_returned  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                   @      e Zd ZdS )z-TestAverage.test_subclasses.<locals>.subclassNrt   ru   rv   r<   r<   r<   r=   subclass      r   rM   rK   rU   rI   r   )r6   ndarrayr   viewr'   typer   )rc   r   rd   r   r<   r<   r=   test_subclasses  s
   zTestAverage.test_subclassesc                 C   sl   g d}|D ]-\}}}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   )r6   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   )r6   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   )r6   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   r   markparametrizer   r   r   r   r   r  r  r  r<   r<   r<   r=   r   )  s$    
0*	r   c                   @   s   e Zd Zeg deg deg dgZeg deg deg dgZddd	Zd
d Zdd Z	dd Z
dd Zdd Zdd ZdS )
TestSelectr   r   rq   ro   	   )FFFFTFFFTr   c                    s<   g }t t|D ] | fddt||D p|g7 }q|S )Nc                    s    g | ]\}}|  r|  qS r<   r<   )r  VCmr<   r=   r    s     z&TestSelect._select.<locals>.<listcomp>)rb   lenzip)rc   Zcondvaluesdefaultoutputr<   r  r=   _select  s   $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   r   rI   rU   rI   rU   r   r   r
  )	r6   r   r7   rr   r(   r   ra   r'   rA   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   r6   int8)r  choicer<   r<   r=   r        z0TestSelect.test_return_dtype.<locals>.<listcomp>rM   rK   rU   rV   rq   r   )r'   r   r"  r!  r   r6   rB   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   r6   int_r+   r   r   uint8r#  r<   r<   r=   test_non_bool_deprecation  s   z$TestSelect.test_non_bool_deprecationc                 C   s2   t dggd }t dggd }t|| d S )NFd   rM   )r6   r   r   r%  r<   r<   r=   test_many_arguments  s   zTestSelect.test_many_argumentsNr   )rt   ru   rv   r6   r   r!  r"  r  rg   r&  r.  r0  r4  r6  r<   r<   r<   r=   r    s     
		r  c                   @   s^   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	e
jdddgdd ZdS )
TestInsertc                 C   sH  g d}t t|ddg d t t|ddg d t t|g dg dg d t t|dg dg d t t|g d	d
g d t t|tdd dd
g d t t|g dg dg d tjddgtjd}t t|d|d g d t t|g g | t t|tdgd d
g d t t|tg dd
g d d S )Nr   r   rM   )rM   rM   rK   rU   rU   )rM   rK   rU   rM   r   )rM   rM   rK   rU   rK   rU   )rM   r\   rU   r  )rM   r  rK   r  rU   r  r\   )r  rM   r  rK   r  rU   r\   rM   rU   r  )rM   ro   rK   rq   rU   r  r   r   r   r   TrI   )r  rM   r  rK   r  rU   r  )TFTF)r  rM   rK   r  rU   )r'   r   slicer6   r   r   r   r<   r<   r=   rg   $  s   "zTestInsert.test_basicc              
   C   sz  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
t|d|d d dd d f d	d t	t
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   ry   rK   )rM   rM   rK   rM   rU   rI   r      r   r\   rS   )r'   r   r6   r   r7   repeatrr   Zconcatenater   r+   r%   )rc   rd   rr   r   r<   r<   r=   test_multidim4  sN   
,$"22" " &&" " zTestInsert.test_multidimc                 C   s   t d}tt t|g ddd W d    n1 sw   Y  tt t|g ddd W d    d S 1 s;w   Y  d S )NrM   rK   r   ry   nonsense)r6   r   r   r   r%   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                   @   r   )z*TestInsert.test_subclass.<locals>.SubClassNr   r<   r<   r<   r=   SubClassf  r   rC  r   r   rM   rK   rS   r\   )	r6   r   r7   r   r&   
isinstancer   r;  r   rc   rC  rd   r<   r<   r=   test_subclasse  s    " zTestInsert.test_subclassc                 C   s<   t g d}t g d|g d t|t g d d S )Nr   rL   rT   )r6   r   r   r'   rc   r   r<   r<   r=   test_index_array_copiedr  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   )barZS1r   )rI   r-  r   rK   rU   )r6   r   r   r(   r   )rc   rd   valr   r<   r<   r=   test_structured_arrayw  s   

"z TestInsert.test_structured_arrayc                 C   s   t t tg dtddgddg W d    n1 s w   Y  t t tg dtjg tdg  W d    d S 1 sDw   Y  d S )NrL   r   r   r      r   )r   r   
IndexErrorr6   r   r   floatr~   r<   r<   r=   test_index_floats  s   ""zTestInsert.test_index_floatsidxrI   r=  c                 C   sL   t jtdd tg d|gddg W d    d S 1 sw   Y  d S )Nzout of boundsr   rL   rU   rI   )r   r   rN  r6   r   )rc   rQ  r<   r<   r=   test_index_out_of_bounds  s   "z#TestInsert.test_index_out_of_boundsN)rt   ru   rv   rg   r@  rB  rF  rH  rL  rP  r   r  r  rR  r<   r<   r<   r=   r8  "  s    *
r8  c                   @      e Zd Zdd ZdS )TestAmaxc                 C   b   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   r   rI   rX  r   ro   r   r   r   ry   )r   rX  r   rM   )r   rX  r   )r'   r6   Zamaxr   r<   r<   r=   rg        zTestAmax.test_basicNrt   ru   rv   rg   r<   r<   r<   r=   rT        rT  c                   @   rS  )TestAminc                 C   rU  )NrV  g      rY  rZ  r[  r   ry   )r   r   r   rM   )r   r   r   )r'   r6   aminr   r<   r<   r=   rg     r\  zTestAmin.test_basicNr]  r<   r<   r<   r=   r_    r^  r_  c                   @   rS  )TestPtpc                 C   s   t g d}tt j|ddd t g dg dg dg}tt j|ddg d tt j|d	dg d
 tt j|dddg dg tt j|ddddgg d S )NrV  r   ry         .@rY  rZ  r[  )r   r   r   r\   )r   r   r   Tr   r]   r   )r6   r   r'   Zptpr   r<   r<   r=   rg     s   
zTestPtp.test_basicNr]  r<   r<   r<   r=   ra    r^  ra  c                   @   *   e Zd Zejdejejgdd Z	dS )
TestCumsumcumsumc              
   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 ]O}t ||}t ||}t g d|}t||dd| t g dg dg d	g|}t||dd| t g d
g dg dg|}t||dd| q%d 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   ry   )rp   ro   r   rZ   )   r         )rM   rU   rp   r   )rV   r   ro     )r   rZ         rM   )r6   r(  r3  int16uint16int32uint32r   r   	complex64rB   r   r(   )rc   re  baba2ctyperd   a2tgtr<   r<   r=   rg     s&   zTestCumsum.test_basicN)
rt   ru   rv   r   r  r  r6   re  cumulative_sumrg   r<   r<   r<   r=   rd        rd  c                   @   rS  )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 ]I}t 	||}t 	||}|dv rCt
tt j| t
tt j|d q!t|jddd	 t|jddt 	g d
| t|jddt 	g d| q!d S )Nrf  rg  rh  ri  1r   rM   r   ry    g  rh   $   T      r\   )r<  b  X  )r6   rs  rt  ru  rv  r   r   rw  rB   r   r+   ArithmeticErrorprodr'   r(   )rc   rx  ry  rz  rd   r{  r<   r<   r=   rg     s$   zTestProd.test_basicNr]  r<   r<   r<   r=   r    r^  r  c                   @   rc  )TestCumprodcumprodc              	   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 ]a}t 	||}t 	||}|dv rGt
t|| t
t||d t
t|| q!t||ddt 	g d	| t||d
dt 	g dg dg dg| t||ddt 	g dg dg dg| q!d S )Nrf  rg  rh  ri  r  rM   r\   ry   )rM   rK   rM     i(  i  r  r   )rV   r      r  r  )rM   rK   rp   r<  )rV   rj     r  )r   rj  r   r  )r6   rs  rt  ru  rv  r   r   rw  rB   r   r+   r  r(   )rc   r  rx  ry  rz  rd   r{  r<   r<   r=   rg     sB   


zTestCumprod.test_basicN)
rt   ru   rv   r   r  r  r6   r  cumulative_prodrg   r<   r<   r<   r=   r    r~  r  c                  C   s$  t dd} t ddgddgddggddgddgdd	ggg}tt j| dd
d| t g dg dgg dg dgg}tt j| dd
d| t jdt jd}t jddgddgddggt jd}t ddd} t j| d|d
d t|| t g d}tt jt ddgd
d| d S )Nro   rJ   r   rM   rK   rI   rV   r   r   T)rz   include_initial)rM   r   r   )rM   rK   rp   )rM   rI   rM  )rM   rp   *   rU   rK   r   rp   rP   )rz   outr  )rM   rK   rI   )r  )	r6   r7   rr   r   r(   r}  r  r?   r   )r   expectedr  r<   r<   r=   test_cumulative_include_initial  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  皙?g	皙?)TTFFr  T)r6   r   r(   r   r)   )rc   r   r  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t|dd ttt|dd t dt j}tt	t| d S )N)r   rM  rj  rM   rK   )r      rj  r\   )r   rM     ry   r   )r  rM  rj  rS   rU   r=  gq?)
r6   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 )NrM  r   rj  rM   r\   rK   r  r   ry   )r:   rz   )r3   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 ])\}\}}tt|t	j
u  t|| t|jt	j tt|tdt |  q6d S )
NrU   r\   r  c                    s   g | ]}t  |d qS )r  )r   )r  r:   r   r<   r=   r  L  r*  z#TestDiff.test_n.<locals>.<listcomp>rM   rV   r   start)listrb   r+   r`   r   r&   	enumerater  r   r6   r   r(   r'   r   r2  r  max)rc   r  r  r:   r  r<   r  r=   test_nI  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	 q-d S )
Nz
1066-10-13z
1066-10-16r   rM   timedelta64[D]r   rU   r  r  )
r6   r7   Z
datetime64r   extendr  r   r(   r'   r   )rc   r   r  r:   r  r  r<   r<   r=   
test_timesU  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=   rF  a  s   $ zTestDiff.test_subclassc                 C   sL  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
t|ddd d S )NrV   rM   r   )prependr\   rp   rI   rK   )rz   r  rU   rU   rU   )r  rz   )r6   r7   r(   r   ra   re  rr   r+   r`   r?   r%   rc   r   resultr  r<   r<   r=   test_prependp  s$   



