
    Bwg͐                       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lAmBc mCZD d dlEmFZF d d	lGmHZH d
 ZId ZJ G d d      ZK G d d      ZL G d d      ZM G d d      ZNej                  j                  dg d      d        ZQ G d d      ZR G d d      ZS G d d      ZT G d d      ZU G d d       ZV G d! d"      ZW G d# d$      ZX G d% d&      ZY G d' d(      ZZ G d) d*      Z[d+ Z\ G d, d-      Z] G d. d/      Z^ G d0 d1      Z_ G d2 d3      Z` G d4 d5      Za G d6 d7      Zbdmd8Zcdnd9Zd G d: d;      Ze G d< d=      Zf G d> d?      Zg G d@ dA      Zhej                  j                  ddBej                  dC   z   ej                  dD   z         ej                  j                  dEg dF       G dG dH                    Zj G dI dJ      Zk G dK dL      Zl G dM dN      Zm G dO dP      Zn G dQ dR      Zo G dS dT      Zp G dU dV      Zq G dW dX      Zr G dY dZ      Zs G d[ d\      Zt G d] d^      Zu G d_ d`      Zv G da db      Zwg dcZxddgZy G de df      Zz G dg dh      Z{ G di dj      Z| G dk dl      Z}y)o    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                 p    t        j                  |       }t         j                  j                  ||      }|S N)nparangeaddouter)ndatas     Y/var/www/horilla/myenv/lib/python3.12/site-packages/numpy/lib/tests/test_function_base.pyget_matr>       s(    99Q<D66<<d#DK    c                     t        j                  t        j                  | |      j                  t         j                        }| |_        ||_        |S )za
    Like real + 1j * imag, but behaves as expected when imag contains non-finite
    values
    )r7   zeros	broadcastshape
complex128realimag)rE   rF   rets      r=   _make_complexrH   &   s<    
 ((2<<d+112==
ACCHCHJr?   c                       e Zd Zd Zd Zd Zy)	TestRot90c                    t        t        t        t        j                  d             t        t        t        t        j                  d      d       t        t        t        t        j                  d      d       t        t        t        t        j                  d      d       t        t        t        t        j                  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        ||      |        t        ddd      D ]  }t        t        ||      |        t        ddd      D ]  }t        t        ||      |        t        ddd      D ]  }t        t        ||      |        t        t        t        |d      d      |       t        t        |dd      t        |dd             y )N      rN   rN   r      rN   axesrN   rN   r   rN   rP   rP   )rP      rL      rN   rY   rP   r   rX   rY   rL   rX   rN   rP   r      )krV   r   rP   rP   r   r^   rR   )r+   
ValueErrorr   r7   onesranger'   )selfab1b2b3b4r^   s          r=   
test_basiczTestRot90.test_basic2   s   j%4j%)9Hj%eDj%eDj%)9G!f!f!f !f!f!f  r2q! 	,AqA+	,r2q! 	,AqA+	,r2q! 	,AqA+	,q"a 	,AqA+	, 	U5/e<a@U1.a2E0JKr?   c                     t        j                  d      }t        t        |      j                  d       t        t        |d      t        |d             t        t        |d      t        |d             y )N)2   (   rX   )ro   rn   rX   rT   rQ   r   r_   rP   rN   rV   r_   )r7   rd   r'   r   rC   rf   rg   s     r=   	test_axeszTestRot90.test_axesR   sR    GGK U1X^^[1U15)5+@AU15)5+ABr?   c           	         t        j                  d      j                  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      |       t        t	        |d      |       t        t	        |d      |       t        dd
      D ])  }t        t	        ||d      t	        ||dz
  d             + y )N   rM   rN   rX         r   rP   rL   rY   r`   rQ   ra   rq   )rN   r   rb   )r7   r8   reshaper'   r   re   )rf   rg   
a_rot90_01
a_rot90_12
a_rot90_20
a_rot90_10r^   s          r=   test_rotation_axeszTestRot90.test_rotation_axesX   sD   IIaL  )1v1v1v1v 
 1v1v1v1v 
 1v1v1v1v 
 1v1v1v1v 

 	U16*J7U16*J7U16*J7q 	@AqAF3zQqSv>@	@r?   N)__name__
__module____qualname__rl   rt   r~    r?   r=   rJ   rJ   1   s    L@C@r?   rJ   c                   B    e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zy
)TestFlipc                    t        t        t        j                  t        j                  d      d       t        t        t        j                  t        j                  d      d       t        t        t        j                  t        j                  d      d       t        t        t        j                  t        j                  d      d       y )NrL   rP   axisrL   rL   rN   r\   r   rX   )r+   r%   r7   fliprd   rf   s    r=   rt   zTestFlip.test_axesw   sj    i"''!*1=i"''&/Bi"''&/Ci"''&/Gr?   c                     t        d      }|d d d d df   }t        t        j                  |d      |       g dg dg}g dg dg}t        t        j                  |d      |       y )NrL   r_   rP   rO   rW   r[   rZ   r>   r'   r7   r   rf   rg   bs      r=   test_basic_lrzTestFlip.test_basic_lr}   s^    AJa2gJRWWQ]A&RWWQ]A&r?   c                     t        d      }|d d dd d f   }t        t        j                  |d      |       g dg dg}g dg dg}t        t        j                  |d      |       y )NrL   r_   r   rO   rW   r   r   s      r=   test_basic_udzTestFlip.test_basic_ud   s^    AJddAgJRWWQ]A&RWWQ]A&r?   c                     t        j                  ddgddggddgddggg      }t        j                  ddgddggddgddggg      }t        t        j                  |d      |       y 	Nr   rP   rN   rX   rL   rY   rw   rx   r7   arrayr'   r   r   s      r=   test_3d_swap_axis0zTestFlip.test_3d_swap_axis0       HH1v1v1v1v  !
 HH1v1v1v1v  !
 	RWWQ]A&r?   c                     t        j                  ddgddggddgddggg      }t        j                  ddgddggddgddggg      }t        t        j                  |d      |       y r   r   r   s      r=   test_3d_swap_axis1zTestFlip.test_3d_swap_axis1   r   r?   c                     t        j                  ddgddggddgddggg      }t        j                  ddgddggddgddggg      }t        t        j                  |d      |       y r   r   r   s      r=   test_3d_swap_axis2zTestFlip.test_3d_swap_axis2   r   r?   c           
      ,   t        j                  d      j                  dddd      }t        |j                        D ]U  }t        t        j                  ||      t        j                  |j                  d|            j                  |d             W y )Nx   rN   rX   rL   rY   r   )	r7   r8   ry   re   ndimr'   r   r   swapaxes)rf   rg   is      r=   test_4dzTestFlip.test_4d   ss    IIm$,,Q1a8qvv 	EAA1::a#34==aCE	Er?   c                     t        j                  g dg dg      }t        j                  g dg dg      }t        t        j                  |      |       y )NrP   rN   rX   rL   rY   rw   )rw   rY   rL   rX   rN   rP   r   r   s      r=   test_default_axiszTestFlip.test_default_axis   sD    HHi! "HHi! "RWWQZ#r?   c                    t        j                  ddgddggddgddggg      }t        t        j                  |d	
      |       t        j                  ddgddggddgddggg      }t        t        j                  |d
      |       t        j                  ddgddggddgddggg      }t        t        j                  |d
      |       y )Nr   rP   rN   rX   rL   rY   rw   rx   r   r   rT   rq   r   rf   rg   r   cs       r=   test_multiple_axeszTestFlip.test_multiple_axes   s    HH1v1v1v1v  !
 	RWWQR(!,HH1v1v1v1v  !
 	RWWQV,a0HH1v1v1v1v  !
 	RWWQV,a0r?   N)r   r   r   rt   r   r   r   r   r   r   r   r   r   r?   r=   r   r   u   s1    H'''''E$1r?   r   c                       e Zd Zd Zd Zy)TestAnyc                     g d}g d}g d}t        t        j                  |             t        t        j                  |             t        t        j                  |              y )Nr   r   rP   r   r   r   r   r   )rP   r   rP   r   )r&   r7   anyrf   y1y2y3s       r=   rl   zTestAny.test_basic   sC    r
r
BFF2Jr?   c                     g dg dg dg}t        t        j                  |             t        t        j                  |d      g d       t        t        j                  |d      g d       y )Nr   r   r   r   rP   r   rP   rP   r   r   r   rP   r   rP   rP   )r&   r7   r   r(   rf   r   s     r=   test_ndzTestAny.test_nd   sH    I.r
266"1-y9266"1-y9r?   Nr   r   r   rl   r   r   r?   r=   r   r      s     :r?   r   c                       e Zd Zd Zd Zy)TestAllc                 8   g d}g d}g d}t        t        j                  |              t        t        j                  |             t        t        j                  |              t        t        j                  t        j                  |                    y )N)r   rP   rP   r   r   rP   rP   rP   rP   )r&   r7   allr   r   s       r=   rl   zTestAll.test_basic   s`    BFF2Jr
BFF2J}%&r?   c                     g dg dg dg}t        t        j                  |              t        t        j                  |d      g d       t        t        j                  |d      g d       y )Nr   r   rP   r   rP   rP   rP   r   r   rP   )r&   r7   r   r(   r   s     r=   r   zTestAll.test_nd   sJ    I.BFF2J266"1-y9266"1-y9r?   Nr   r   r?   r=   r   r      s    ':r?   r   dtype)i8U10objectzdatetime64[ms]c                     t        j                  d|       }t        j                  |      j                  t         j                  k(  sJ t        j
                  |      j                  t         j                  k(  sJ y )NrX   r   )r7   rd   r   r   boolr   )r   arrs     r=   test_any_and_all_result_dtyper      sR    
''!5
!C66#;'''66#;'''r?   c                       e Zd Zd Zd Zd Zy)TestCopyc                     t        j                  ddgddgg      }t        j                  |      }t        ||       d|d<   t	        |d   d       t	        |d   d       y )NrP   rN   rX   rL   
   )r   r   )r7   r   copyr(   r'   )rf   rg   a_copys      r=   rl   zTestCopy.test_basic  sY    HHq!fq!f%&1f%tQtWa VD\2&r?   c                    t        j                  ddgddgg      }t        |j                  j                         t        |j                  j
                          t        j                  ddgddggd      }t        |j                  j                          t        |j                  j
                         t        j                  |      }t        |j                  j                         t        |j                  j
                          t        j                  |      }t        |j                  j                          t        |j                  j
                         y )NrP   rN   rX   rL   Forder)r7   r   r&   flagsc_contiguousf_contiguousr   )rf   rg   a_fortr   a_fort_copys        r=   
test_orderzTestCopy.test_order  s     HHq!fq!f%&$$%AGG((()Aq6Aq6*#6FLL---.))*))*FLL---.ggfoK%%2223!!../r?   c                 `   t        j                  d      }t        t        j                  t	        j
                  |d                    t        t        j                  t	        j
                  |d                   t        t        j                  t	        j
                  |                    y )NrY   F)subokT)r   rd   r&   isMaskedArrayr7   r   )rf   mxs     r=   