zTestDiff.test_prependc                 C   s:  t d}t|dd}g d}t|| t|dgd}t|| t|ddgd}|dg }t|| t ddd}t j|ddd}dd	gdd
gg}t|| t j|ddgdggd}t|| t j|ddd}ddgdd
gg}t|| t j|dddggd}t|| ttt j|t dd ttt|ddd d S )NrV   r   )append)rM   rM   rM   rM   r=  rK   rI   rM   )rz   r  r\   rY   rS   r  rU   )r  rz   )	r6   r7   r   r(   rr   r+   r`   r?   r%   r  r<   r<   r=   test_append  s,   








zTestDiff.test_appendN)rt   ru   rv   rg   r  r   r  r  rF  r  r  r<   r<   r<   r=   r    s    r  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zejdedgdggdd Zdd ZdS )
TestDeletec                 C   s,   t d| _t ddddd| _d S )NrV   rK   rM   )r6   r7   rd   r>  rr   nd_ar~   r<   r<   r=   setup_method  s    zTestDelete.setup_methodc                 C   s   t | j|}t | j|dd}d| }tt|| j|f | j|d t|dd d df | jd|df }t|| jdd d df |d d S )NrM   ry   zDelete failed for obj: %r)err_msgr   )r   rd   r  r(   r   )rc   indicesa_delnd_a_delmsgxorr<   r<   r=   _check_inverse_of_slicing  s   $"z$TestDelete._check_inverse_of_slicingc                 C   sH   g d}g d}|D ]}|D ]}|D ]}t |||}| | qqq
d S )N)rS   r   rM   rK   rI   rV   )rY   r\   rM   rU   )r;  r  )rc   ZlimsZstepsr  stopstepsr<   r<   r=   test_slices  s   zTestDelete.test_slicesc                 C   sV  |  tddgddgg tt t| jdg W d    n1 s%w   Y  tt t| jdg W d    n1 sAw   Y  |  g d |  g d tt t| jd W d    n1 sjw   Y  tt t| jd	 W d    n1 sw   Y  tt t| jd	gd
  W d    d S 1 sw   Y  d S )Nr   rM   rK   r5  i)r   r\   rK   rK   )TFFTFTFrI   )	r  r6   r   r   r   rN  r   rd   r`   r~   r<   r<   r=   
test_fancy  s$   "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 t|g dd W d    n1 sw   Y  tt t|g dd W d    d S 1 s9w   Y  d S )NrM   r   ry   rA  )r6   r   r   r   r%   r   r   rm   r<   r<   r=   rB    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                   @   r   )z*TestDelete.test_subclass.<locals>.SubClassNr   r<   r<   r<   r=   rC    r   rC  r   rM   rK   rS   )r6   r   rd   r   r&   rD  r   r;  rE  r<   r<   r=   rF    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   ry   )	r6   r7   rr   r   r;  r'   r   r   r   )rc   r[   r  r<   r<   r=   test_array_order_preserve  s   z$TestDelete.test_array_order_preservec                 C   s   t t tg dtddg W d    n1 sw   Y  t t tg dtjg td W d    d S 1 s@w   Y  d S )NrL   r   r   r   )r   r   rN  r6   r   r   rO  r~   r<   r<   r=   rP    s   "zTestDelete.test_index_floatsindexerrM   c                 C   sX   t | jd}t | j|}t|| t | jddd}t | jtdgdd}t|| d S )NrM   ry   )r   rd   r'   r  r6   r   )rc   r  Z	a_del_intr  Znd_a_del_intr  r<   r<   r=   test_single_item_array  s   
z!TestDelete.test_single_item_arrayc                 C   s$  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 sgw   Y  tt t td	tjdgd
d W d    d S 1 sw   Y  d S )NrM   FrU   rM   r   Tr\   ry   r   rK   zm8[ns])
r   r6   ra   r   r(   r   r   r   rN  r   )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  rB  rF  r  rP  r   r  r  r6   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	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   )r6   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   r         &@   r         ?rK   rM   ry   z.*scalars or 1dr\   )
r6   re  ra   r7   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]   ry   )	r6   r7   rr   re  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   )rW  rY   r      =   i  i  r  r6   r   r(   r   r&   r   rc   r   r  r<   r<   r=   test_datetime64M  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)r6   r   r   r   r'   r   r&   Z_maskr7   maskedr(   r  )rc   r   r  x2r<   r<   r=   test_maskedY  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)	r6   linspaceabsr   r&   r   randomseedsort)rc   r   r  r   Z
analyticalZ	num_errorr<   r<   r=   test_second_order_accurateh  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 ]r\}}	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||	 qGd|fd|ffD ]E\}}	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   r   r   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]   )rz   r  r   r^   )r6   r   Ztilerr   r7   r   r(   r)   r   r&   rA   )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t|dd	 ttt|dd	 d S )NrM   rU   rI   r   r   r   r   r   ry   r\   r^   rK   rY   )r6   r   r(   r   r)   r+   r   r%   r  r<   r<   r=   test_specific_axes  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)rW  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   )	r6   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   r6   r7   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\   r6   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   )r6   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   )r6   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   s*   t ddgddgf}t|tu sJ d S )NrM   rK   rU   )r6   r   r   tuple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  r6   r3  rt  rv  uint64r  r(  rs  ru  Zint64r  r  r  r  r<   r<   r<   r=   r    s:    @



r  c                   @   r   )	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)degr  r   )r6   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   )
r6   r   r   r  r  r  r   r'   r   r  rc   r   r  r   r<   r<   r=   rF  )  s    zTestAngle.test_subclassN)rt   ru   rv   rg   rF  r<   r<   r<   r=   r        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ejdddd Zejdddd Zdd  Zejd!d"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 r5   )getattr)r  namer~   r<   r=   	<genexpr>=      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\   r6   s_r  r!   r(   rc   slcr   r  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   trimr  r   r<   r<   r=   test_leading_skipE  
   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_skipK  r%  z TestTrimZeros.test_trailing_skipc                 C   sZ   |   D ]&}tj||jd}t|dd}t|dksJ t|dd}t|dks*J qd S )Nr   Br"  r   r  )r  r6   Z
zeros_liker   r!   r  )rc   Z_arrr   r  r  r<   r<   r=   test_all_zeroQ  s   zTestTrimZeros.test_all_zeroc                 C   s    t d}t|}t|| d S r1  r6   r?   r!   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   )r6   r  r!   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r6   r   r!   r(   r*  r<   r<   r=   test_no_trimk  s   zTestTrimZeros.test_no_trimc                 C   s    t | j }t|tsJ d S r5   )r!   rd   tolistrD  r  r
  r<   r<   r=   test_list_to_listp  s   zTestTrimZeros.test_list_to_listr   )r   rM   rK   rU   r   c                 C   s:   t d| }t j|dddd}t|d d}t|| d S )NrK   rK   rM   Zconstantr   )modeZconstant_valuesry   )r6   ra   padr!   r(   )rc   r   rd   r   r  r<   r<   r=   test_nd_basict  s   zTestTrimZeros.test_nd_basicr   rM   rK   rU   c                 C   s2   t d| }t|d d}t|t d|  d S )NrU   ry   r7  r)  )rc   r   rd   r  r<   r<   r=   test_allzero{  s   zTestTrimZeros.test_allzeroc                 C   sF   t g d}t|dd}t|g d t|dd}t|g d d S )N)r   rM   rK   r   r  r"  )rM   rK   r   r   rL   r-  rc   rd   r  r<   r<   r=   test_trim_arg  s
   zTestTrimZeros.test_trim_argr#  )Zfront c                 C   sF   | j }tjtdd t||d W d    d S 1 sw   Y  d S )Nz#unexpected character\(s\) in `trim`r   r"  )rd   r   r   r`   r!   )rc   r#  r   r<   r<   r=   test_unexpected_trim_value  s   "z(TestTrimZeros.test_unexpected_trim_valueN)rt   ru   rv   r6   r   rd   r   rO  r   complexr   r   r-  r  rg   r$  r&  r(  r+  r   r  r  r,  r.  r0  r5  r8  r:  r<  r<   r<   r<   r=   r  4  s8    






	r  c                   @   rG   )
TestExtinsc                 C   s.   t g d}t|dk|}t|g d d S )N)rM   rU   rK   rM   rK   rU   rU   rM   )rU   rK   rK   rU   rU   )r6   r   r   r(   r   r<   r<   r=   rg     s   zTestExtins.test_basicc                    s   t ttg dddgddg tg d t g dg d t g d	 t td
g  t tdd t g dddg t g d tt	d fdd tddg t ddgd t ddg d S )Nr   TFr   rM   )rM   rI   rU   rK   rV   ro   rq   )r   rM   r   rM   r   rM   r   rK   rI   rp   )rM   rK   rU   rI   rV   rp   rq   rq   ro   )rM   r   rM   r   rM   r   rM   r  )ro   rK   r  rI   ro   rp   r  z!Cannot insert from an empty arrayc                      s   t  g dg S )N)r   r   r   r   r   rM   r   )r   r<   rd   r<   r=   <lambda>  s    z'TestExtins.test_place.<locals>.<lambda>Z12Z349)
r+   r   r   r6   r   r(   r?   r7   r.   r`   r~   r<   r@  r=   
test_place  s   
zTestExtins.test_placec                 C   sH   t d}|dk}| }t||}t||d t||| t|| d S )Nr   r   r   )r3   r   r   r   r(   )rc   rd   r  acr   r<   r<   r=   	test_both  s   
zTestExtins.test_bothN)rt   ru   rv   rg   rC  rE  r<   r<   r<   r=   r>    s    r>  r   c                 C   s   |t |  S r5   mathfloorr   r   r<   r<   r=   _foo1     rJ  r   c                 C   s   |t |  | S r5   rF  )r   r   r  r<   r<   r=   _foo2  s   rL  c                   @   sl  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ 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$dEdF Z%dGdH Z&dIdJ Z'dKdL Z(dMdN Z)dOdP Z*dQdR Z+dSdT Z,dUdV Z-dWdX Z.dYS )ZTestVectorizec                 C   s4   dd }t |}|g dg d}t|g d d S )Nc                 S      | |kr| | S | | S r5   r<   rd   r   r<   r<   r=   addsubtract     z.TestVectorize.test_simple.<locals>.addsubtractr   rU   rp   r  rM   rU   rV   rq   rM   rp   rM   rK   r$   r(   rc   rP  r  r?  r<   r<   r=   test_simple  s   zTestVectorize.test_simplec                 C   s0   dd }t |}|g dd}t|g d d S )Nc                 S   rN  r5   r<   rO  r<   r<   r=   rP    rQ  z.TestVectorize.test_scalar.<locals>.addsubtractrR  rV   )rV   ro   rM   rI   rU  rV  r<   r<   r=   test_scalar  s   zTestVectorize.test_scalarc                 C   s0   t ddd}tdd }||}t|| d S )NrY   rK   '  c                 S      | S r5   r<   r  r<   r<   r=   rA        z*TestVectorize.test_large.<locals>.<lambda>)r6   r  r$   r(   )rc   r   r  r   r<   r<   r=   
test_large  s   zTestVectorize.test_largec                 C   sR   t tj}tddtj tjdtj dtj g}||}t|}t|| d S )Nr   r   r  rK   )r$   rG  cosr6   r   r  r*   )rc   r  argsr1r2r<   r<   r=   
test_ufunc  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 r5   r<   rO  r<   r<   r=   rI       z(TestVectorize.test_keywords.<locals>.foor   r   rK   rT   r
  r$   r6   r   r(   rc   rI  r  r^  r_  r`  r<   r<   r=   test_keywords  s   


zTestVectorize.test_keywordsc                 C   s:   t ttgd}|tdd}|td}t|| d S Notypesr   r   r$   rJ  rO  r6   r7   r(   rc   r  r_  r`  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 rg  rj  rk  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 )Nrh  r   r   r   rj  rc   r  r_  r`  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 )Nrh  $@r5  )r  r\   rn  r$   rL  rO  r'   ro  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 )	Nrh  r5  rq  r\   )r  r   r   rM   rK   rU   rr  rk  r<   r<   r=   +test_keywords_with_otypes_several_kwd_args2#  s
   z9TestVectorize.test_keywords_with_otypes_several_kwd_args2c                 C   s,   dd l }zt|j W d S  ty   tw r1  )r  r$   	randrange	ExceptionAssertionError)rc   r  r<   r<   r=   test_keywords_no_func_code.  s   z(TestVectorize.test_keywords_no_func_codec                 C   s   ddd}t |}tg d}||d}tg d}t|| |d|d}t|| ||dd	}tg d
}t|| d S )NrM   c                 S   rb  r5   r<   rO  r<   r<   r=   rI  ;  rc  z5TestVectorize.test_keywords2_ticket_2100.<locals>.foor   r@  r   )r   rd   rK   r   rT   r
  rd  re  r<   r<   r=   test_keywords2_ticket_21008  s   



z(TestVectorize.test_keywords2_ticket_2100c                 C   sr   dd }t j|ddgd}ddg}t||ddgg d	d
 t||ddgg d	d t||ddgg d	 d S )Nc                 S   s0   t |}|d}|r||  |d }|s|S r1  )r  pop)r   p_pr  r<   r<   r=   	mypolyvalK  s   
z;TestVectorize.test_keywords3_ticket_2100.<locals>.mypolyvalr|  rM   )excludedrU   rp   r   r   )r   r|  )r|  )r6   r$   r(   )rc   r~  ZvpolyvalZansr<   r<   r=   test_keywords3_ticket_2100I  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  Z  s   z3TestVectorize.test_keywords4_ticket_2100.<locals>.frM   rK   rU   rI   rO  ro   rU  rc   r  r<   r<   r=   test_keywords4_ticket_2100X  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   
   t | S r5   )r6   r  )r  r<   r<   r=   r  e  s   
z3TestVectorize.test_keywords5_ticket_2100.<locals>.frM   rK   rU   rI   ro   rU  r  r<   r<   r=   test_keywords5_ticket_2100c  s   
 z(TestVectorize.test_keywords5_ticket_2100c                 C   s    dd }t |}t| d d S )Nc                   S      dS NrM   r<   r<   r<   r<   r=   rI  l     z5TestVectorize.test_coverage1_ticket_2100.<locals>.foorM   rU  rc   rI  r  r<   r<   r=   test_coverage1_ticket_2100k  s   z(TestVectorize.test_coverage1_ticket_2100c                 C   s>   dd }t |}t|j|j d}t ||d}t|j| d S )Nc                 S   rZ  )zOriginal documentationr<   r  r<   r<   r=   rI  s     z3TestVectorize.test_assigning_docstring.<locals>.foozProvided documentation)doc)r$   r'   __doc__)rc   rI  r  r  r<   r<   r=   test_assigning_docstringr  s   z&TestVectorize.test_assigning_docstringc                 C   s`   G dd d}t t| jtdtdd  t t|j| tdtdd  d S )Nc                   @   s   e Zd ZdZdd ZdS )z9TestVectorize.test_UnboundMethod_ticket_1156.<locals>.FoorK   c                 S   s
   || j  S r5   ry  rm   r<   r<   r=   rJ    s   
z=TestVectorize.test_UnboundMethod_ticket_1156.<locals>.Foo.barN)rt   ru   rv   r   rJ  r<   r<   r<   r=   Foo  s    r  r  rK   )r(   r$   rJ  r6   r7   )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   rZ  r5   r<   r  r<   r<   r=   rA    r[  z@TestVectorize.test_execution_order_ticket_1487.<locals>.<lambda>rU   r  c                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  )r$   r6   r7   r'   )rc   f1Zres1aZres1bf2Zres2bZres2ar<   r<   r=    test_execution_order_ticket_1487  s   
z.TestVectorize.test_execution_order_ticket_1487c                 C   s$   t dd }d}t||| d S )Nc                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  z7TestVectorize.test_string_ticket_1892.<locals>.<lambda>Zd0123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789)r6   r$   r'   )rc   r  r  r<   r<   r=   test_string_ticket_1892  s   z%TestVectorize.test_string_ticket_1892c                    sN   dg t  fdd}d|_td}t||||  t d t| d S )Nr   c                    s    d  d7  < | d S )Nr   rM   rK   r<   r  Z_callsr<   r=   r    s   z#TestVectorize.test_cache.<locals>.fTrV   )r$   cacher6   r7   r(   r'   r  rc   r  r   r<   r  r=   
test_cache  s   
zTestVectorize.test_cachec                 C   s0   t dd }d|_t d}t||| d S )Nc                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  z+TestVectorize.test_otypes.<locals>.<lambda>r   rV   )r6   r$   ri  r7   r(   r  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 sw   Y  tt td W d    n1 sw   Y  tt td W d    d S 1 sw   Y  d S )Nz(x)->()r  r<   z	(x,y)->()rI  z(x),(y)->()rn  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_signature  sV   















"z)TestVectorize.test_parse_gufunc_signaturec                 C   s8   dd }t |dd}|g dg d}t|g d d S )Nc                 S   rN  r5   r<   rO  r<   r<   r=   rP    rQ  z8TestVectorize.test_signature_simple.<locals>.addsubtractz	(),()->()	signaturerR  rS  rT  rU  rV  r<   r<   r=   test_signature_simple  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 r5   r   r@  r<   r<   r=   r     rc  z4TestVectorize.test_signature_mean_last.<locals>.meanz(n)->()r  rM   rU   rK   rI   rU  )rc   r   r  r?  r<   r<   r=   test_signature_mean_last  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 r5   r  r@  r<   r<   r=   center  s   z3TestVectorize.test_signature_center.<locals>.center(n)->(n)r  rM   rU   rK   rI   r\   rU  )rc   r  r  r?  r<   r<   r=   test_signature_center  s   z#TestVectorize.test_signature_centerc                 C   s^   t dd dd}|g d}tt|tot|dk t|d g d t|d g d d S )	Nc                 S      | | fS r5   r<   r  r<   r<   r=   rA        z:TestVectorize.test_signature_two_outputs.<locals>.<lambda>	()->(),()r  r   rK   r   rM   )r$   r&   rD  r	  r  r(   rc   r  r?  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)r  rM   rK   r   r?  r   r   )r$   r6   r9   r(   r  r<   r<   r=   test_signature_outer  s   
z"TestVectorize.test_signature_outerc                 C   sX   t dd dd}|g d}t|ddg |g dg dg}t|ddgdd	gg d S )
Nc                 S      | d d S Nr\   r<   r  r<   r<   r=   rA        z<TestVectorize.test_signature_computed_size.<locals>.<lambda>z(n)->(m)r  r   rM   rK   r   rU   rU  r  r<   r<   r=   test_signature_computed_size  s
   z*TestVectorize.test_signature_computed_sizec                 C   sN   ddd}t |ddhd}t|g dg d t|g dd	d
g d d S )NrM   c                 S   rb  r5   r<   rO  r<   r<   r=   rI    rc  z2TestVectorize.test_signature_excluded.<locals>.foo()->()r   )r  r  r   r   r   ry  r
  rU  r  r<   r<   r=   test_signature_excluded  s   
z%TestVectorize.test_signature_excludedc                 C   sD   t dd ddgd}|g d}t|jtd t|g d d S )Nc                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  z5TestVectorize.test_signature_otypes.<locals>.<lambda>r  r   r  ri  r   )r$   r'   r   r6   r(   r  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w   Y  ttd |dd W d    n1 s7w   Y  ttd |ddgg d W d    n1 sUw   Y  t tjd	d}ttd |dd W d    d S 1 sww   Y  d S )
Nz(n),(n)->(n)r  zwrong number of positionalrM   rK   zdoes not have enough dimensions$inconsistent size for core dimensionr   r  )r$   operatorr8   r.   r   r`   r  r<   r<   r=   test_signature_invalid_inputs  s$   "z+TestVectorize.test_signature_invalid_inputsc                 C   s   t dd dd}ttd |g d W d    n1 sw   Y  t dd dd}ttd	 |d
 W d    n1 s?w   Y  t dd dd}ttd	 |d
dg W d    d S 1 scw   Y  d S )Nc                 S   r  r  r<   r  r<   r<   r=   rA  ,  r  z>TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>r  r  r  r   c                 S   rZ  r5   r<   r  r<   r<   r=   rA  1  r[  r  zwrong number of outputsrM   c                 S   r  r5   r<   r  r<   r<   r=   rA  5  r  r  rK   )r$   r.   r`   r  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 s$w   Y  d|_t||| t jdd d	d
}ttd || W d    n1 sPw   Y  t jdd d	dd}t||| t jdd ddd}t||| t jdd dd
}t||j|j t jdd ddd}ttd || W d    d S 1 sw   Y  d S )Nc                 S   rZ  r5   r<   r  r<   r<   r=   rA  ;  r[  z5TestVectorize.test_size_zero_output.<locals>.<lambda>r   rV   r   ri  r   c                 S   rZ  r5   r<   r  r<   r<   r=   rA  C  r[  r  r  c                 S   rZ  r5   r<   r  r<   r<   r=   rA  G  r[  r  c                 S   rZ  r5   r<   r  r<   r<   r=   rA  J  r[  r  c                 S   rZ  r5   r<   r  r<   r<   r=   rA  M  r[  c                 S   s   | gS r5   r<   r  r<   r<   r=   rA  P  s    z()->(n)znew output dimensions)	r6   r$   r?   intr.   r`   ri  r(   r   r  r<   r<   r=   test_size_zero_output9  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                   @   r   )z/TestVectorize.test_subclasses.<locals>.subclassNr   r<   r<   r<   r=   r   U  r   r   )r   r   r   r:  )r   r   r   r   )r   r   r   r   z(m,m),(m)->(m)r  )r   r   r   )r   r   r   )r   r   r   c                 S   s   | | S r5   r<   rI  r<   r<   r=   rA  c  r  z/TestVectorize.test_subclasses.<locals>.<lambda>)r6   r   r   r   r$   matmulr'   r   )rc   r   r  r  Zmatvecr?  Zmultr<   r<   r=   r   T  s    
"