test_subokzTestCopy.test_subok!  sl    WWQZB$$RWWRu%=>>?  4!89:B$$RWWR[112r?   N)r   r   r   rl   r   r   r   r?   r=   r   r     s    '0"3r?   r   c                       e Zd Zd Zej
                  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        Zd Zd Z	d Z
d Zd Zd Zd Zy)TestAveragec                 |   t        j                  g d      }t        t        |d      dk(         t        j                  g d      }t        t        |d      dk(         g d}t        t        |d      dk(         t        j                  d      }d|d	<   d
|d<   t        |j                  d      t        |d             t        |j                  d      t        |d             t        dd      }t        |j                  d      t        |d             t        |j                  d      t        |d             y )Nr   r   r          @      ?r         @)        r   r   r   r   r`   rN   ra   rP   rY   )r7   r   r&   r   rd   r)   meanr3   )rf   r   r   r   y4y5s         r=   rl   zTestAverage.test_basic+  s    XXi #r)*XXl##r)*#r)*WWV_44BGGAJA7BGGAJA7!QZBGGAJA7BGGAJA7r?   z<x, axis, expected_avg, weights, expected_wavg, expected_wsumr   Nr   )rX   rL   rP         ?       @)rP   rN   rY   )rP   rw      r   )r         @r   rP   rX   )r         @      #@rL   rL   rL   c                     t        j                  ||d      }|j                  t        j                  |      k(  sJ t        ||       t        j                  |||d      }|j                  t        j                  |      k(  sJ t        ||       t        j                  |||dd      \  }}	|j                  t        j                  |      k(  sJ t        ||       |	j                  t        j                  |      k(  sJ t        |	|       y )NTr   keepdims)r   weightsr   )r   r   returnedr   )r7   r   rC   r(   )
rf   xr   expected_avgr   expected_wavgexpected_wsumavgwavgwsums
             r=   test_basic_keepdimszTestAverage.test_basic_keepdims=  s     jj5yyBHH\22223-zz!$$GzzRXXm44444/ZZg)-/
dzzRXXm44444/zzRXXm44444/r?   c                    t        j                  d      }t        j                  d      }t        ||      }t        j                  d      dz  j                         dz  t        j                  d      j                         z  }t	        ||       t        j
                  g dg dg      }ddg}t        ||d	      }t        j
                  g d
      }t	        ||       g d}t        ||d	      }t        j
                  ddg      }t	        ||       t        j                  t        d      5  t        ||       d d d        g dg dg}t        j
                  ddg      }t        t        ||d	      |       t        t        ||      d       t        d      j                  t         j                        }	t        d      j                  t         j                        }
t        t        j                  |	|
      j                   t        j"                  |	|
      k(         t        j
                  g d      j%                  dd      }t        j
                  g d      j%                  dd      }t        j                  ||dd      }t        j
                  g d      }t        ||       t        j                  ||dd      }t        j
                  dgdgdgg      }t        ||       y # 1 sw Y   xY w)Nr   r   rN   r   r   r   rP   r   r   r   )r   r   r   r   r         @z:Axis must be specified when shapes of a and weights differmatch)r   r   rN   r   rY   rN   rX   rL   rX   F)r   r   r   )r   r   r   Tr   r   )r7   r8   r   sumr)   r   pytestraises	TypeErrorr(   r'   r3   astypefloat32float64r&   r   result_typery   )rf   ywactualdesiredr   w0w1w2r   w3r   s               r=   test_weightszTestAverage.test_weightsT  sD   IIbMIIbMA&99R=A%**,r1BIIbM4E4E4GGFG,XXy),-VRa0((<(FG,Ra0((B8$FG, ]]+, 	$ B#		$ #((B8$72r:GDWR,b1!W^^BJJ'!W^^BJJ'

2r*00BNN2r4JJK HHY''1-HHY''1-Aqq5A((<(67+Aqq4@((RD2$-.67+7	$ 	$s   1K11K;c                    t        j                  d      j                  ddd      }t        j                  g d      j                  ddd      }|d d d d df   }t	        |d|      }t        j                  g d      }t        ||       |d	d d d d f   }t	        |d
|      }t        j                  ddg      }t        ||       |d d dd d f   }t	        |d|      }t        j                  ddg      }t        ||       t        j                  t        d      5  t	        |d|       d d d        t        j                  t        d      5  t	        |d|       d d d        t	        |d|      }t	        |d|j                        }t        ||       t	        |d|      }t        |j                  dk(         y # 1 sw Y   xY w# 1 sw Y   nxY w)N   rN   rX   )r   r   r         ?r  r   r   r  r  r   r   r   r   r`   )r   r         @r         "@rP   rq   g      @g      @rT         @g      @zHShape of weights must be consistent with shape of a along specified axisr  rO   ra   )r7   r8   ry   r   r   r)   r  r  rc   Tr&   r   )rf   r  r  subw0r  r  subw1subw2s           r=   $test_weight_and_input_dims_differentz0TestAverage.test_weight_and_input_dims_different  s   IIbM!!!Q*HHEFWQ1 	
 !Q'
7((<(FG,!Q'
7((D$<(FG,!Q'
7((D$<(FG, ]]89 	6 AIu5		6 ]]89 	3 AFE2		3 7!&%'':FG, A6q !'	6 	6	3 	3s   !GGGGc                    t        j                  g dg dg      }t        |d      \  }}t        |d       t        |dd      \  }}t	        |t        j                  g d             t        |dd      \  }}t	        |t        j                  d	d	g             dd
g}t        ||dd      \  }}t	        |t        j                  g d             g d}t        ||dd      \  }}t	        |t        j                  ddg             g dg dg}t        ||dd      \  }}t	        |t        j                  ddg             y )Nr   r   T)r   r  r   )r   r   r   rP   r   rN   )r   r   r   )r   r   r   r   r   )r7   r   r   r'   r(   )rf   r  r   sclr  r  r  s          r=   test_returnedzTestAverage.test_returned  s   HHi+, 1t,SS"1a$/S3 671a$/S3"b 23 V1bq4@S3 671bq4@S3"b 23#1bq4@S3"b 23r?   c                     G d dt         j                        }t        j                  ddgddgg      j                  |      }t        j                  ddgddgg      j                  |      }t	        t        t        j                  |            |       t	        t        t        j                  ||            |       y )Nc                       e Zd Zy)-TestAverage.test_subclasses.<locals>.subclassNr   r   r   r   r?   r=   subclassr,        r?   r.  rP   rN   rX   rL   r  )r7   ndarrayr   viewr'   typer   )rf   r.  rg   r  s       r=   test_subclasseszTestAverage.test_subclasses  s    	rzz 	HHqeQqE]#((2HHqeQqE]#((2T"**Q-((3T"**Q23X>r?   c                    g d}|D ]~  \  }}}t        j                  ddgddgg|      }t        j                  ddgddgg|      }t        t        j                  ||      j                  t        j                  |              y )N))i4r5  f8)r5  f4r6  )r7  r5  r6  )r7  r7  r7  )r7  r6  r6  rP   rN   rX   rL   r   r  )r7   r   r'   r   r   )rf   typsatwtrtrg   r  s          r=   test_upcastingzTestAverage.test_upcasting  s{    9 	GJBB1Q%1b1A1Q%1b1AAq177"F	Gr?   c                    t        j                  t        d      D cg c]  }t        j                  |       c}      }t        j                  t        d      D cg c]  }t        j                  d       c}      }||j                         z  }t        |j                  d      t        ||             y c c}w c c}w )Nr   rP   r   r  )	r7   r   re   decimalDecimalr
  r)   r   r   )rf   r   rg   _r  s        r=   test_object_dtypezTestAverage.test_object_dtype  s~    HH%)<Qgooa(<=HH%)<Qgooa(<=	QUUWAFF1Iwq!'<= =<s   B9B>c                     t        j                  t        dd      t        dd      g      }t        t        j                  |      t        dd             y )NrP   rY   rX   rN   )r7   r   r   r'   r   rs   s     r=    test_average_class_without_dtypez,TestAverage.test_average_class_without_dtype  s9    HHhq!nhq!n56RZZ]HQN3r?   )r   r   r   rl   r  markparametrizer  r  r&  r)  r3  r<  rA  rC  r   r?   r=   r   r   )  s    8$ [[F
TC5)dVcU	;j
!1&7a&?#i[
2	300".,`("T44?G>4r?   r   c                   $   e Zd Z ej                  g d       ej                  g d       ej                  g d      gZ ej                  g d       ej                  g d       ej                  g d      gZddZd Zd	 Z	d
 Z
d Zd Zd Zy)
TestSelectr   r   rx   rv   	   )FFFFTFFFTc                     g }t        t        |            D ]2  }|t        ||      D cg c]  \  }}||   s||    c}}xs |gz  }4 |S c c}}w r6   )re   lenzip)rf   condvaluesdefaultoutputmVCs           r=   _selectzTestSelect._select  s]    s4y! 	PAFD(9B1QqTqtBOwiOF	P Cs
   A
A
c                     | j                   }| j                  }t        t        ||d      | j	                  ||d             t        t        |      d       t        t        |      d       y )N   rQ  rX   )choices
conditionsr(   r   rV  r'   rM  rf   rZ  r[  s      r=   rl   zTestSelect.test_basic  sX    ,,__
6*grB<<
GR<H	J 	S\1%S_a(r?   c                 F   t        j                  d      t        j                  g d      g}dt        j                  d      j                  dd      g}t	        t        ||      t        j                  d             t        t        dgdgdg	      j                  d
       y )NTrJ  rP   r  rL   rX   rL   rX   r   rY  rP   )	r7   r   r8   ry   r(   r   rd   r'   rC   rf   r[  rZ  s      r=   test_broadcastingzTestSelect.test_broadcasting  su    hhtnbhh/C&DE
biim++Aq126*g6HVTFQC!5;;TBr?   c           	      D   t        t        | j                  | j                  d      j                  t
        j                         | j                  D cg c]!  }|j                  t
        j                        # }}t        t        | j                  |      j                  t
        j                         t        j                  dddt
        j                  ddg      }t        j                  |      }t        t        |g|g      dddt
        j                  ddg       y c c}w )N              ?rP   rN   rX   rY   rx   r   )r'   r   r[  rZ  r   r7   rD   r  int8r   nanisnan)rf   choicerZ  drS  s        r=   test_return_dtypezTestSelect.test_return_dtype  s    VDOOT\\2>DD]]	$ 9=Ef6==)EEVDOOW5;;RWWEHHaArvvq!,-HHQKVQC!%1aA'>? Fs   &Dc                 ^    t        t        t        g g d       t        t        t        g g        y )N              @)r+   rc   r   r   s    r=   test_deprecated_emptyz TestSelect.test_deprecated_empty  s     j&"b"5j&"b1r?   c                 R   | j                   }| j                  d d  }|d   j                  t        j                        |d<   t        t        t        ||       |d   j                  t        j                        |d<   t        t        t        ||       t        t        t        ||       y Nr   )	rZ  r[  r  r7   int_r+   r  r   uint8r\  s      r=   test_non_bool_deprecationz$TestSelect.test_non_bool_deprecation  s{    ,,__Q'
"1,,RWW5
1iW="1,,RXX6
1iW=iW=r?   c                     t        j                  dg      gdz  }t        j                  dg      gdz  }t        ||       y )NFd   rP   )r7   r   r   r`  s      r=   test_many_argumentszTestSelect.test_many_arguments  s:    hhw'(3.
88QC=/C'z7#r?   Nr   )r   r   r   r7   r   rZ  r[  rV  rl   ra  ri  rl  rq  rt  r   r?   r=   rG  rG    s    rxx	"rxx	"rxx	"$G "((01"((/0"((/02J)C
@2>$r?   rG  c                   ~    e Zd Zd Zd Zd Zd Zd Zd Zd Z	e
j                  j                  dd	d
g      d        Zy)
TestInsertc           
         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
                        }t        t        |d|d         g d       t        t        |g g       |       t        t        |t        j                  dgdz        d
      g d       t        t        |t        j                  g d      d
      g d       y )Nr   r   rP   )rP   rP   rN   rX   rX   )rP   rN   rX   rP   r   )rP   rP   rN   rX   rN   rX   )rP   r_   rX   rI  )rP   rI  rN   rI  rX   rI  r_   )rI  rP   rI  rN   rI  rX   r_   rP   rX   rH  )rP   rv   rN   rx   rX   rI  r   r   r   r   TrL   )rI  rP   rI  rN   rI  rX   rI  )TFTF)rI  rP   rN   rI  rX   )r'   r   slicer7   r   r  r   s      r=   rl   zTestInsert.test_basic$  s   VAq!_l3VAq!_l3VAy)46HIVAq),.@AVAz1-/ABVAuRr2A68JKVAz957IJHHaV2::.VAq!A$'6VAr2&*VArxxq1157LMVArxx(BCQG$	&r?   c                 0   g dg}g dg dg}t        t        |ddg      g d       t        t        |dg dd      |       t        t        |ddd      |       t        t        |ddd      g dg       t        j                  ddgddgd	d	gg      }t        j                  dd
      j                  d	      j                  d	d	      }t        j                  |d d ddf   t        j                  dd
      j                  d	      j                  d	d	      j                  |d d ddf   fd      }t        t        |dgdgdgd	ggd      |       t        t        |dgg dd      |       t        t        |dg dd      |       t        t        |ddgdgd	ggd      |       t        j                  d
      j                  dd      }t        t        |d d d df   d|d d df   d      |       t        t        |d dd d f   d|dd d f   d      |       t        j                  d      j                  d      }t        t        |d|d d d d d	f   d      t        |d|d d d d d	f   d             t        t        |d|d d dd d f   d      t        |d|d d dd d f   d             t        t        t        |d|d d dd d f   d	       t        t        t        |d|d d dd d f   d       t        j                  d      j                  d      }t        t        |d|d d d d d	f   d      t        |d|d d d d d	f   d             t        t        |d|d d dd d f   d      t        |d|d d dd d f   d             y )Nr   rM   r   rP   r   r   rN   )rP   rP   rN   rP   rX   rL   r      r	  r_   rV   )r'   r   r7   r   r8   repeatry   concatenater"  r+   r%   )rf   rg   rr   r   s        r=   test_multidimzTestInsert.test_multidim4  s:   KVAq1#&5VAq)!4a8VAq!!,a0VAq!!,|n=HHq!fq!fq!f-.IIaO""1%--a3NNq!A#vY		!Q..q199!Q?AAq!A#vY! 	VAsaS1#sO!<a@VAsIA6:VAq)!4a8VAqA3aS/:A>IIaL  A&VAa!eHa1a4q91=VAbqbdGQ!A#Q7; IIbM!!),VAq!AaF)"5Aq!AaF)!4	6VAq!AqF)"5Aq!AqF)!4	6 	iAqAqzBiAqAqzC IIbM!!),VAq!Aq!G*26Aq!Aq!G*15	7VAq!Aq!G*26Aq!Aq!G*15	7r?   c                 "   t        j                  d      }t        j                  t              5  t        |g dd       d d d        t        j                  t              5  t        |g dd       d d d        y # 1 sw Y   ;xY w# 1 sw Y   y xY w)NrP   rN   r   r   nonsense)r7   r   r  r  r%   r   r  rs   s     r=   test_0dzTestInsert.test_0d^  sr    HHQK]]9% 	%1b!!$	%]]9% 	.1b!*-	. 	.	% 	%	. 	.s   A9 B9BBc                     G d dt         j                        }t        j                  d      j                  |      }t	        t        t        j                  |ddg      |             t	        t        t        j                  |g g       |             t	        t        t        j                  |ddgddg      |             t	        t        t        j                  |t        dd      ddg      |             t	        t        t        j                  |t        ddd      g       |             t        j                  d      j                  |      }t	        t        t        j                  |ddg      |             y )	Nc                       e Zd Zy)*TestInsert.test_subclass.<locals>.SubClassNr-  r   r?   r=   SubClassr  f  r/  r?   r  r   r   rP   rN   rV   r_   )	r7   r0  r8   r1  r&   
isinstancer   r{  r   rf   r  rg   s      r=   test_subclasszTestInsert.test_subclasse  s	   	rzz 	IIbMx(
299QA3/:;
299QB/:;
299QAA7BC
299QaaV<hGH
299QaR(8"=xHIHHQKX&
299QA3/:;r?   c                     t        j                  g d      }t        j                  g d|g d       t        |t        j                  g d             y )Nr   rO   rW   )r7   r   r   r'   rf   r   s     r=   test_index_array_copiedz"TestInsert.test_index_array_copiedr  s3    HHY
		)Q	*Q+,r?   c                 f   t        j                  g dddg      }d}t        j                  |d|      }t        |d   t        j                  ||j                               dgdz  }t        j                  |ddg|      }t        |ddg   t        j                  ||j                               y )	N))rP   rg   )rN   r   )rX   r   )foor   )barS1r   )rL   rh  r   rN   rX   )r7   r   r   r(   r   )rf   rg   valr   s       r=   test_structured_arrayz TestInsert.test_structured_arrayw  s    HH3(-8:IIaC 1Q4#QWW!=>j1nIIa!Q%1aV9bhhs!''&BCr?   c                    t        j                  t              5  t        j                  g dt        j
                  ddg      ddg       d d d        t        j                  t              5  t        j                  g dt        j
                  g t              g        d d d        y # 1 sw Y   ^xY w# 1 sw Y   y xY w)NrO   r   r   r      r   )r  r  
IndexErrorr7   r   r   floatr   s    r=   test_index_floatszTestInsert.test_index_floats  s    ]]:& 	AIIi3*!5Bx@	A]]:& 	@IIi"E!:B?	@ 	@	A 	A	@ 	@s   1B(,3B4(B14B=idxrL   r~  c                     t        j                  t        d      5  t        j                  g d|gddg       d d d        y # 1 sw Y   y xY w)Nzout of boundsr  rO   rX   rL   )r  r  r  r7   r   )rf   r  s     r=   test_index_out_of_boundsz#TestInsert.test_index_out_of_bounds  s;    ]]:_= 	0IIi#A/	0 	0 	0s   AAN)r   r   r   rl   r  r  r  r  r  r  r  rD  rE  r  r   r?   r=   rw  rw  "  sQ    & (7T.<-
D@ [[UQG,0 -0r?   rw  c                       e Zd Zd Zy)TestAmaxc                     g d}t        t        j                  |      d       g dg dg dg}t        t        j                  |d      g d       t        t        j                  |d	      g d
       y )NrX   rL   rY   r   r\   r        $@rX   r  r   rL   r  r   rv   r   r   r   r   )r   r  r   rP   )r   r  r   )r'   r7   amaxr   s      r=   rl   zTestAmax.test_basic  sW    &RWWQZ& 	RWWQQ')9:RWWQQ')9:r?   Nr   r   r   rl   r   r?   r=   r  r    s    ;r?   r  c                       e Zd Zd Zy)TestAminc                     g d}t        t        j                  |      d       g dg dg dg}t        t        j                  |d      g d       t        t        j                  |d	      g d
       y )Nr  g      r  r  r  r   r   )r   r   r   rP   )r   r   r   )r'   r7   aminr   s      r=   rl   zTestAmin.test_basic  sU    &RWWQZ& 	RWWQQ'9RWWQQ'9r?   Nr  r   r?   r=   r  r    s    :r?   r  c                       e Zd Zd Zy)TestPtpc                    t        j                  g d      }t        t        j                  |d      d       t        j                  g dg dg dg      }t        t        j                  |d      g d       t        t        j                  |d	      g d
       t        t        j                  |dd      g dg       t        t        j                  |dd      dgg       y )Nr  r   r         .@r  r  r  )r   r  r  r_   )r  r  r  Tr   r`   r   )r7   r   r'   ptpr   s      r=   rl   zTestPtp.test_basic  s    HH/0RVVAA&-HHm$#% & 	RVVAA&8RVVAB'9RVVAA57HIRVVAFT:cUGDr?   Nr  r   r?   r=   r  r    s    
Er?   r  c                   |    e Zd Zej                  j                  dej                  ej                  g      d        Z	y)
TestCumsumcumsumc           
         g d}g dg dg dg}t         j                  t         j                  t         j                  t         j                  t         j
                  t         j                  t         j                  t         j                  t         j                  t         j                  f
D ]  }t        j                  ||      }t        j                  ||      }t        j                  g d|      }t         ||d      |       t        j                  g dg dg d	g|      }t         ||d      |       t        j                  g d
g dg dg|      }t         ||d      |        y )NrP   rN   r   r   rw   rY   rL   rP   rN   rX   rL   rY   rw   rx   rI  r   rX   rL   rY   )rP   rX   r]   r}     #   '   r   r   )rw   rv   r   r]   )   r         )rP   rX   rw   r   )rY   r   r     )r   r]         rP   )r7   rd  rp  int16uint16int32uint32r  r  	complex64rD   r   r(   )rf   r  baba2ctyperg   a2tgts           r=   rl   zTestCumsum.test_basic  s   $\=9ggrxx299bhhiiRZZmm% 	8E U#A#u%B((5u=Cvaa0#6((~/?@%ICvbq137((1ABEKCvbq137	8r?   N)
r   r   r   r  rD  rE  r7   r  cumulative_sumrl   r   r?   r=   r  r    s5    [[X		23D3D'EF8 G8r?   r  c                       e Zd Zd Zy)TestProdc                     g d}g dg dg dg}t         j                  t         j                  t         j                  t         j                  t         j
                  t         j                  t         j                  t         j                  fD ]  }t        j                  ||      }t        j                  ||      }|dv r@t        t        t         j                  |       t        t        t         j                  |d       st        |j                  d      d	       t        |j                  d      t        j                  g d
|             t        |j                  d      t        j                  g d|              y )Nr  r  r  r  1r   rP   r   r    g  rn   $   T      r_   )r}  b  X  )r7   r  r  r  r  r  r  r  rD   r   r+   ArithmeticErrorprodr'   r(   )rf   r  r  r  rg   r  s         r=   rl   zTestProd.test_basic  s    $\=9hh		288RYYjj"**bllBMMK 	EEU#A#u%B
"orww:orwwA>QVVV^U3"2777?#%88,=u#EG"2777#3#%88OU#CE	Er?   Nr  r   r?   r=   r  r    s    Er?   r  c                   |    e Zd Zej                  j                  dej                  ej                  g      d        Z	y)TestCumprodcumprodc           
         g d}g dg dg dg}t         j                  t         j                  t         j                  t         j                  t         j
                  t         j                  t         j                  t         j                  fD ]  }t        j                  ||      }t        j                  ||      }|dv r5t        t        ||       t        t        ||d       t        t        ||       ht         ||d      t        j                  g d	|             t         ||d
      t        j                  g dg dg dg|             t         ||d      t        j                  g dg dg dg|              y )Nr  r  r  r  r  rP   r_   r   )rP   rN   r     i(  i  r  r   )rY   r     r  r  )rP   rN   rw   r}  )rY   r     r  )r   r  r   r  )r7   r  r  r  r  r  r  r  rD   r   r+   r  r(   )rf   r  r  r  r  rg   r  s          r=   rl   zTestCumprod.test_basic  s3   $\=9hh		288RYYjj"**bllBMMK 	JEU#A#u%B
"ow:owA>ow:"712#6#%88 -@AF$HI #72A#6#%88\-<->-@AF$HI #72B#7#%88]-?-?-ABG$IJ!	Jr?   N)
r   r   r   r  rD  rE  r7   r  cumulative_prodrl   r   r?   r=   r  r    s7    [[YR5G5G(HIJ JJr?   r  c                  @   t        j                  d      j                  d      } t        j                  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
      |       t        j                  g dg dgg dg dgg      }t	        t        j                  | dd
      |       t        j                  dt         j                        }t        j                  ddgddgddggt         j                        }t        j                  dd      j                  d      } t        j
                  | d|d
       t	        ||       t        j                  g d      }t	        t        j                  t        j                  ddg      d
      |       y )Nrv   rM   r   rP   rN   rL   rY   r   r  T)r   include_initial)rP   r   r   )rP   rN   rw   )rP   rL   r  )rP   rw   *   rX   rN   r   rw   rS   )r   outr  )rP   rN   rL   )r  )	r7   r8   ry   r   r(   r  r  rA   r  )r   expectedr  s      r=   test_cumulative_include_initialr    sb   
))A,

y
)Cxx
Q!Q!Q Aq6Aq6B8"< H 
#At<h xx	IZ 8 H 
3Q=x ((6
,Cxx!Q!Q!Q0

CH
))Aq/
!