zTestVectorize.test_subclassesc                 C   s    t jdd }|jdksJ d S )Nc                 S   rb  r5   r<   rO  r<   r<   r=   r  j  s   z#TestVectorize.test_name.<locals>.f2r  )r6   r$   rt   )rc   r  r<   r<   r=   	test_nameh  s   
zTestVectorize.test_namec                 C   s0   t dd }|g dg d}t|g d d S )Nc                 S   rN  r5   r<   rO  r<   r<   r=   rP  q  s   z1TestVectorize.test_decorator.<locals>.addsubtractrR  rS  rT  rU  )rc   rP  r?  r<   r<   r=   test_decoratorp  s   
zTestVectorize.test_decoratorc                 C   s.   t dd }tjjdk r|jdksJ d S d S )Nc                 S   rZ  )	Docstringr<   r  r<   r<   r=   r  |  s   z'TestVectorize.test_docstring.<locals>.frK   r  )r$   sysr   optimizer  r  r<   r<   r=   test_docstring{  s   
zTestVectorize.test_docstringc                 C   s0   dd }t |d}t|}|ddksJ d S )Nc                 S   rb  r5   r<   rI  r<   r<   r=   rI    rc  z'TestVectorize.test_partial.<locals>.foorU   rM   rI   )r   r6   r$   )rc   rI  rJ  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s(J d S )Nr  r   r  c                 S   rZ  r5   r<   r  r<   r<   r=   r    r  z8TestVectorize.test_signature_otypes_decorator.<locals>.fr   r  )r$   r'   r   r6   r(   rt   r  r<   r<   r=   test_signature_otypes_decorator  s   
z-TestVectorize.test_signature_otypes_decoratorc                 C   s:   t t tjdd}W d    d S 1 sw   Y  d S )NrU   )Zpyfuncr+   r   r6   r$   )rc   Ar<   r<   r=   test_bad_input  s   
"zTestVectorize.test_bad_inputc                 C   s@   t t tddd }W d    d S 1 sw   Y  d S )Nstringc                   S   r  )NrJ  r<   r<   r<   r<   r=   rI    r  z+TestVectorize.test_no_keywords.<locals>.foor  )rc   rI  r<   r<   r=   test_no_keywords  s   
"zTestVectorize.test_no_keywordsc                 C   s0   t dd dg}|dg}t|jtd d S )Nc                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  z?TestVectorize.test_positional_regression_9477.<locals>.<lambda>r   rK   )r$   r'   r   r6   r  r<   r<   r=   test_positional_regression_9477  s   
z-TestVectorize.test_positional_regression_9477c                 C   s:   d}t jg ddd}tt jdd d|gd|| d S )Nzdatetime64[ns])z
2024-01-01z
2024-01-02z
2024-01-03r   c                 S   rZ  r5   r<   r  r<   r<   r=   rA    r[  z8TestVectorize.test_datetime_conversion.<locals>.<lambda>z(i)->(j)r  )r6   r   r(   r$   )rc   Zotyper   r<   r<   r=   test_datetime_conversion  s   
z&TestVectorize.test_datetime_conversionN)/rt   ru   rv   rW  rX  r\  ra  rf  rl  rm  rp  rs  rt  rx  rz  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  r  r  r  r  r  r<   r<   r<   r=   rM    sZ    

"		
rM  c                   @   s\   e Zd ZG dd dZejje dd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.ArM  c                 G   r  r1  r<   rc   r^  r<   r<   r=   bound  r  zTestLeaks.A.boundc                  G   r  r1  r<   )r^  r<   r<   r=   unbound  r  zTestLeaks.A.unboundN)rt   ru   rv   itersr  staticmethodr  r<   r<   r<   r=   r    s
    r  Python lacks refcountsreasonzJFunctions are immortalized if a thread is launched, making this test flakyz
name, incrr  )r  r   c           	      C   s   dd l }t| j|}|  zKt|}t| jjD ]}|  }t	t||dd|_
|
td}qd }tt|||  tdD ]}|  qDtt|| W |  d S |  w )Nr   rM   r   rV   )gcr  r  disabler  getrefcountrb   r  r6   Z
frompyfuncr  r7   r'   Zcollectenable)	rc   r  incrr  ZA_funcrefcountr   rd   r  r<   r<   r=   test_frompyfunc_leaks  s   

zTestLeaks.test_frompyfunc_leaksN)rt   ru   rv   r  r   r  skipifr0   r2   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   rW  r   r6   r7   r(   r   rc   r   binsr<   r<   r=   test_forward  s   zTestDigitize.test_forwardc                 C   s6   t ddd}t ddd}tt||t d d S )NrV   r  r\   rW  r   r  r  r<   r<   r=   test_reverse  s   zTestDigitize.test_reversec                 C   s:   t d}t| | d}ttt||dk d S )Nr   r   r3   r6   r  r  r  r&   r   r   )rc   r   binr<   r<   r=   test_random  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_basic  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                   @   r   )z(TestDigitize.test_return_type.<locals>.ANr   r<   r<   r<   r=   r    r   r  rV   rM   rU   FT)r6   r   r7   r   r&   rD  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'   r6   r   rG  r<   r<   r=   test_large_integers_increasing$  s   "z+TestDigitize.test_large_integers_increasingz9gh-11022: np._core.multiarray._monoticity loses precisionr  c                 C   s&   d}t t||d |d gd d S r  r  rG  r<   r<   r=   test_large_integers_decreasing)  s   "z+TestDigitize.test_large_integers_decreasingN)rt   ru   rv   r  r  r  r  r  r  r  r  r  r  r  r   r  Zxfailr  r<   r<   r<   r=   r    s     	r  c                   @   r   )
TestUnwrapc                 C   sH   t tdddtj  gddg tttttdd tjk  d S )NrM   rK   r   r5  )r(   r"   r6   r  r&   r   r   r3   r~   r<   r<   r=   rW  3  s    (zTestUnwrap.test_simplec                 C   s   t tddgddddg tttttdd dddk  tg d}t|d}t t|dd| tg d	}t|d
}t|d
d}t |g d t|d
dd}t |g d	 |j	|j	ksfJ d S )NrM   i     periodrK   r     )r   K         r  )r   r  r  r  r  i     )r   r  r  r  r  r     )r  Zdiscont)
r(   r"   r&   r6   r   r   r3   r   modr   )rc   Z
simple_seqZwrap_seqZ
uneven_seqZwrap_unevenZ
no_discontZ
sm_discontr<   r<   r=   test_period9  s   &zTestUnwrap.test_periodN)rt   ru   rv   rW  r  r<   r<   r<   r=   r  1      r  O
AllIntegerFloatM)r   rM   r   c                   @   sz   e Zd ZdededdfddZdededdfddZdededdfd	d
ZdededdfddZdededdfddZ	dS )TestFilterwindowsr   r  returnNc                 C      t j||dd }t|}|dkrt j}nt |jt j}|j|ks$J t|t| |dk r9t|t g  d S |dkrGt|t 	d d S t
t j|dddd d S )	Nr   r<   r  rM   r   ry         @rI   )r6   r   r   r   r   r   r'   r   r(   ra   r)   r   rc   r   r  Zscalarr   Z	ref_dtyper<   r<   r=   test_hanningR     zTestFilterwindows.test_hanningc                 C   r  )	Nr   r<   r  rM   r   ry   g(\@rI   )r6   r   r   r   r   r   r'   r   r(   ra   r)   r   r  r<   r<   r=   test_hammingg  r  zTestFilterwindows.test_hammingc                 C   r  )	Nr   r<   r  rM   r   ry   g^)@rI   )r6   r   r	   r   r   r   r'   r   r(   ra   r)   r   r  r<   r<   r=   test_bartlett|  r  zTestFilterwindows.test_bartlettc                 C   r  )	Nr   r<   r  rM   r   ry   g=
ףp=@rI   )r6   r   r
   r   r   r   r'   r   r(   ra   r)   r   r  r<   r<   r=   test_blackman  r  zTestFilterwindows.test_blackmanc                 C   s   t j||dd }t|d}|dkrt j}nt |jt j}|j|ks%J t|t| |dk r:t|t g  d S |dkrHt|t 	d d S t
t j|dddd d S )	Nr   r<   r   r  rM   ry   r   r  )r6   r   r   r   r   r   r'   r   r(   ra   r)   r   r  r<   r<   r=   test_kaiser  s   
zTestFilterwindows.test_kaiser)
rt   ru   rv   strr  r  r  r  r  r	  r<   r<   r<   r=   r  L  s    r  c                   @   rG   )TestTrapezoidc                 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   )r6   r7   r    r  r  r  r)   )rc   r   r?  r<   r<   r=   rW    s   *zTestTrapezoid.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\   ry   )r   rz   )r6   r  	ones_liker   r    r)   )rc   r   r   r  ZwxZwyZwzqZqxZqyZqzr?  r<   r<   r=   	test_ndim  s8   6