!&
)CcsDAsH%xx	"H
288QF+TBHr?   c                   <    e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
y	)
TestDiffc                 8   g d}t        j                  g d      }t        j                  g d      }t        j                  ddg      }t        t        |      |       t        t        |d      |       t        t        |d      |       g d	}t        j                  g d
      }t	        t        |      |       g d}t        j                  g d      }t        j                  ddg      }t        t        |      |       t        t        |d      |       y )N)rP   rL   rw   rx   r  )rX   rN   rP   rY   )r_   r_   rL   r   rY   rN   r;   rX   )皙?皙@r   gɿ皙)r  皙?g	皙?)TTFFrJ  T)r7   r   r(   r   r)   )rf   r   r  out2out3s        r=   rl   zTestDiff.test_basic  s    hh|$xx$xxA47C(4Q<.4Q<.'hh,-DGS)&hh+,xxt%47C(4Q<.r?   c                    t        j                  d      }d|d d dd dd d f<   t        j                  d      }d|d d dd dd d f<   t        t	        |      t        j                  d             t        t	        |d      t        j                  d             t        t	        |d      t        j                  d	             t        t	        |d      |       t        t	        |d
      |       t        t        t        |d       t        t        t        |d       t        j                  dt         j                        }t        t        t        |       y )N)r   r  r  rP   rN   )r      r  r_   )r   r     r   r   )rI  r  r  rV   rX   r~  gq?)
r7   rA   rd   r(   r   r+   r%   r   r  rc   )rf   r   exps      r=   	test_axiszTestDiff.test_axis.  s    HH\"!QTT1*ggl#Aqt!tQJ47BHH\$:;4+RXXl-CD4?BHH[,AB4?C04+S1iqq1iqr2HH]BJJ/j$*r?   c                    dt        ddd      z  }|d d d d dd f   |d d d d d df   z
  }|d d d d dd f   |d d d d d df   z
  }|dd d d d d f   |d dd d d d f   z
  }|dd d d d d f   |d dd d d d f   z
  }t        t        |      |       t        t        |d      |       t        t        |d	      |       t        t        |dd
      |       y )Nr  r   r  rP   r_   rN   r  r   r   )r;   r   )r3   r(   r   )rf   r   out1r  r  out4s         r=   r   zTestDiff.test_nd>  s    b"b!!Aqr{Qq!SbSy\)Aq!"H~Q3B3Y/Q{QssAqy\)AB1H~SbS!QY/47D)4Q<.4?D14QQ/6r?   c           
      0   t        t        d            }t        t        t        |d       t        dd      D cg c]  }t	        ||       }}ddgdgg g g}t        t	        |d      |u        t        t        ||      d      D ]  \  }\  }}t        t        |      t        j                  u        t        ||       t        |j                  t        j                         t        t        |      t!        dt        |      |z
                y c c}w )NrX   r_   r  rP   rY   r   start)listre   r+   rc   r   r&   	enumeraterN  r2  r7   r0  r(   r'   r   ro  rM  max)rf   r   r;   rR  r  r  s         r=   test_nzTestDiff.test_nI  s    qNj$R0(-a41$qA,44FQCR(Q!!""+C&,A"K 	7A#DI+,sH-BGG,S3q#a&1*#56		7 5s   Dc                    t        j                  ddt         j                        }t        j                  ddgd      t        j                  dgd      g}|j	                  t        j                  g d      gdz         t        |d      D ]>  \  }}t        ||	      }t        ||       t        |j                  |j                         @ y )
Nz
1066-10-13z
1066-10-16r   rP   timedelta64[D]r   rX   r  r  )
r7   r8   
datetime64r   extendr  r   r(   r'   r   )rf   r   r  r;   r  r  s         r=   
test_timeszTestDiff.test_timesU  s    IIlLFHHaV#34HHaS 01
 	",<=>BC2 	/FAsqA,CsC(CII.	/r?   c           	         t        j                  ddgddgddgddgd	d
ggddgddgddgddgddgg      }t        |      }t        |j                  dgdgdgdgdgg       t        |j
                  dgdgdgdgdgg       t        t        |      t        |      u        t        |d      }t        |j                  g g g g g g       t        |j
                  g g g g g g       t        t        |      t        |      u        y )NrP   rN   rX   rL   rY   rw   rx   rv   rI  r   FTmaskr  )r   r   r   r(   r<   r  r&   r2  )rf   r   r  r  s       r=   r  zTestDiff.test_subclassa  s   HHq!fq!fq!fq!fq"g>!5>D%=!4=4,HI 1g388qcA3aS1#%>?388ugv'+ftfug&? 	@S	T!W$%A|499r2r2r&:;499r2r2r&:;T
d1g%&r?   c                    t        j                  d      dz   }t        t        |d      t        j                  d             t        t        |dg      t        j                  d             t        t        j
                  t        j                  |d            |       t        t        |ddg      t        j                  d             t        j                  d      j                  dd      }t        j                  |dd	      }ddgddgg}t        ||       t        j                  |ddgdgg	      }t        ||       t        j                  |dd	      }ddgddgg}t        ||       t        j                  |dddgg	      }t        ||       t        t        t         j                  |t        j                  d
             t        t        t        |dd       y )NrY   rP   r   )prependr_   rw   rL   rN   )r   r  rX   rX   rX   )r  r   )r7   r8   r(   r   rd   r  ry   r+   rc   rA   r%   rf   r   resultr  s       r=   test_prependzTestDiff.test_prependp  si   IIaL141-rwwqz:4A3/<299RWWQ%:;Q?4B73RWWQZ@IIaL  A&A.FQF#68,aS1#J768,A.FQF#68,aVH568,j"''1bhhuoFiq!!<r?   c                    t        j                  d      }t        |d      }g d}t        ||       t        |dg      }t        ||       t        |ddg      }|dgz   }t        ||       t        j                  d      j	                  dd      }t        j                  |dd      }dd	gdd
gg}t        ||       t        j                  |ddgdgg      }t        ||       t        j                  |dd      }ddgdd
gg}t        ||       t        j                  |dddgg      }t        ||       t        t        t         j                  |t        j                  d             t        t        t        |dd       y )NrY   r   )append)rP   rP   rP   rP   r~  rN   rL   rP   )r   r  r_   r\   rV   r  rX   )r  r   )	r7   r8   r   r(   ry   r+   rc   rA   r%   r  s       r=   test_appendzTestDiff.test_append  sM   IIaLa"#68,a$68,aA'qc>68,IIaL  A&1-GaW%68,QC!:668,1-FRH%68,QF8468,j"''1RXXe_Eiq;r?   N)r   r   r   rl   r  r   r  r	  r  r  r  r   r?   r=   r  r    s*    /&+ 	7
7
/'=0<r?   r  c                       e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zej                  j                  d
 ej                   dg      dgg      d        Zd Zy)
TestDeletec                     t        j                  d      | _        t        j                  d      j                  d      j	                  ddd      | _        y )NrY   rN   rP   )r7   r8   rg   r  ry   nd_ar   s    r=   setup_methodzTestDelete.setup_method  s:    1IIaL''*221a;	r?   c                 R   t        | j                  |      }t        | j                  |d      }d|z  }t        t	        || j                  |f         | j                  |       t	        |dd d df   | j                  d|df         }t        || j                  dd d df   |       y )NrP   r   zDelete failed for obj: %r)err_msgr   )r   rg   r  r(   r   )rf   indicesa_delnd_a_delmsgxors         r=   _check_inverse_of_slicingz$TestDelete._check_inverse_of_slicing  s    tvvw'$))W15)G38E466'(+<=tvv#&	(x!Q'1gq=)AB3		!Aq& 13?r?   c                 z    g d}g d}|D ].  }|D ]'  }|D ]   }t        |||      }| j                  |       " ) 0 y )N)rV   r   rP   rN   rL   rY   )r\   r_   rP   rX   )r{  r"  )rf   limsstepsr   stopstepss          r=   test_sliceszTestDelete.test_slices  sU    & 	6E 6! 6DeT40A221566	6r?   c                 Z   | j                  t        j                  ddgddgg             t        j                  t
              5  t        | j                  dg       d d d        t        j                  t
              5  t        | j                  dg       d d d        | j                  g d       | j                  g d       t        j                  t              5  t        | j                  d       d d d        t        j                  t              5  t        | j                  d	       d d d        t        j                  t              5  t        | j                  d	gd
z         d d d        y # 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   kxY w# 1 sw Y   y xY w)Nr   rP   rN   rs  i)r   r_   rN   rN   )TFFTFTFrL   )	r"  r7   r   r  r  r  r   rg   rc   r   s    r=   
test_fancyzTestDelete.test_fancy  sC   &&rxx!Q!Q0@'AB]]:& 	"466C5!	"]]:& 	#466D6"	# 	&&}5&&'HI ]]:& 	!4664 	!]]:& 	"4665!	" ]]:& 	&466E719%	& 	&!	" 	"	# 	#	! 	!	" 	"	& 	&s<   E0=E=F	FF!0E:=F	FF!F*c                 H    | j                  d       | j                  d       y )Nr   r~  )r"  r   s    r=   test_singlezTestDelete.test_single  s    &&q)&&r*r?   c                    t        j                  d      }t        j                  t              5  t        |g d       d d d        t        j                  t              5  t        |g d       d d d        y # 1 sw Y   :xY w# 1 sw Y   y xY w)NrP   r   r   r  )r7   r   r  r  r%   r   r  rs   s     r=   r  zTestDelete.test_0d  sn    HHQK]]9% 	"1bq!	"]]9% 	+1bz*	+ 	+	" 	"	+ 	+s   A7B7B Bc                     G d dt         j                        }| 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            |             y )Nc                       e Zd Zy)*TestDelete.test_subclass.<locals>.SubClassNr-  r   r?   r=   r  r2    r/  r?   r  r   rP   rN   rV   )r7   r0  rg   r1  r&   r  r   r{  r  s      r=   r  zTestDelete.test_subclass  s    	rzz 	FFKK!
6!Q<23
6!R=(34
6!aV,h78
6!U1a[18<=
6!U1b\2H=>r?   c                 R   t        j                  d      j                  ddd      }t        |t	        dd       d      }t        |j                  j                  |j                  j                         t        |j                  j                  |j                  j                         y )	Nr   rN   rY   r   r   <   rP   r   )	r7   r8   ry   r   r{  r'   r   r   r   )rf   r^   rS  s      r=   test_array_order_preservez$TestDelete.test_array_order_preserve  ss    IIbM!!!Qc!21eBoA. 	QWW))177+?+?@QWW))177+?+?@r?   c                 x   t        j                  t              5  t        j                  g dt        j
                  ddg             d d d        t        j                  t              5  t        j                  g dt        j
                  g t                     d d d        y # 1 sw Y   ]xY w# 1 sw Y   y xY w)NrO   r   r   r   )r  r  r  r7   r   r   r  r   s    r=   r  zTestDelete.test_index_floats  s}    ]]:& 	7IIi3*!56	7]]:& 	<IIi"E!:;	< 	<	7 	7	< 	<s   .B$)2B0$B-0B9indexerrP   c                    t        | j                  d      }t        | j                  |      }t        ||       t        | j                  dd      }t        | j                  t	        j
                  dg      d      }t        ||       y )NrP   r   )r   rg   r'   r  r7   r   )rf   r7  	a_del_intr  nd_a_del_intr  s         r=   test_single_item_arrayz!TestDelete.test_single_item_array  sd    4661%	tvvw'Y&dii3$))RXXqc];\8,r?   c                 P   t        t        j                  d      t        j                  dg            }t	        |t        j                  d             t        j                  d      }t        j                  dgt
              }t        j                  dgt
              }t        ||d      }t	        ||       t        ||d      }t	        ||d d d df          t        j                  t              5  t        t        j                  d	      t        j                  dgt                     d d d        t        j                  t              5  t        t        j                  d	      t        j                  dgd
             d d d        y # 1 sw Y   axY w# 1 sw Y   y xY w)NrP   FrX   rP   r   Tr_   r   r   rN   zm8[ns])
r   r7   rd   r   r(   r   r  r  r  r   )rf   resr   
false_mask	true_masks        r=   test_single_item_array_non_intz)TestDelete.test_single_item_array_non_int  s-    RWWQZ5'!233
+ GGFOXXugT2
HHdV40	Q
,3"Q	+3!RaR%) ]]:& 	<2771:rxx6:;	< ]]:& 	>2771:rxx8<=	> 	>	< 	<	> 	>s   6:F6FFF%N)r   r   r   r  r"  r*  r,  r.  r  r  r5  r  r  rD  rE  r7   r   r;  rA  r   r?   r=   r  r    sn    <@6&*++?A< [[Y1#(<=- >->r?   r  c                      e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zd
 Zd Zej                  j!                  dej$                  ej&                  ej(                  ej*                  g      d        Zej                  j!                  dej.                  ej0                  ej2                  ej4                  g      d        Zej                  j!                  dej$                  ej&                  ej(                  ej*                  g      d        Zej                  j!                  dej.                  ej0                  ej2                  ej4                  g      d        Zd Zy)TestGradientc                     ddgddgg}t        j                  |      }t        j                  ddgddgg      t        j                  ddgddgg      g}t        t        |      |       t        t        |      |       y )NrP   rX   rL   r   r   r   r   )r7   r   r(   r   rf   vr   dxs       r=   rl   zTestGradient.test_basic  sv    VaVHHQKhhR2r(+,hhR2r(+,.8A;+8A;+r?   c           
         t        j                  t        j                  d            }g d}t        j                  d      j	                  dd      }t        t        j                  d      d       t        t        j                  d      t        j                  d             t        t        j                  d      |       t        |d       t        |t        j                  d             t        |||       t        ||d       t        ||d       t        t        d	t
        |t        j                  |gdz  d
      d       y )NrY   )r   r   r   r         &@   r         ?rN   rP   r   z.*scalars or 1dr_   )
r7   r  rd   r8   ry   r   r   r.   rc   stack)rf   rG  	dx_unevenf_2ds       r=   	test_argszTestGradient.test_args$  s    YYrwwqz")	yy}$$Q* 	1r"1rxx|,1r"srxx}%y), 	r1 	r" 	J(9dBHHbT!V"5q	:r?   c           	         t        j                  d      j                  dd      }t        j                  t        j                  d            }t        t        t        ||t        j                  d             t        t        t        |dt        j                  d             t        t        t        |t        j                  d      t        j                  d             t        t        t        ||       t        t        t        ||d       t        t        t        ||||       t        t        t        |ddd       t        t        t        |||d       t        t        t        |ddd       y )NrJ  rY   rN   rP   r`   r   )	r7   r8   ry   r  rd   r+   rc   r   r  )rf   rN  r   s      r=   test_badargszTestGradient.test_badargs=  s    yy}$$Q*IIbggaj! 	j(D!RWWQZ@j(D!RWWQZ@j(D"''!*bggajIi43i4?i4Aq9i4Aq9i4AA>i4AA>r?   c                     t        j                  g dd      }t        j                  g dd      }t        t        |      |       t	        |j
                  t        j
                  d      k(         y )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   )r  r\   r      =   i  i  r  r7   r   r(   r   r&   r   rf   r   rG  s      r=   test_datetime64zTestGradient.test_datetime64M  sY    HH7!# XX)"$ 	8A;+BHH%5667r?   c                    t         j                  j                  ddgddggddgddgg      }t        |      d   }t	        t        |      t        |             t        |j                  |j                  u       t         j                  j                  d      }t         j                  j                  |d<   t        j                  |d	       t        |j                  g d
       y )NrP   rX   rL   Fr  r   rY   rN   
edge_order)FFTFF)r7   r   r   r   r'   r2  r&   _maskr8   maskedr(   r  )rf   r   r  x2s       r=   test_maskedzTestGradient.test_maskedY  s    EEKK!Q!Q($enuen=  ?qk!nT#YQ( 	syy()UU\\!_1
B1%277$FGr?   c                    t        j                  ddd      }|d   |d   z
  }d|dz  z  d|dz  z  z   d|z  z   }d|dz  z  d|z  z   dz   }t        j                  t        j                  ||d	      |z  dz
        }t	        t        j
                  |d
k        dk(         t         j                  j                  d       t        j                  t         j                  j                  d            }d|dz  z  d|dz  z  z   d|z  z   }d|dz  z  d|z  z   dz   }t        j                  t        j                  ||d	      |z  dz
        }t	        t        j
                  |d
k        dk(         y )Nr   rP   r   rN   rX   rL   rw   rv   rY  gQ?T)	r7   linspaceabsr   r&   r   randomseedsort)rf   r   rG  r  
analytical	num_errors         r=   test_second_order_accuratez'TestGradient.test_second_order_accurateh  sR   
 KK1b!qTAaD[QJQ!V#a!e+aZ!a%'!+
FFBKK2!<zIQNO	y4'(D01 			qGGBII$$R()QJQ!V#a!e+aZ!a%'!+
FFBKK1;jHAMN	y4'(D01r?   c                    t        j                  g d      }t        j                  |d      |j                  dd      z   }t        j                  g d      }t        j                  d      }t        j                  g dd      }t        j                  g dd      }t        j                  g d	d      }t        j                  g d
d      }d|fd|ffD ]  \  }}	t        |dd|      }
t        |||d|      }t        |||d |      }t        |
|       t        ||       t        |
d   |	j                         t        |
d   |	       t        |dd|      }
t        ||d|      }t        |
j                  |j                  k(         t        ||	j                         t        |dd|      }
t        ||d|      }t        |
j                  |j                  k(         t        ||	        d|fd|ffD ]  \  }}	t        |||d|      }
t        |||d |      }t        |
|       t        |
d   |	j                         t        |
d   |	       t        ||d|      }
t        |
|	j                         t        ||d|      }
t        |
|	        t        |||dd      }
t        |||dd      }t        |
d   |d          t        |
d   |d          t        |
d   |j                         t        |
d   |       t        |||dd      }
t        |||dd      }t        |
d   |d          t        |
d   |d          t        |
d   |j                         t        |
d   |       y )N)r   r   r   r   r   r   )rw   rP   r_   rP   )r   r  r   r   r   r  r  )r   rK  r   r   r  r   )      @rK  r   r   r        )r   r   333333?r        ?r   )r   r   rk  r  rl  g      пrN   r   r`   )r   rZ  r   ra   )r7   r   tilery   r8   r   r(   r)   r"  r&   rC   )rf   fx_unevenx_evenfdx_even_ord1fdx_even_ord2fdx_uneven_ord1fdx_uneven_ord2rZ  exp_resres1res2res3s                r=   test_spacingzTestGradient.test_spacing|  s)   HH,-GGAu		"a 0088562 :EB =uE''">F''"A5I &'$6M8J#K 	.JAr*EDAvv!&:?DAvv!%*>DtT*tT*Q3Q1ArjADAvA*EDDJJ$**,-gii0ArjADAvA*EDDJJ$**,-tW-'	., &'$81o:N#O 	/JAx!&:?DAx!%*>DtT*Q3Q1AxaJGDgii0AxaJGDg.	/  68%AF8V%AF47DG,47DG,DG]__5DG_568%AF8V%AF47DG,47DG,DG]__5DG_5r?   c                    ddgddgg}t        j                  |      }t        j                  ddgddgg      t        j                  ddgddgg      g}t        t        |d	      |d          t        t        |d	      |d          t        t        |d
	      |d          t        t        |d	      |d   |d   g       t	        t        |d 	      |d   |d   g       t	        t        |d 	      t        |             t        t        |ddd	      |d   dz  |d   dz  g       t        t        t        |ddd	       t        t        t        |d	       t        t        t        |d	       y )NrP   rX   rL   r   r   r   r   r   r   r_   ra   rN   r\   )r7   r   r(   r   r)   r+   r  r%   rE  s       r=   test_specific_axeszTestGradient.test_specific_axes  sI   VaVHHQKhhR2r(+,hhR2r(+,.8AA.168AA.168AB/A78AF3beRU^D 	HQT2RUBqENCHQT2HQK@ 	8Aq!&9qE#Ir!uSy1	3 	i1a;i115i126r?   c                     t        j                  g dd      }t        j                  g dd      }t        t        |      |       t	        |j
                  t        j
                  d      k(         y )N)r  r\   r   r  rT  iA  ,  r  r   )rN   rx   rx   rJ     w   irU  rV  s      r=   test_timedelta64zTestGradient.test_timedelta64  sW    HH*"$ XX("$ 	8A;+BHH%5667r?   c                    t         j                  t         j                  t         j                  fD ]W  }t        j                  g d|      }t        t        |      j                  t        j                  |      j                         Y y )Nr   r   )	r7   float16r  r  r   r'   r   r   r   )rf   dtr   s      r=   test_inexact_dtypesz TestGradient.test_inexact_dtypes  sV    ::rzz2::6 	>B"-A!**BGGAJ,<,<=	>r?   c                 (   t        t        j                  d      d       t        t        j                  d      d       t        t        t         t        j                  d      d       t        t        t         t        j                  d      d       t        t        t         t        j                  d      d       t        t        t         t        j                  d      d       t        t        t         t        j                  d      d       y )NrN   rP   rY  rX   r   )r   r7   r8   r+   rc   r   s    r=   test_valueszTestGradient.test_values  s    1!,1!,j(BIIaLQGj(BIIaLQGj(BIIaLQGj(BIIaLQGj(BIIaLQGr?   f_dtypec                 ~    t        j                  g d|      }t        |      }t        |dgt	        |      z         y )N)rY   rL   rX   rN   rP   r   r_   r7   r   r   r(   rM  )rf   r  rn  gs       r=   test_f_decreasing_unsigned_intz+TestGradient.test_f_decreasing_unsigned_int  s1     HH_G4QK1rd3q6k*r?   c                     t        j                  |      j                  }t        j                  ddg      }t        j                  d|g|      }t	        ||      }t        ||dz   dz  gdz         y )NrP   rX   r_   r   rN   )r7   iinfor  r   r   r(   )rf   r  maxintr   rn  dfdxs         r=   test_f_signed_int_big_jumpz'TestGradient.test_f_signed_int_big_jump  sd     '"&&HHaVHHb&\11~46A:!"3!4Q!67r?   x_dtypec                     t        j                  g d|      }t        j                  g d      }t        ||      }t        |dgt	        |      z         y )Nr   r   r   rN   rL   rV   r  )rf   r  r   rn  r  s        r=   test_x_decreasing_unsignedz'TestGradient.test_x_decreasing_unsigned  sA     HHYg.HHY1~4"c!f-r?   c                    t        j                  |      j                  }t        j                  |      j                  }t        j                  d|g|      }t        j                  |dz  dg      }t        ||      }t        |ddg       y )Nr_   r   rN   r   r  )r7   r  minr  r   r   r(   )rf   r  minintr  r   rn  r  s          r=   test_x_signed_int_big_jumpz'TestGradient.test_x_signed_int_big_jump  sp     '"&&'"&&HHb&\1HHfk1%&1~4#s,r?   c                 `    t        j                  ddgddgf      }t        |      t        u sJ y )NrP   rN   rX   )r7   r   r2  tuplerf   r>  s     r=   test_return_typezTestGradient.test_return_type  s/    kkAq6Aq6*+CyE!!!r?   N)r   r   r   rl   rO  rQ  rW  r^  rg  ry  r{  r  r  r  r  rD  rE  r7   rp  r  r  uint64r  rd  r  r  int64r  r  r  r  r   r?   r=   rC  rC    sQ   ,:2? 