zTestTrapezoid.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      *@)r6   r7   r   r   r)   r    )rc   r   r   r  Zymr?  Zxmr<   r<   r=   r    s   
zTestTrapezoid.test_maskedN)rt   ru   rv   rW  r  r  r<   r<   r<   r=   r    s    %r  c                   @   r   )TestSincc                 C   s6   t tddk ttddd}t|t|d d S )Nr   rM   r\   r5  rq   )r&   r   r6   r  r*   r   rc   r   r<   r<   r=   rW    s   zTestSinc.test_simplec                 C   sF   ddg}t t|}t t|}t t|}t|| t|| d S )Nr   r   )r   r6   r   r  r	  r(   )rc   r   r   r   r   r<   r<   r=   test_array_like	  s   
zTestSinc.test_array_likeN)rt   ru   rv   rW  r  r<   r<   r<   r=   r    r  r  c                   @   rS  )
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hamrI  rJ  rI  r  )rJ  rI  r  r  )      @      @r        ?      $@r   r  )r  r  r  r   )r6   r   r&   r   r#   rG  r<   r<   r=   rW  	  s   "zTestUnique.test_simpleN)rt   ru   rv   rW  r<   r<   r<   r=   r  	  r^  r  c                   @   r   )TestCheckFinitec                 C   sJ   g d}ddt jg}ddt jg}t | ttt j| ttt j| d S )Nr   rM   rK   )r6   infr+  asarray_chkfiniter+   r`   r   r<   r<   r=   rW  	  s   
zTestCheckFinite.test_simplec                 C   s.   g d}t j|dt jd}t|jt jk d S )Nr   r   )r   r   )r6   r  r   r&   r   rm   r<   r<   r=   test_dtype_order!	  s   z TestCheckFinite.test_dtype_orderN)rt   ru   rv   rW  r  r<   r<   r<   r=   r  	  r   r  c                	   @   s   e Zd Zeg dg dg dgZeg dg dg dgZeg dg dg d	gZeg d
g dg dg dg dg dgZdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zejd ejejejejgd!d" Zd#S )$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)   r6   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 r  )
r   r  r)   r  r&   r6   r   r  r'  r  )rc   Ztgt1Ztgt2r<   r<   r=   rW  A	  s   
zTestCorrCoef.test_simplec                 C   s   t  L}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    d S 1 sRw   Y  d S )Nalwaysr\   ddofrU   )r/   warningssimplefilterr-   DeprecationWarningr   r  filterr)   r  r'  r  rc   supr<   r<   r=   	test_ddofJ	  s   

"zTestCorrCoef.test_ddofc                 C   s~   t  2}td ttt| j| jdd ttt| jdd |t t	t| jdd| j
 W d    d S 1 s8w   Y  d S )Nr.  rM   r   )Zbias)r/   r1  r2  r-   r3  r   r  r'  r4  r)   r  r5  r<   r<   r=   	test_biasV	  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'  )r6   r   r   r,   r&   r   r  )rc   r   r  r|  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 r9  )r6   r   r,   r   rc   r   r   r<   r<   r=   test_xyg	  s   (zTestCorrCoef.test_xyc                 C      t jddJ 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    d S 1 sSw   Y  d S NTrecordr.  r   rK   )
r1  catch_warningsr2  RuntimeWarningr(   r   r6   r   r+  rr   r~   r<   r<   r=   
test_emptyl	     "zTestCorrCoef.test_emptyc                 C   s|   ddgddgg}t jdd t|}W d    n1 sw   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,  )r6   Zerrstater   r*   r   r&   r   r  )rc   r   r   r<   r<   r=   test_extremeu	  s   
zTestCorrCoef.test_extreme	test_typec                 C   *   | j |}t||d}||jksJ d S Nr   )r  r   r   r   )rc   rH  Zcast_Ar  r<   r<   r=   test_corrcoef_dtype|	     z TestCorrCoef.test_corrcoef_dtypeN)rt   ru   rv   r6   r   r  r'  r  r  r-  rW  r7  r8  r;  r=  rD  rG  r   r  r  halfsingledouble
longdoublerK  r<   r<   r<   r=   r  (	  sL    	
	r  c                   @   sd  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*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 r5   )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)r6   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 r9  )r6   r   r,   r   r<  r<   r<   r=   r=  	  s   &zTestCov.test_xyc                 C   r>  r?  )
r1  rB  r2  rC  r(   r   r6   r   r+  rr   r~   r<   r<   r=   rD  	  rE  zTestCov.test_emptyc                 C   sp   t jdd( t dt tt| jddttj	tj	 gtj	 tj	gg W d    d S 1 s1w   Y  d S )NTr@  r.  rV   r/  )
r1  rB  r2  rC  r(   r   rT  r6   r   r  r~   r<   r<   r=   test_wrong_ddof	  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)rowvar)g+?g4@?g&S?go_?gJ4?)r,   r   x3r6   r   rc   r   r<   r<   r=   test_1D_rowvar	  s   "zTestCov.test_1D_rowvarc                 C   s$   t t| jddtj| jdd d S )NrM   r/  )r,   r   rY  r6   varr~   r<   r<   r=   test_1D_variance	  s   $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_repeatsrT  r  unit_frequenciesr  r+   r   r6   ra   r2  RuntimeErrorr`   )rc   Znonintr  r<   r<   r=   test_fweights	  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 )NrU  r   r_  rK   r,  rU   )r,   r   rT  r   r  unit_weightsr  r6   ra   r+   rc  r`   r  r<   r<   r=   test_aweights	  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^  rV  r   rU  )r,   r   r  r`  re  ra  rT  r  rb  r  r   r  r~   r<   r<   r=   test_unit_fweights_and_aweights	  s<   z'TestCov.test_unit_fweights_and_aweightsrH  c                 C   rI  rJ  )rT  r   r   r   )rc   rH  Zcast_x1r  r<   r<   r=   test_cov_dtype	  rL  zTestCov.test_cov_dtypec                 C   s>   t d}t j|ddd}t j|jddd}t||dd d S )Nr  r   T)r0  rX  F)strict)r6   ra   r   r   r,   r  r<   r<   r=   test_gh_27658	  s   
zTestCov.test_gh_27658N)&rt   ru   rv   r6   r   r   rT  r  r  r`  ra  r  ra   r2  rb  r   r  re  rY  rg   r;  r=  rD  rW  r[  r]  rd  rf  rg  r   r  r  rM  rN  rO  rP  rh  rj  r<   r<   r<   r=   rQ  	  s2    $
	
rQ  c                   @   rG   )Test_I0c              
   C   s   t tdtd tg d}tg d}t t|| t t| | tddgddgd	d
gddgddgg}t t|tddgddgddgddgddgg tdg}t|jd ttdgtdg d S )Nr   gǒ#?)gC7?gmM?g3a,?g$WV?ۏ?rX  )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   r6   r   r'   rA   r(   )rc   r  r  r'  Zi0_0r<   r<   r=   rW  	  s4   

zTest_I0.test_simplec                    sV   t d G  fddd}tt | |sJ 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   rZ  r5   r<   )rc   r   contextZreturn_scalarr<   r<   r=   __array_wrap__
  r  z9Test_I0.test_non_array.<locals>.array_like.__array_wrap__N)rt   ru   rv   Z__array_interface__rm  r<   r@  r<   r=   
array_like
  s    rn  )r6   r7   rD  r  r   r(   )rc   rn  r  r  r<   r@  r=   r-  
  s   

zTest_I0.test_non_arrayc                 C   sJ   t ddg}tjtdd t|}W d    d S 1 sw   Y  d S )Nr   y      ?       @z#i0 not supported for complex valuesr   )r6   r   r   r   r   r   r9  r<   r<   r=   r;  !
  s   
"zTest_I0.test_complexN)rt   ru   rv   rW  r-  r;  r<   r<   r<   r=   rk  	  s    rk  c                   @   r   )
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   )rp  vT=?r   rq  rp  gg?)?YJ?r   rs  rr  )r&   r6   isfiniter   r)   r   r~   r<   r<   r=   rW  )
  s   



zTestKaiser.test_simplec                 C   s   t dd d S )NrU   rI   )r   r~   r<   r<   r=   test_int_beta6
  rK  zTestKaiser.test_int_betaN)rt   ru   rv   rW  ru  r<   r<   r<   r=   ro  '
  r  ro  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(   r6   r   rc   XYr<   r<   r=   rW  <
  s   zTestMeshgrid.test_simplec                 C   s&   t g d\}t|tg d d S )Nrg  rx  )rc   rz  r<   r<   r=   test_single_inputG
  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_inputK
  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   rw  ijZindexingr   )rK   rK   rK   rK   )rU   rU   rU   rU   ro   r  r   r$  rU   rI   )rI   rU   rK   )rU   rI   rK   Znotvalid)r   r(   r6   r   r&   rA   r+   r`   )rc   r   r   rz  r{  r  r<   r<   r=   test_indexingP
  s"   zTestMeshgrid.test_indexingc                 C   sT   t g dg ddd\}}t|tg dg t|tdgdgdgdgg d S )	Nr   rw  TsparserI   rV   rp   rq   rx  ry  r<   r<   r=   test_sparsed
  s   $zTestMeshgrid.test_sparsec                 C   s   t ttg dg ddd d S )Nr   rw  r~  )r  )r+   r   r   r~   r<   r<   r=   test_invalid_argumentsi
  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   rM  T)r   r  )r6   r7   r   r   r   r&   r   )rc   r   r   rz  r{  r<   r<   r=   r  p
  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)r  r   r   rM   )r6   r   r   r'   )rc   rz  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   )r6   r   rb   r'   rA   )rc   rd   r   r   r-  r  Zexpected_shaper<   r<   r=   test_nd_shape
  s   $zTestMeshgrid.test_nd_shapec                 C   sp   t dgddgg d\}}}t|g dgg dgg t|g dgg dgg t|g dgg dgg d S )Nr   rM   rK   rT   r   r   rJ   r6   r   r'   r   r<   r<   r=   test_nd_values
  s   zTestMeshgrid.test_nd_valuesc                 C   sn   t jdgddgg ddd\}}}t|g dg dgg t|g dg d	gg t|g dg dgg d S )
Nr   rM   rK   rT   r~  r  r   r   rJ   r  r   r<   r<   r=   test_nd_indexing
  s   "zTestMeshgrid.test_nd_indexingN)rt   ru   rv   rW  r|  r}  r  r  r  r  r  r  r  r  r<   r<   r<   r=   rv  :
  s    
	rv  c                   @   rw   )TestPiecewisec                 C   s4  t ddgddgdg}t|ddg t ddgddggdg}t|ddg t ddgtddgdg}t|ddg t ddgtddgdg}t|ddg t ddgtddggdg}t|ddg t ddgddggdd g}t|ddg ttdt ddgddggg  ttdt ddgddggg d	 d S )
Nr   TFrM   c                 S   r  r  r<   r  r<   r<   r=   rA  
  r[  z+TestPiecewise.test_simple.<locals>.<lambda>r\   z1 or 2 functions are expectedr   )r   r(   r6   r   r.   r`   rG  r<   r<   r=   rW  
  s$   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(   rG  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'   rG  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   r  rG  r<   r<   r=   test_default
  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   )r6   r   r   r&   r   r(   r<  r<   r<   r=   rB  
  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   )r6   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   r9  )r,  r,  r,  )r   r   r   )r6   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                   @   r   )z/TestPiecewise.test_subclasses.<locals>.subclassNr   r<   r<   r<   r=   r     r   r   r   r   rI   )r,  r   r   )r,  r,  r   r   r   )r6   r   r7   r   r   r'   r   )rc   r   r   r?  r<   r<   r=   r     s
   zTestPiecewise.test_subclassesN)rt   ru   rv   rW  r  r  r  rB  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	dd Z
dd Zejdddg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ejd"ejd# d$d% Zd&d' Zd(d) Zd*S )+TestBincountc                 C   s$   t t d}t|t d d S )NrI   )r6   bincountr7   r(   ra   rZ  r<   r<   r=   rW    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   )r6   r  r   r(   rZ  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  )r6   r7   r   r  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  r6   r   r  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   	minlength)rK   rU   r   r   r  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   r  )rM   rK   rK   rK   r   r  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  r  ro   )r   r  r   r   r   r  r   r   r  r  r<   r<   r=   test_with_minlength_and_weights1     z,TestBincount.test_with_minlength_and_weightsc                 C   s&   t jg td}t |}t|| d S rJ  )r6   r   r  r  r(   r<  r<   r<   r=   rD  7  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   r  )r6   r   r  r  r(   r?   r<  r<   r<   r=   test_empty_with_minlength<  s   z&TestBincount.test_empty_with_minlengthr  r   rU   c                 C   s"   t tjg |dtj|td d S )Nr  r   )r(   r6   r  r?   r  )rc   r  r<   r<   r=   test_empty_listA  s   zTestBincount.test_empty_listc                    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                         t j ddS Nfoobarr  r6   r  r<   r  r<   r=   rA  J      z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>zmust not be negativec                      r  Nr\   r  r  r<   r  r<   r=   rA  M  r  rV   c                      r  r  r  r<   r  r<   r=   rA  R  r  c                      r  r  r  r<   r  r<   r=   rA  U  r  )r6   r   r  r.   r   r`   r7   r~   r<   r  r=   test_with_incorrect_minlengthF  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 q<tt ttj| tt ttj| d S )Nr   r   r   )	r  r  r6   r   ZintprO  rb   r  r'   )rc   Zintp_refcountZdouble_refcountjr<   r<   r=   test_dtype_reference_leaksW  s   z'TestBincount.test_dtype_reference_leaksvalsrK   c                 C   st   t |}tt t | W d    n1 sw   Y  tt t | W d    d S 1 s3w   Y  d S r5   )r6   asarrayr+   r`   r  )rc   r  Zvals_arrr<   r<   r=   test_error_not_1dg  s   