8H2(>6@74	8>
H [[Y299)+BII)? @+@+
 [[Y"(()+288)= >8>8 [[Y299)+BII)? @.@. [[Y"(()+288)= >->-"r?   rC  c                       e Zd Zd Zd Zy)	TestAnglec                 d   dt        j                  d      dz  dt        j                  d      z  dz  z   dddddd	g}t        |      }t        j                  d
      t        j                  d      dt         j                  dz  t         j                  t         j                   dz  t        j                  d
       t         j                  t        j                  d
      z
  g}t        |d      }t        j
                  |      dz  t         j                  z  }t        ||d       t        ||d       y )N      ?      @rN   r   rc  rP   r_                      ?      y            @r   r   r   T)degr  r   )r7   sqrtr   arctanpir   r*   )rf   r   r  yozzos         r=   rl   zTestAngle.test_basic  s    RWWQZ#%RWWQZ!(;;BVW.!HIIi IIcNAruuqy"%%"%%#YYy!!255299Y+?#?A !XXb\C"%%'!!R,!!R,r?   c                 (   t         j                  j                  ddt        j                  d      dz  dz  g      }t         j                  j                  |d<   t         j                  j                  t        j
                  d      dt        j
                  d      g      }t         j                  j                  |d<   t        |      }t        t        |      t        |             t        |j                  |j                         t        ||       y )Nr  rP   rN         ?      ?r   r   r   )
r7   r   r   r  r\  r  r   r'   r2  r  rf   r   r  r  s       r=   r  zTestAngle.test_subclass)  s    EEKKBGGAJqLF$;<=uu||!55;;		) 4a3HIeellqT&\4>2V[[(--0VX&r?   N)r   r   r   rl   r  r   r?   r=   r  r    s    -'r?   r  c            	       R   e Zd Z ej                  g d      Zej                  e      Zej                  e	      Z
ej                  e      Zd Zd Zd Zd Zd Zd Zej(                  j+                  d ej                  g d	       ej                  g d
       ej                  g d      g      d        Zd Zd Zej(                  j+                  dd      d        Zej(                  j+                  dd      d        Zd Zej(                  j+                  dd      d        Zy)TestTrimZeros)r   r   rP   r   rN   rX   rL   r   c                      d} fd|D        S )N)rg   r   r   rh  c              3   6   K   | ]  }t        |        y wr6   )getattr).0namerf   s     r=   	<genexpr>z'TestTrimZeros.values.<locals>.<genexpr>=  s     ;d#;s   r   )rf   
attr_namess   ` r=   rP  zTestTrimZeros.values;  s    )
;
;;r?   c                     t         j                  dd }| j                         D ]  }t        |      }t	        |||           y )NrN   r_   r7   s_rP  r!   r(   rf   slcr   r>  s       r=   rl   zTestTrimZeros.test_basic?  s=    eeAbk;;= 	.CS/CsCH-	.r?   c                     t         j                  d d }| j                         D ]  }t        |d      }t	        |||            y )Nr_   r   trimr  r  s       r=   test_leading_skipzTestTrimZeros.test_leading_skipE  s@    eeCRj;;= 	.CSs+CsCH-	.r?   c                     t         j                  dd  }| j                         D ]  }t        |d      }t	        |||            y )NrN   r   r  r  r  s       r=   test_trailing_skipz TestTrimZeros.test_trailing_skipK  s@    eeABi;;= 	.CSs+CsCH-	.r?   c                     | j                         D ]]  }t        j                  ||j                        }t	        |d      }t        |      dk(  sJ t	        |d      }t        |      dk(  r]J  y )Nr   Br  r   rn  )rP  r7   
zeros_liker   r!   rM  )rf   _arrr   rv  rw  s        r=   test_all_zerozTestTrimZeros.test_all_zeroQ  sc    KKM 	"D--DJJ7Cc,Dt9>!>c,Dt9>!>	"r?   c                 \    t        j                  d      }t        |      }t        ||       y rn  r7   rA   r!   r(   rf   r   r>  s      r=   test_size_zerozTestTrimZeros.test_size_zero[  s"    hhqko3$r?   r   )r   l            r   )r   l            r   )r   l            r   c                 ^    t         j                  dd }t        |      }t        |||          y )NrP   rN   )r7   r  r!   r(   )rf   r   r  r>  s       r=   test_overflowzTestTrimZeros.test_overflow`  s*     eeAajo3C)r?   c                 `    t        j                  g d      }t        |      }t        ||       y )N)NrP   Nr7   r   r!   r(   r  s      r=   test_no_trimzTestTrimZeros.test_no_trimk  s#    hh'o3$r?   c                 n    t        | j                  j                               }t        |t              sJ y r6   )r!   rg   tolistr  r  r  s     r=   test_list_to_listzTestTrimZeros.test_list_to_listp  s&    )#t$$$r?   r   )r   rP   rN   rX   r   c                     t        j                  d|z        }t        j                  |ddd      }t        |d       }t	        ||       y )NrN   rN   rP   constantr   )modeconstant_valuesr   )r7   rd   padr!   r(   )rf   r   rg   r   r>  s        r=   test_nd_basiczTestTrimZeros.test_nd_basict  s>    GGD4K FF1f:qA&1c"r?   r   rP   rN   rX   c                     t        j                  d|z        }t        |d       }t        |t        j                  d|z               y )NrX   r   ru  r  )rf   r   rg   r>  s       r=   test_allzerozTestTrimZeros.test_allzero{  s7    HHTD[!&3 56r?   c                     t        j                  g d      }t        |d      }t        |g d       t        |d      }t        |g d       y )N)r   rP   rN   r   rn  r  )rP   rN   r   r   rO   r  rf   rg   r>  s      r=   test_trim_argzTestTrimZeros.test_trim_arg  s<    HH\"%3	*%3	*r?   r  )front c                     | j                   }t        j                  t        d      5  t	        ||       d d d        y # 1 sw Y   y xY w)Nz#unexpected character\(s\) in `trim`r  r  )rg   r  r  rc   r!   )rf   r  r   s      r=   test_unexpected_trim_valuez(TestTrimZeros.test_unexpected_trim_value  s9    ff]]:-ST 	's&	' 	' 	's	   ?AN)r   r   r   r7   r   rg   r  r  r   complexr   r   rh  rP  rl   r  r  r  r  r  rD  rE  r  r  r  r  r  r  r  r   r?   r=   r  r  4  s.   )*A	A	A	A<..."%
 [[	-	 	-	 	-	 	"**
%
% [[V%56# 7# [[V\27 37
+ [[V]3' 4'r?   r  c                       e Zd Zd Zd Zd Zy)
TestExtinsc                 l    t        j                  g d      }t        |dkD  |      }t        |g d       y )N)rP   rX   rN   rP   rN   rX   rX   rP   )rX   rN   rN   rX   rX   )r7   r   r   r(   r   s      r=   rl   zTestExtins.test_basic  s+    HH*+AE11o.r?   c                    t        t        t        g dddgddg       t        j                  g d      t        g dg d       t        g d	       t        t        j                  d
      g        t        t        j                  dd             t        g dddg       t        g d       t        t        dfd       t        j                  ddg      t        ddgd       t        ddg       y )Nr   TFr   rP   )rP   rL   rX   rN   rY   rv   rx   )r   rP   r   rP   r   rP   r   rN   rL   rw   )rP   rN   rX   rL   rY   rw   rx   rx   rv   )rP   r   rP   r   rP   r   rP   rI  )rv   rN   rI  rL   rv   rw   rI  z!Cannot insert from an empty arrayc                  "    t         g dg       S )N)r   r   r   r   r   rP   r   )r   rg   s   r=   <lambda>z'TestExtins.test_place.<locals>.<lambda>  s    E!-BB$G r?   12349)
r+   r  r   r7   r   r(   rA   r8   r.   rc   rs   s    @r=   
test_placezTestExtins.test_place  s     	i	D%=1a&IHH*+a&	2134a!b!1bii1o.a&A/134J(KG	I HHdD\"a!Q1tSk*r?   c                     t        d      }|dkD  }|j                         }t        ||      }t        ||d       t        |||       t	        ||       y )Nr   r  r   )r3   r   r   r   r(   )rf   rg   r  acr   s        r=   	test_bothzTestExtins.test_both  sM    H3wVVXD!aqaq1b!r?   N)r   r   r   rl   r  r  r   r?   r=   r  r    s    /
+,"r?   r  c                 2    |t        j                  |       z  S r6   mathfloorr   r  s     r=   _foo1r    s    TZZ]?r?   c                 8    |t        j                  |       z  |z   S r6   r  )r   r  r  s      r=   _foo2r    s    TZZ]?Qr?   c                      e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zd
 Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Z d Z!d  Z"d! Z#d" Z$d# Z%d$ Z&d% Z'd& Z(d' Z)d( Z*d) Z+d* Z,d+ Z-d, Z.y-).TestVectorizec                 V    d }t        |      } |g dg d      }t        |g d       y )Nc                      | |kD  r| |z
  S | |z   S r6   r   rg   r   s     r=   addsubtractz.TestVectorize.test_simple.<locals>.addsubtract      1u1u1ur?   r   rX   rw   rI  rP   rX   rY   rx   rP   rw   rP   rN   r$   r(   rf   r  rn  r  s       r=   test_simplezTestVectorize.test_simple  s)    	 k"lL)1l+r?   c                 R    d }t        |      } |g dd      }t        |g d       y )Nc                      | |kD  r| |z
  S | |z   S r6   r   r  s     r=   r  z.TestVectorize.test_scalar.<locals>.addsubtract  r  r?   r  rY   )rY   rv   rP   rL   r	  r
  s       r=   test_scalarzTestVectorize.test_scalar  s)    	 k"lA1l+r?   c                 r    t        j                  ddd      }t        d       } ||      }t        ||       y )Nr\   rN   i'  c                     | S r6   r   r   s    r=   r  z*TestVectorize.test_large.<locals>.<lambda>       r?   )r7   r`  r$   r(   )rf   r   rn  r  s       r=   
test_largezTestVectorize.test_large  s1    KKAu%k"aD1a r?   c                 >   t        t        j                        }t        j                  ddt        j
                  z  t        j
                  dt        j
                  z  dt        j