"zTestBincount.test_error_not_1dr  r  c                 C   s2   t jg d|d}t |}g d}t|| d S )Nr   rM   rM   rU   rK   rM   rq   r   rM   rU   rM   rM   r   r   r   rM   r  )rc   r  rd   r   r  r<   r<   r=   test_gh_28354p  s   
zTestBincount.test_gh_28354c                 C   s   t t dd d d  d S )NrY  rK   )r6   r  r7   r~   r<   r<   r=   test_contiguous_handlingw  s   z%TestBincount.test_contiguous_handlingc                 C   s4   G dd d}| }t |}g d}t|| d S )Nc                   @   rS  )z0TestBincount.test_gh_28354_array_like.<locals>.Ac                 S   s   t jg dt jdS )Nr  r   )r6   r   r  r~   r<   r<   r=   	__array__}  s   z:TestBincount.test_gh_28354_array_like.<locals>.A.__array__N)rt   ru   rv   r  r<   r<   r<   r=   r  |  s    r  r  )r6   r  r(   )rc   r  rd   r   r  r<   r<   r=   test_gh_28354_array_like{  s
   
z%TestBincount.test_gh_28354_array_likeN)rt   ru   rv   rW  r  r  r  r  r  r  rD  r  r   r  r  r  r  r  r0   r  r  r6   	typecodesr  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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   )r6   r  r)   r   rc   r   r   x0r<   r<   r=   rg     r  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   )r  r  )r   rM   rM   rK   )	rb   r6   r7   rO  ra   r   r   rO  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  )r6   r  r)   r   r   r   r+  r  r<   r<   r=   test_scalar_interpolation_point  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   rg  rM   rK   rI   )r6   r  r)   r   r+  )rc   r   r  fpr<   r<   r=    test_non_finite_behavior_exact_x  s   "&z+TestInterp.test_non_finite_behavior_exact_xc                 C   r  r5   r6   r   r  r<   r<   r=   rA       
 zTestInterp.<lambda>c                 C   s
   t | dS r1  rF   r  r<   r<   r=   rA    r  c                 C   s
   t d| S r1  r  r  r<   r<   r=   rA    r  c                 C   s   t | t| dS )NrS   )rF   r6   multiplyr  r<   r<   r=   rA    s    )rC   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=   sc  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'   r6   r   r+  rc   r  r<   r<   r=   test_non_finite_any_nan  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'   r6   r   r  r+  r  r<   r<   r=   test_non_finite_inf  s   ...0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_xf  s   .......2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'   r6   r   r  r  r<   r<   r=   test_non_finite_half_inf_x  s   ,((0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4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\          @      @r  r   r  r  rg         @      ?rI   y              ?iLiViG   r  rW  r   im     iBi^  i)      @      ?y      $@       @      @      @y      @      @)y      @      ?r  y     !@      ?y      @      ?r  y      
@      
@y      @      @y      @      @r  r  )r6   r  r)   r   r  )	rc   r   r   r  Zy0r  r  r  r  r<   r<   r=   test_complex_interp  s*   $zTestInterp.test_complex_interpc                 C   s   t ddd}t ddd}t d}tt |||| t g d}t g d}t t d||}t|d tt|t j t jt d||dd	}t|d
 tt|t j d S )Nr   rM   rV   r  r  )rM   r\   rM   r  rI   r  r   )	r6   r  r   r)   r   r'   r&   rD  r   )rc   r   r   r  r  r  r   r<   r<   r=   )test_zero_dimensional_interpolation_point'  s   


z4TestInterp.test_zero_dimensional_interpolation_pointc                 C   s2   t ddd}t |}tt t j||d d S )Nr   r   g-C6?r   )r6   r7   sinr)   r   r  )rc   r  r  r<   r<   r=   test_if_len_x_is_small8  s   
z!TestInterp.test_if_len_x_is_smallc                 C   s   g d}g d}g d}g d}t tj|||dd| tj|ddd	d
}tj|ddd	d
}t tj|||dd| d S )Nr  r  )rV   r   rU   rI   )g      @r        !@g      @r   g      
@      @g      @r  r  r   r   rK   r\   r  )r)   r6   r   r   rr   )rc   r   r  r  r   r<   r<   r=   r  =  s   zTestInterp.test_periodN)rt   ru   rv   r  rg   r  r  r  r   Zfixturer  r  r  r  r  r  r  r  r  r  r<   r<   r<   r=   r    s0    &
		r  c                   @   sp  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zej	
dejd dd Zdd ejd D ejejfejejfejejfejejfedejfg Zej	
ddgejdfejdfgej	
ddgeej	
g dg ddd Zejd ejd  d Zej	
dedd Zej	
dedd  Zej	
ded!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Z ej	
d/ejd0fe!ejd1d2d3fgd4d5 Z"d6d7 Z#d8d9 Z$d:d; Z%d<d= Z&d>d? Z'd@dA Z(dBdC Z)ej	
dDdEdFdEggej	j
dGg dHdIdJdK Z*dLdM Z+ej	
dNg dOdPdQ Z,dRdS Z-dTdU Z.ej	
ddVdWgej	
dXg dYdZd[ Z/d\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 tt j|dddt j tt j|ddt |dt j d S )Nro   r   r   r   r5  r  rh   r   rM   nearestmethodinverted_cdfr  r   )r6   r7   r'   
percentiler+  r  rG  r<   r<   r=   rg   J  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      g | ]}t |d qS r1  r   r  r<   r<   r=   r  Z  r	  z0TestPercentile.test_fraction.<locals>.<listcomp>ro   r   r5  rq   rK   rh   rI   )rb   r6   r  r   r'   r   r   r   )rc   r   r|  r<   r<   r=   test_fractionY  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
  )r6   ra   r  )rc   r-  or<   r<   r=   test_apil  s
   

zTestPercentile.test_apic                 C   j   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   )r6   r   r+   r   r  rc   Zarr_cr<   r<   r=   r;  s  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   ry   )r6   r   r(   r  rG  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 )Nrb       A@      D@      I@r   r  r  )r6   r  r+  r  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<   r  )r  Zint_typer<   r<   r=   r    s    zTestPercentile.<listcomp>r  r  functionquantilerS  r  input_dtypeexpected_dtype)r  weightedr  )
)r  FrM  )r  TrM  )averaged_inverted_cdfF     ;@)closest_observationFrM  )interpolated_inverted_cdfFrM  )hazenFr  )weibullF   )r  Fr  )median_unbiasedFrp  )normal_unbiasedFg      ;@c                 C   s   t |}t jg d|d}|rt |nd }	|t ju r*|t ju r%|d}t jj}
nt jj}
|||||	d}|
||	| |dv rd|dkrTt j
t |jt j d S t j
t |jt | d S t j
t |jt | d S )N)rb  g      4@r  r  r  r   z0.4r  )r  r  r  )r6   r   r  r  rP  r   r  r)   Zassert_array_almost_equal_nulpr   r'   r   )rc   r  r   r  r  r  r  r  r   r   Ztest_functionr   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'   r6   r  r7   rc   r   r<   r<   r=   test_lower_higher     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_midpoint  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_nearest  r  zTestPercentile.test_nearestc                 C   sL   t jd}t |d}t j||  t |d}t j||  d S )NrV   r5  r   )r6   r  r3   r  r  r'   r  r  )rc   r   r   r<   r<   r=   'test_linear_interpolation_extrapolation  s
   z6TestPercentile.test_linear_interpolation_extrapolationc                 C   s,   t dd }tt |g dg d d S )Nro   r   )r   r5  rh   )r   r  r   )r6   r7   r'   r  rG  r<   r<   r=   test_sequence  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   r5  )g      @r  r  )rK   rU   rI   rV   rw  )ro   r  r   r   r   ry   )      ?r  rU   )r   r  rq   )r  r   r   rM   r  rV   rp   r  rh   r1  )r  rh   r  r7  )rK   rI   rV   rp   )rK   rU   rV   rp   rK   )rK   rU   rI   rp   )rU   rU   rV   rp   r  r  rz   r  )r6   r7   rr   r'   r  r   r   rA   )rc   r   r0r_  r<   r<   r=   r    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   r   r   ry   r  r  r   rM   r  rz   r  r  r  r   )r  rz   )r   r   r   r<   r   r  r  rV   r  rz   r  )r6   r7   rr   r'   r  r&   isscalarr   rA   r)   emptyr   )rc   r   r  r_  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   r  r  e   r\   rh   r  )r+   r`   r6   r  r  rb   r~   r<   r<   r=   test_exceptionF  s    $zTestPercentile.test_exceptionc                 C   s   t tg ddd d S )Nr   r   rM   )r'   r6   r  r~   r<   r<   r=   test_percentile_listN  s   z#TestPercentile.test_percentile_listzpercentile, with_weightsFr  r  Tc                 C   sv  |rt nt}tg d}tjd|d}d}|rt|nd }|||||d}||u s-J t||||d| tg dg dg}tjd|d}|rPt|nd }|||d||d	}||u saJ t||||dd
| tjd|d}|||d||d	 t||||dd
| tddd}|rtg dg dg}	ntg dg dg}	tj	d|d}
|rt|nd }t||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   r7  r   )r  r   r   r   r  r   )rz   r  r   r   r  rM   r   rU   rI   r6  rw  )r   r   r   r   r   )rK   rI   r  )r  r   r  r!  r_  r#  r  r%  )r   rI   ro   )rM   rV   r  )r  rO  r6   r   r?   r  r'   r7   rr   r'  r  r   )rc   r  Zwith_weightsZ	out_dtyper   r   r|  r   r?  r  r  r_  r   r<   r<   r=   test_percentile_outQ  sV   






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 )Nrr  r   rM   rK   rh   r   ry   )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   )r6   r7   rr   r(   r  rA   r   rc   r-  r<   r<   r=   test_percentile_empty_dim  sB   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r6   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  )r6   r  r  r7   r(   r/  )rc   r|  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 )Nr1  rh   Tr2  r  r4  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   rj  r]   ry   r\   r   rl   rM   rj   r  r  rL   r7    rU   rV   rq   r   Z   r   rM   rU   rU   rM   r=  rK   rU   rM   rK   r  r2  rM   rS   rM   rU   rP   )r6   r  normaldstackr'   r  moveaxisr   r   r7   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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 ttt j|ddd ttt j|d	dd ttt j|d
dd d S )Nr?  rW  r  )rz   r  r   rW  rI   r   rI   rR   )r\   r\   )rU   r\   )r6   ra   r+   r%   r  r`   r/  r<   r<   r=   test_extended_axis_invalid  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   r6  )r   rA  rM   rM   rq   rM   rM   )rK   rM   rM   rq   rM   )rK   rM   rV   rq   rM   )r6   ra   r'   r  rA   r/  r<   r<   r=   test_keepdims  s:   
zTestPercentile.test_keepdimsr  rq   rM   rz   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 s@J t	|j| d S )Nr?  r
  c                 3   &    | ]}| v r
d nj | V  qdS rM   NrA   r  Z	axis_normr-  r<   r=   r        
z3TestPercentile.test_keepdims_out.<locals>.<genexpr>Trz   r   r  )
r6   ra   r   r4   r	  rb   rA   r'  r  r'   )rc   r  rz   	shape_outr  r  r<   r\  r=   test_keepdims_out  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   r  r   r"  r  r$  r7  rM   r<   rK   )r6   r?   ra   r'   r  rc   r  r-  r<   r<   r=   test_out  s   



zTestPercentile.test_outzmethod, weighted))r  F)r  F)r  F)r  Tc                 C   s   |rt d|d}nd|i}tjddX tddt t d}t d}t j|d	< tt j	|d
d
fd|i|| t d}tt j	|ddfd|i|| t d}tt j	|dfd|i|| W d    d S 1 spw   Y  d S )Nr  r   r  r  Tr@  r.  r;  ra  r2  r   r  r7  rM   r<   )
r6   ra   r1  rB  filterwarningsrC  r?   r+  r'   r  )rc   r  r  kwargsr  r-  r<   r<   r=   test_out_nan&  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   ry   333333?rU   rI   r   rM   rM   rK   r_  rk   rM   rE  rQ   r  r  )	r6   r7   rO  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 sw   Y  t jtdd tg dtjg W d    n1 s<w   Y  tddd}tj|d< t jtdd tg d| W d    d S 1 shw   Y  d S )NzPercentiles must be inr   )rM   rK   rU   r   r   g     X@rm  r   )r   r   r`   r6   r  r+  r  )rc   r  r<   r<   r=   
test_nan_q{  s   
"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sJ t |s J t |ddg}|j|ks/J t | s8J 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NaTrj  r  H   r\   rU   rM   ry   r  )r6   r7   r  r   isnatr   rr   r(   rc   r   rl  rd   r  r<   r<   r=   test_nat_basic  s   zTestPercentile.test_nat_basicN)0rt   ru   rv   rg   r  r  r;  r  r   r  r  r6   r  r  r  r   r   rP  r   ZH_F_TYPE_CODESr   r  r  Z
TYPE_CODESr  r  r  r  r  r  r)  r,  r-  r   r.  r0  r5  r8  r9  rM  rP  rU  r`  rc  rg  rj  rk  rr  r<   r<   r<   r=   r  H  s    





$



	$0
3	 

=r  )r  r  r  r  r  r	  r  r  r  r  r  r  r  r  c                
   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	e
jdejd dd Ze
jdedd Ze
jdedd Zejeejejdddejddddddd d!d" Zd#d$ Ze
jd%dd&ge
jdee
jd'g d(d)d* Ze
jd%dd&ge
jdee
jd'g d(d+d, Ze
jdee
jd'g d(d-d. Ze
jdee
jd'g d/d0d1 Z e
jded2d3 Z!e
jded4d5 Z"d6d7 Z#e
jde$e%ee%e d8d9 Z&d:d; Z'd<d= Z(d>S )?TestQuantilec                 C   s   ||k| S r5   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  rS  g?g
ףp=
?rM   )Zmaxulp)r6   r   r  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   )r6   r7   r'   r   rG  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)r6   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   r  r1  r   r  r<   r<   r=   r    r	  z.TestQuantile.test_fraction.<locals>.<listcomp>ro   r   rM   rq   rK   r   r   rI   )
rb   r6   r   r'   r   r   r   r   r   r7   )rc   r   r  r<   r<   r=   r    s*   


"zTestQuantile.test_fractionc                 C   r  r  )r6   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   r6  r  r  )r6   r   r   r   r7   r(   r/  )rc   p0r|  r<   r<   r=   r8    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  )r6   r   r   r   )rc   r   r  r<   r<   r=   test_quantile_preserve_int_type  s   z,TestQuantile.test_quantile_preserve_int_typer  c                 C   s4   g d}t j|ddg|d}t|t ddg d S )N)r   r   r   r   rM   )r  r  r   r   )r6   r   r'   r   )rc   r  r   r   r<   r<   r=   test_q_zero_one  s   zTestQuantile.test_q_zero_onec                 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   )r6   r  r   r   r'   r  )rc   r  rw  r   r<   r<   r=   test_quantile_monotonic  s   z$TestQuantile.test_quantile_monotonicrU   r  )	min_value	max_valueFu <7u <7~)allow_infinity	allow_nanr{  r|  )r   rA   elements)r   c                 C   s.   t ddd}t ||}tt || d S )Nr   rM   g{Gz?)r6   r7   r   r'   r  )rc   r   rw  r   r<   r<   r=   test_quantile_monotonic_hypo  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)rX  r   r   )r   r   r   r   rM   r   )r6   r   r+  r   r&  r'   )rc   rd   r   r<   r<   r=   test_quantile_scalar_nan  s
   z%TestQuantile.test_quantile_scalar_nanr   Trt  )r  r   ?c           	   	   C   s  |r|t vrtd tjd}d}||}|r"|jdd|dnd }tj||||d}|dv rFtt	| 
|||d	| ksDJ d S t|| || kre|settj| 
||||d
ddd d S ttj| 
||||d
dd| t|d| g d d S )N Weights not supported by method.  f   r   r   lowhighr  r  )r  r  r   g+=)ZatolrM   )methods_supporting_weightsr   skipr6   r  default_rngintegersr   r  r   r  r  r,   r   r`  )	rc   r   r  rt  rngr:   r   r   r   r<   r<   r=   %test_quantile_identification_equation#  s    

*

z2TestQuantile.test_quantile_identification_equationc           
      C   s  |r|t vrtd tjd}d}||}|r"|jdd|dnd }tj||||d}d}	ttj|	| |||d|	|  ttj|	| |||d|	|  |rSd S tj| d	| |d
 }|dkr|| t	|| ks|t
|| t	|| d	 krt|tj||dd
 d S t|tj||dd
 d S |dkr|| t	|| krt|tj||dd
 d S t
|| t	|| d	 krt|tj||d	|  dd
 d S t|tj||dd
 d S |dkrt|tj||d	|  |d
 d S |dkr!|| t	|| krt|tj||d	|  |d
 d S t|tj|||d
 d S |dkr3t|tj||dd
 d S |dkrEt|tj||dd
 d S t|tj|||d
 d S )Nr  r  r  r   r   r  r  g      +@rM   r  r  r  r  r  r  r  )r  r   r  r6   r  r  r  r   r,   r  round)
rc   r   r  rt  r  r:   r   r   r  r   r<   r<   r=   'test_quantile_add_and_multiply_constantH  sR   

"
"

z4TestQuantile.test_quantile_add_and_multiply_constantc           	      C   s~   t jd}d}||}t j|||d}t |}t j||||d}t|| dt | }t j||||d}t|| d S )Nr  r  r  r  g     @ @)r6   r  r  r   r  r,   )	rc   r  rt  r  r:   r   r  r   qwr<   r<   r=   test_quantile_constant_weights  s   


z+TestQuantile.test_quantile_constant_weights)r   r  r   r  rM   c           	      C   sf   t jd}d}||}|jdd|t jd}t j||||d}t jt ||||d}t|| d S )Nr  r  r   r   )r  r  r  r   r  r  )r6   r  r  r  ru  r   r>  r,   )	rc   r  rt  r  r:   r   r   r  r  r<   r<   r=   "test_quantile_with_integer_weights  s   
z/TestQuantile.test_quantile_with_integer_weightsc           
   