                  z  g      } ||      }t        j                  |      }t        ||       y )Nr   r  rK  rN   )r$   r  cosr7   r   r  r*   )rf   rn  argsr1r2s        r=   
test_ufunczTestVectorize.test_ufunc  se    dhhxxC"%%KbeeQYGHtWVVD\!"b)r?   c                     dd}t        |      }t        j                  g d      } ||      }t        j                  g d      }t        ||        ||d      }t        j                  g d      }t        ||       y )Nc                     | |z   S r6   r   r  s     r=   r  z(TestVectorize.test_keywords.<locals>.foo      q5Lr?   r   r	  rN   rW   r_  r$   r7   r   r(   rf   r  rn  r  r  r  s         r=   test_keywordszTestVectorize.test_keywords  sd    	 cNxx	"tWXXi 2r"tQZXXi 2r"r?   c                     t        t        t        g      } |t        j                  d      d      } |t        j                  d            }t        ||       y Notypesr   r   r$   r  r  r7   r8   r(   rf   rn  r  r  s       r=    test_keywords_with_otypes_order1z.TestVectorize.test_keywords_with_otypes_order1  sD     eUG, ryy~s#ryy~2r"r?   c                     t        t        t        g      } |t        j                  d            } |t        j                  d      d      }t        ||       y r!  r$  r%  s       r=    test_keywords_with_otypes_order2z.TestVectorize.test_keywords_with_otypes_order2  sD     eUG, ryy~ryy~s#2r"r?   c                    t        t        t        g      } |t        j                  d            } |t        j                  d      d      } |t        j                  d            }t        ||       t        ||       y )Nr"  r   r   r  r$  rf   rn  r  r  r3s        r=    test_keywords_with_otypes_order3z.TestVectorize.test_keywords_with_otypes_order3
  s`     eUG, ryy~ryy~%ryy~2r"2r"r?   c                     t        t        t        g      } |dd      } |dd      } |d      }t        |t        dd             t        |t        dd             t        |t        d             y )Nr"  $@rs  )r  r_   r*  r$   r  r  r'   r+  s        r=   +test_keywords_with_otypes_several_kwd_args1z9TestVectorize.test_keywords_with_otypes_several_kwd_args1  sc     eUG, ts^tr]tWRts+,Rtr*+Rt%r?   c                     t        t        t        g      } |ddd      } |ddd      }t        |t        ddd             t        |t        ddd             y )	Nr"  rs  r/  r_   )r  r   r  rP   rN   rX   r0  r%  s       r=   +test_keywords_with_otypes_several_kwd_args2z9TestVectorize.test_keywords_with_otypes_several_kwd_args2#  sT     eUG, #q!QZR34Rq!Q(r?   c                 ^    dd l }	 t        |j                         y # t        $ r t        w xY wrn  )rb  r$   	randrange	ExceptionAssertionError)rf   rb  s     r=   test_keywords_no_func_codez(TestVectorize.test_keywords_no_func_code.  s/     		!f&&' 	!  	!s    ,c                 .   d
d}t        |      }t        j                  g d      } ||      }t        j                  g d      }t        ||        |d|      }t        ||        ||d      }t        j                  g d	      }t        ||       y )NrP   c                     | |z   S r6   r   r  s     r=   r  z5TestVectorize.test_keywords2_ticket_2100.<locals>.foo;  r  r?   r   r  r	  )r   rg   rN   r   rW   r_  r  r  s         r=   test_keywords2_ticket_2100z(TestVectorize.test_keywords2_ticket_21008  sy    	 cNxx	"YXXi 2r"d^2r"tq\XXi 2r"r?   c                     d }t        j                  |ddg      }ddg}t        | |ddgg d	             t        | |ddgg d
             t        | |ddgg d             y )Nc                 v    t        |      }|j                  d      }|r|| z  |j                  d      z   }|r|S rn  )r  pop)r   p_pr>  s       r=   	mypolyvalz;TestVectorize.test_keywords3_ticket_2100.<locals>.mypolyvalK  s;    aB&&)CAgq	) Jr?   r@  rP   )excludedrX   rw   r   r   )r   r@  )r@  )r7   r$   r(   )rf   rB  vpolyvalanss       r=   test_keywords3_ticket_2100z(TestVectorize.test_keywords3_ticket_2100I  se    	 <<	S!H=!f3Aq6Y ?@3!Q9 =>3!Q ;<r?   c                 P    t         d        }t         |ddgddg      ddg       y )Nc                  (    d}| D ]
  }|| |   z  } |S Nr   r   )kwr>  _ks      r=   rn  z3TestVectorize.test_keywords4_ticket_2100.<locals>.fZ  s(    C r"vJr?   rP   rN   rX   rL   r  rv   r	  rf   rn  s     r=   test_keywords4_ticket_2100z(TestVectorize.test_keywords4_ticket_2100X  s3    		 
	 	11v!Q01a&9r?   c                 N    t         d        }t         |ddgddg      ddg       y )Nc                  ,    t        j                  |       S r6   )r7   r  )rF  s    r=   rn  z3TestVectorize.test_keywords5_ticket_2100.<locals>.fe  s    771:r?   rP   rN   rX   rL   rv   r	  rL  s     r=   test_keywords5_ticket_2100z(TestVectorize.test_keywords5_ticket_2100c  s3    		 
	 	1aVaV,q!f5r?   c                 B    d }t        |      }t         |       d       y )Nc                       yNrP   r   r   r?   r=   r  z5TestVectorize.test_coverage1_ticket_2100.<locals>.fool      r?   rP   r	  rf   r  rn  s      r=   test_coverage1_ticket_2100z(TestVectorize.test_coverage1_ticket_2100k  s    	 cN13"r?   c                     d }t        |      }t        |j                  |j                         d}t        ||      }t        |j                  |       y )Nc                     | S )zOriginal documentationr   r  s    r=   r  z3TestVectorize.test_assigning_docstring.<locals>.foos      Hr?   zProvided documentation)doc)r$   r'   __doc__)rf   r  rn  rZ  s       r=   test_assigning_docstringz&TestVectorize.test_assigning_docstringr  sC    	 cNQYY,&cs#QYY$r?   c                 f    G d d      }t         t         |       j                        t        j                  d            t        j                  d      dz         t         t        |j                         |       t        j                  d            t        j                  d      dz         y )Nc                       e Zd ZdZd Zy)9TestVectorize.test_UnboundMethod_ticket_1156.<locals>.FoorN   c                      || j                   z  S r6   r;  rs   s     r=   r  z=TestVectorize.test_UnboundMethod_ticket_1156.<locals>.Foo.bar  s    DFF{"r?   N)r   r   r   r   r  r   r?   r=   Foor_    s    A#r?   ra  rI  rN   )r(   r$   r  r7   r8   )rf   ra  s     r=   test_UnboundMethod_ticket_1156z,TestVectorize.test_UnboundMethod_ticket_1156~  sz    	# 	# 	/9SUYY/		!=99Q<1,	.-9SWW-ceRYYq\B99Q<1,	.r?   c                 @   t        d       } |t        j                  d            } |t        j                  dd            }t        d       } |t        j                  dd            } |t        j                  d            }t        ||       t        ||       y )Nc                     | S r6   r   r  s    r=   r  z@TestVectorize.test_execution_order_ticket_1487.<locals>.<lambda>       r?   rX   r  c                     | S r6   r   r  s    r=   r  z@TestVectorize.test_execution_order_ticket_1487.<locals>.<lambda>  re  r?   )r$   r7   r8   r'   )rf   f1res1ares1bf2res2bres2as          r=    test_execution_order_ticket_1487z.TestVectorize.test_execution_order_ticket_1487  sx    {#299Q< 299S!$%{#299S!$%299Q< UE"UE"r?   c                 X    t        j                  d       }d}t        | ||             y )Nc                     | S r6   r   r  s    r=   r  z7TestVectorize.test_string_ticket_1892.<locals>.<lambda>      1 r?   d0123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789)r7   r$   r'   )rf   rn  r)  s      r=   test_string_ticket_1892z%TestVectorize.test_string_ticket_1892  s#    LL%Q!r?   c                     dgt         fd       }d|_        t        j                  d      }t	         ||      ||z         t        d   t        |             y )Nr   c                 (    dxx   dz  cc<   | dz  S )Nr   rP   rN   r   )r   _callss    r=   rn  z#TestVectorize.test_cache.<locals>.f  s    1INI6Mr?   TrY   )r$   cacher7   r8   r(   r'   rM  )rf   rn  r   ru  s      @r=   
test_cachezTestVectorize.test_cache  sV    		 
	 IIaL1Q4Q'VAYA'r?   c                     t        j                  d       }d|_        t        j                  d      }t	         ||      |       y )Nc                     | S r6   r   r  s    r=   r  z+TestVectorize.test_otypes.<locals>.<lambda>  rp  r?   r   rY   )r7   r$   r#  r8   r(   rf   rn  r   s      r=   test_otypeszTestVectorize.test_otypes  s2    LL%IIaL1Q4#r?   c                    t        t        j                  d      dgdgf       t        t        j                  d      dgdgf       t        t        j                  d      ddgdgf       t        t        j                  d      dgdgf       t        t        j                  d	      dgddgf       t        t        j                  d
      g ddgf       t        t        j                  d      dgdgf       t        t        j                  d      dgdgf       t        t        j                  d      ddgdgf       t        t        j                  d      dgdgf       t        t        j                  d      dgddgf       t        t        j                  d      g ddgf       t        t              5  t        j                  d       d d d        t        t              5  t        j                  d       d d d        t        t              5  t        j                  d       d d d        y # 1 sw Y   dxY w# 1 sw Y   CxY w# 1 sw Y   y xY w)Nz(x)->()r  r   z	(x,y)->()r  z(x),(y)->()r*  z(x)->(y)z(x)->(y),()z(),(a,b,c),(d)->(d,e))r   )rg   r   r   )rh  )rh  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'   nfb_parse_gufunc_signaturer+   rc   r   s    r=   test_parse_gufunc_signaturez)TestVectorize.test_parse_gufunc_signature  s"   S00;vh=MNS00=!lRD)	+S00?v&-	/S00<h)	+S00?h-	/S001HI3j\B	D 	S00<x">NOS001BC!lRD)	+S00Av&-	/S001ABh)	+S001ABh-	/S00AC3j\B	D :& 	6''5	6:& 	5''4	5:& 	6''5	6 	6		6 	6	5 	5	6 	6s$   :H3'H?I3H<?IIc                 Z    d }t        |d      } |g dg d      }t        |g d       y )Nc                      | |kD  r| |z