   C   s  t jd}|d}t |d}d}t j||||dd}t jdd}td	D ]}td
D ]}	t j||d d |	f |||d|||	f< q/q)t|| g d}t j||||dd}t jdd}td	D ] }td
D ]}	t j||d d |	f |||d|d d ||	f< qjqdt|| ddgddgddgg}t j||||dd}|d}t|| t |d}d}t j||||dd}t jdd}td	D ]$}td
D ]}	t j||d d |	f ||||d d |	f d|||	f< qqt|| d S )Nr  )rK   r   rU   r   r   rM   )r   r  rz   r_  r[  rK   rU   r  )r   r  rS  rh  r  rM   )rp   rK   rU   r   r  rS  rh  r  )rU   rK   rK   rU   )	r6   r  r  r  r   r?   rb   r,   rr   )
rc   r  r  r   r   rt  r  Zq_resr   r  r<   r<   r=   #test_quantile_with_weights_and_axis  sL   




$z0TestQuantile.test_quantile_with_weights_and_axisc                 C   sZ   g d}t d}t j|d|dd}t j|d|dd}||d ks#J ||d ks+J d S )	N)r   r   rM   rK   rU   r   rp   r   r  rd  rM   rK   rI   )r6   r7   r   )rc   r  r   r   Zy_minZy_maxr<   r<   r=   test_quantile_weights_min_max  s   
z*TestQuantile.test_quantile_weights_min_maxc                 C   sV   ddg}ddg}t jtdd tj|d|dd W d    d S 1 s$w   Y  d S )	NrM   rK   r  zWeights must be non-negativer   r   r  rd  r   r   r`   r6   r   )rc   r   r   r<   r<   r=   -test_quantile_weights_raises_negative_weights  s
   "z:TestQuantile.test_quantile_weights_raises_negative_weightsc                 C   sZ   ddg}ddg}d}t jt|d tj|d||d W d    d S 1 s&w   Y  d S )NrM   rK   r   z+Only method 'inverted_cdf' supports weightsr   rd  r  )rc   r  r   r   r  r<   r<   r=   0test_quantile_weights_raises_unsupported_methods  s   "z=TestQuantile.test_quantile_weights_raises_unsupported_methodsc                 C   sn   t ddt ddg}tj|dgdd}t|tt dd tj|t ddgdd}t|tt dd d S )Nr   rM   r   r	  r  rK   rM  )r   r6   r   r'   r   )rc   r   r   r<   r<   r=   test_weibull_fraction  s
   z"TestQuantile.test_weibull_fractionc                 C   s   d}d}g d}t dtj|dd ||d t dtj|dd ||d t dtj|dd	 ||d t dtj|dd
 ||d t dtj|dd ||d t dtj|dd ||d t dtj|dd ||d t d	tj|||d d S )Nr  r   )
rM   rK   rU   rI   rV   rp   rq   ro   r  r   rK   r   rU   r  rI   rV   rp   rq   ro   r  )r'   r6   r   )rc   r  r  r   r<   r<   r=   test_closest_observation  s   z%TestQuantile.test_closest_observationN))rt   ru   rv   r  ru  rg   rv  r  r;  r8  r   r  r  r6   r  rx  quantile_methodsry  rz  
hypothesisgivenr   r   str  floatsr  r  r  r  r  r  r  r  r  r  sortedsetr  r  r  r<   r<   r<   r=   rs    sd    
	



"@
-


rs  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   )r  r  r{  r|  r}  r~  )t0t1rd   r   c                 C   sl   t |||}t |||}||ks||kr||ksJ d S ||k ||k kr.||ks,J d S ||ks4J d S r5   r  _lerp)rc   r  r  rd   r   Zl0l1r<   r<   r=   +test_linear_interpolation_formula_monotonic  s   	z4TestLerp.test_linear_interpolation_formula_monotonic)trd   r   c                 C   s\   ||kr|t |||  kr|ksJ  J d S |t |||  kr)|ks,J  J d S r5   r  )rc   r  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 r  )r  r  r,   )rc   r  rd   r   r  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sJ d S )NrK   rV   r  g@)r6   r   r  r  )rc   rd   r   r  r<   r<   r=   +test_linear_interpolation_formula_0d_inputs;  s   


z4TestLerp.test_linear_interpolation_formula_0d_inputsN)rt   ru   rv   r  r  r  r  r  r  r  r  r<   r<   r<   r=   r    sL    



r  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   ry   r  r  r  rI   )6-¦?0?}r?g4?r   )r  r  r  )r  r  r  r\   )
r6   r   r7   rr   r'   medianr,   r)   r   r+  )rc   a0a1r{  rd   r<   r<   r=   rg   D  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 ]!}| }t j|d d t|jD ]	}t j||d q.t|| qt	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   r5  r   r=  ry   r  )r6   r   r  randintr   r  rb   r   r(   r,   r   )rc   a3rd   origaxr<   r<   r=   test_axis_keywordZ  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   Tr2  r   r  )r3  rz   r  r  r   rT   ry   )rz   r3  )r6   r   r7   rr   r,   r  r   r   r   r  rI  rJ  )rc   r  r  r  r{  Za4r<   r<   r=   test_overwrite_keywordl  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   ry   )r)   r6   r  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 r5   )r6   r  r   info)clsZinput_arrayr  objr<   r<   r=   __new__  s   z4TestMedian.test_subclass.<locals>.MySubClass.__new__c                 S   r  )Nr<   )rc   rz   r   r  r<   r<   r=   r     r  z1TestMedian.test_subclass.<locals>.MySubClass.meanr5   )NNN)rt   ru   rv   r  r   r<   r<   r<   r=   
MySubClass  s    
r  r   r  )r6   r   r'   r  )rc   r  rd   r<   r<   r=   rF    s   
zTestMedian.test_subclassr   r   r   r   r   c                 C   s:   G dd dt j}t t ||}t||sJ dS )z6Check that we return subclasses, even if a NaN scalar.c                   @   r   )z-TestMedian.test_subclass2.<locals>.MySubclassNr   r<   r<   r<   r=   
MySubclass  r   r  N)r6   r   r  r   r   rD  )rc   r   r  r  r<   r<   r=   test_subclass2  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 )Nra  r  r   r"  r7  rM   r<   )r6   r?   ra   r'   r  rb  r<   r<   r=   rc    s   



zTestMedian.test_outc                 C   s   t jddI 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    d S 1 sRw   Y  d S )NTr@  r.  r;  ra  r  r2  r   r"  r7  rM   r<   )
r1  rB  re  rC  r6   r?   ra   r+  r'   r  rb  r<   r<   r=   rg    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   ry   rU   rI   r   ri  r_  rk   rM   rE  rQ   )r6   r7   rO  r+  r'   r  rr   r   r   r<   r<   r=   rj    s*   


 

 

 

zTestMedian.test_nan_behaviorzfp errors don't work correctlyr  c                 C   s  t jg td}tjdd(}tddt tt |t j	 t
|d jtu  tt|d W d    n1 s8w   Y  t jg tdd	}tjdd!}tddt tt |t j	 t
|d jtu  W d    n1 sow   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#}tddt tt j|dd
| t
|d jtu  W d    d S 1 sw   Y  d S )Nr   Tr@  r.  r;  r   rK   rU   )r   rR  ry   rM   )r6   r   rO  r1  rB  re  rC  r'   r  r+  r&   categoryr  )rc   rd   r   r   r<   r<   r=   rD    s,   "zTestMedian.test_emptyc                 C   sL   t d}ttt |tt t j|d< ttt |tt d S )Nr   rK   )	r6   r7   r&   r   r  r   r   rO  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]   ry   r\   r   rl   rM   rj   rL   r7  )r\   r>  r?  rA  rB  rK   rC  r  r2  rD  rE  rP   )r6   r  rF  rG  r'   r  rH  r   r   r7   rr   rI  rJ  rK  rL  r<   r<   r=   rM    sB   $$$$   zTestMedian.test_extended_axisc                 C   sh   t d}ttt j|dd ttt j|dd ttt j|dd ttt j|dd ttt j|dd d S )Nr?  rW  ry   rN  rI   rO  rR   )r6   ra   r+   r%   r  r`   r/  r<   r<   r=   rP  $  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]   rQ  r|   rR  r
  rS  r6  rA  rT  )r6   ra   r'   r  rA   r/  r<   r<   r=   rU  ,  s&   
zTestMedian.test_keepdimsrz   rV  rW  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 s8J t|j	| d S )Nr?  r
  c                 3   rY  rZ  r[  r  r\  r<   r=   r  K  r]  z/TestMedian.test_keepdims_out.<locals>.<genexpr>Tr^  )
r6   ra   r   r4   r	  rb   r'  r  r'   rA   )rc   rz   r_  r  r  r<   r\  r=   r`  ;  s   

zTestMedian.test_keepdims_outr   zm8[s]rl  rm  c                 C   s   t jdd|d}d||< t |}|j|ksJ t |sJ t |ddg}|j|ks.J t | s7J t jdd|ddd	}d||d
f< t j|dd}tt |g d d S rn  )	r6   r7   r  r   rp  r  r   rr   r(   rq  r<   r<   r=   test_nat_behaviorR  s   
zTestMedian.test_nat_behaviorN)rt   ru   rv   rg   r  r  r  rF  r   r  r  r6   r+  r  rc  rg  rj  r  r1   rD  r  rM  rP  rU  r`  r  r<   r<   r<   r=   r  B  s6    !
	 


r  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   )r6   r   sort_complexr  r   r'   r   )rc   Ztype_inZtype_outrd   r   r  r<   r<   r=   test_sort_realh  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  )r6   r   r  r'   r   )rc   rd   r  r   r<   r<   r=   test_sort_complexx  s
   

z!TestSortComplex.test_sort_complexN)rt   ru   rv   r   r  r  r  r  r<   r<   r<   r=   r  f  s    
r  )r   )r   r   )~r  r1  r  r  	fractionsr   rG  r   r  Zhypothesis.extra.numpyr   Zhypothesis.strategies
strategiesr  	functoolsr   numpyr6   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    r!   r"   r#   r$   Znumpy.exceptionsr%   Znumpy.testingr&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   Znumpy.lib._function_base_impllibZ_function_base_implr  Znumpy.randomr3   Znumpy._core.numericr4   r>   rF   rH   rx   r   r   r  r  r   r   r   r  r8  rT  r_  ra  rd  r  r  r  r  r  r  r  r  r>  rJ  rL  rM  r  r  r  r  r  r  r  r  r  r  rQ  rk  ro  rv  r  r  r  r  r  r  rs  r  r  r  r<   r<   r<   r=   <module>   s    <Dg
# <>k u  ]
)
   q,Ul>[p4ndz C    V  n2  &