  S | |z   S r6   r   r  s     r=   r  z8TestVectorize.test_signature_simple.<locals>.addsubtract  r  r?   z	(),()->()	signaturer  r  r  r	  r
  s       r=   test_signature_simplez#TestVectorize.test_signature_simple  s+    	 k[9lL)1l+r?   c                 \    d }t        |d      } |ddgddgg      }t        |ddg       y )Nc                 "    | j                         S r6   r   r  s    r=   r   z4TestVectorize.test_signature_mean_last.<locals>.mean  s    668Or?   z(n)->()r  rP   rX   rN   rL   r	  )rf   r   rn  r  s       r=   test_signature_mean_lastz&TestVectorize.test_signature_mean_last  s:    	 di01v1v1q!f%r?   c                 d    d }t        |d      } |ddgddgg      }t        |ddgddgg       y )	Nc                 (    | | j                         z
  S r6   r  r  s    r=   centerz3TestVectorize.test_signature_center.<locals>.center  s    qvvx<r?   (n)->(n)r  rP   rX   rN   rL   r_   r	  )rf   r  rn  r  s       r=   test_signature_centerz#TestVectorize.test_signature_center  sC    	  f
31v1v1AwQ01r?   c                     t        d d      } |g d      }t        t        |t              xr t	        |      dk(         t        |d   g d       t        |d   g d       y )Nc                 
    | | fS r6   r   r  s    r=   r  z:TestVectorize.test_signature_two_outputs.<locals>.<lambda>  
    A r?   	()->(),()r  r   rN   r   rP   )r$   r&   r  r  rM  r(   rf   rn  r  s      r=   test_signature_two_outputsz(TestVectorize.test_signature_two_outputs  sP    &+>iL
1e$4Q151Q4+1Q4+r?   c                 j   t        t        j                  d      } |ddgg d      }t        |g dg dg        |ddgggg d      }t        |g dg dggg        |ddgddggg d      }t        |g dg dgg dg dgg        |ddgg dg dg      }t        |g dg dgg dg dgg       y )	Nz(a),(b)->(a,b)r  rP   rN   r   r  r   r   )r$   r7   r:   r(   r  s      r=   test_signature_outerz"TestVectorize.test_signature_outer  s    bhh*:;q!fi 1y)45Axj)$1I 67891v1v	*1	95 )957 	8 q!fy),-1	95 )957 	8r?   c                     t        d d      } |g d      }t        |ddg        |g dg dg      }t        |ddgddgg       y )	Nc                     | d d S Nr_   r   r  s    r=   r  z<TestVectorize.test_signature_computed_size.<locals>.<lambda>      #2 r?   z(n)->(m)r  r   rP   rN   r	  rX   r	  r  s      r=   test_signature_computed_sizez*TestVectorize.test_signature_computed_size  sL    &*=iL1q!f%y)$%11v1v./r?   c                     d	d}t        |ddh      }t         |g d      g d       t         |g dd      g d       y )
Nc                     | |z   S r6   r   r  s     r=   r  z2TestVectorize.test_signature_excluded.<locals>.foo  r  r?   ()->()r   )r  rC  r   r	  r   r;  r_  r	  rU  s      r=   test_signature_excludedz%TestVectorize.test_signature_excluded  s8    	 cX>1Y<31Y!,i8r?   c                     t        d ddg      } |g d      }t        |j                  t        j                  d             t	        |g d       y )Nc                     | S r6   r   r  s    r=   r  z5TestVectorize.test_signature_otypes.<locals>.<lambda>  r  r?   r  r  r  r#  r   )r$   r'   r   r7   r(   r  s      r=   test_signature_otypesz#TestVectorize.test_signature_otypes  s<    kZLiLQWWbhhy121i(r?   c                    t        t        j                  d      }t        t        d      5   |ddg       d d d        t        t
        d      5   |dd       d d d        t        t
        d      5   |ddgg d       d d d        t        t        j                  d	      }t        t        d      5   |dd       d d d        y # 1 sw Y   xY w# 1 sw Y   yxY w# 1 sw Y   _xY w# 1 sw Y   y xY w)
Nz(n),(n)->(n)r  zwrong number of positionalrP   rN   zdoes not have enough dimensions$inconsistent size for core dimensionr   r  )r$   operatorr9   r.   r  rc   rL  s     r=   test_signature_invalid_inputsz+TestVectorize.test_signature_invalid_inputs  s    hlln= ,HI 	q!fI	 =? 	aG	 !BD 	!q!fi 	! hllh7 ,HI 	aG	 		 		 		! 	!
	 	s/   C
C1C2
C)CCC&)C2c                 n   t        d d      }t        t        d      5   |g d       d d d        t        d d      }t        t        d      5   |d	       d d d        t        d
 d      }t        t        d      5   |d	dg       d d d        y # 1 sw Y   jxY w# 1 sw Y   GxY w# 1 sw Y   y xY w)Nc                     | d d S r  r   r  s    r=   r  z>TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>,  r  r?   r  r  r  r   c                     | S r6   r   r  s    r=   r  z>TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>1  r  r?   r  zwrong number of outputsrP   c                 
    | | fS r6   r   r  s    r=   r  z>TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>5  r  r?   r  rN   )r$   r.   rc   rL  s     r=   test_signature_invalid_outputsz,TestVectorize.test_signature_invalid_outputs*  s    &*= BD 	iL	 k[9 -FG 	aD	 &(; -FG 	q!fI	 		 	
	 		 	s#   B	B?B+BB(+B4c                 6   t        j                  d       }t        j                  ddgt              }t	        t
        d      5   ||       d d d        d|_        t         ||      |       t        j                  d d	      }t	        t
        d      5   ||       d d d        t        j                  d
 dd      }t         ||      |       t        j                  d dd      }t         ||      |       t        j                  d d	      }t         ||j                        |j                         t        j                  d dd      }t	        t
        d      5   ||       d d d        y # 1 sw Y   +xY w# 1 sw Y   xY w# 1 sw Y   y xY w)Nc                     | S r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>;  rp  r?   r   rY   r   r#  r   c                     | S r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>C  rp  r?   r  r  c                     | S r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>G  rp  r?   r  c                     | S r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>J  rp  r?   r  c                     | S r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>M  rp  r?   c                     | gS r6   r   r  s    r=   r  z5TestVectorize.test_size_zero_output.<locals>.<lambda>P  s    A3 r?   z()->(n)znew output dimensions)	r7   r$   rA   intr.   rc   r#  r(   r"  rz  s      r=   test_size_zero_outputz#TestVectorize.test_size_zero_output9  s=   LL%HHaV3' X6 	aD	 1Q4#LL9 X6 	aD	 LLE1Q4#LL
3G1Q4#LL
;1QSS6133'LL)CH -DE 	aD	 	)	 		 		 	s$   	E6	F$	F6F FFc                      G d dt         j                        }t        j                  g dg dg dg      j                  |      }t        j                  g dg dg dg      j                  |      }t        j                  t         j
                  d	
      } |||      }t        t        |      |       t        |g dg dg dg       t        j                  d       } |||      }t        t        |      |       t        |||z         y )Nc                       e Zd Zy)/TestVectorize.test_subclasses.<locals>.subclassNr-  r   r?   r=   r.  r  U  r/  r?   r.  )r   r   r   rz  )r   r   r   r   )r   r   r  r  z(m,m),(m)->(m)r  )r   r   r   )r   r  r   )r  r   r   c                     | |z  S r6   r   r  s     r=   r  z/TestVectorize.test_subclasses.<locals>.<lambda>c  s
    1 r?   )r7   r0  r   r1  r$   matmulr'   r2  )rf   r.  rS  rF  matvecr  mults          r=   r3  zTestVectorize.test_subclassesT  s    	rzz 	 HHl""$ %%)T(^ 	
 HHlL,?@EEhObii3CD1aLT!Wh'Q|\BC ||,-AJT!Wh'QAr?   c                 R    t         j                  d        }|j                  dk(  sJ y )Nc                     | |z   S r6   r   r  s     r=   rj  z#TestVectorize.test_name.<locals>.f2j  s    q5Lr?   rj  )r7   r$   r   )rf   rj  s     r=   	test_namezTestVectorize.test_nameh  s,    		 
	 {{d"""r?   c                 R    t         d        } |g dg d      }t        |g d       y )Nc                      | |kD  r| |z
  S | |z   S r6   r   r  s     r=   r  z1TestVectorize.test_decorator.<locals>.addsubtractq  s    1u1u1ur?   r  r  r  r	  )rf   r  r  s      r=   test_decoratorzTestVectorize.test_decoratorp  s,    		 
	 l31l+r?   c                 z    t         d        }t        j                  j                  dk  r|j                  dk(  sJ y y )Nc                     | S )	Docstringr   r  s    r=   rn  z'TestVectorize.test_docstring.<locals>.f|  s	     Hr?   rN   r  )r$   sysr   optimizer[  rL  s     r=   test_docstringzTestVectorize.test_docstring{  s?    		 
	 99!99+++ "r?   c                 f    d }t        |d      }t        j                  |      } |d      dk(  sJ y )Nc                     | |z   S r6   r   r  s     r=   r  z'TestVectorize.test_partial.<locals>.foo  r  r?   rX   rP   rL   )r   r7   r$   )rf   r  r  vbars       r=   test_partialzTestVectorize.test_partial  s2    	 c1o||C Aw!||r?   c                     t        ddg      d        } |g d      }t        |j                  t        j                  d             t	        |g d       |j
                  dk(  sJ y )Nr  r  r  c                     | S r6   r   r  s    r=   rn  z8TestVectorize.test_signature_otypes_decorator.<locals>.f  rY  r?   r   rn  )r$   r'   r   r7   r(   r   r  s      r=   test_signature_otypes_decoratorz-TestVectorize.test_signature_otypes_decorator  s[    	Z	<	 
=	 iLQWWbhhy121i(zzS   r?   c                 x    t        t              5  t        j                  d      }d d d        y # 1 sw Y   y xY w)NrX   )pyfuncr+   r  r7   r$   )rf   As     r=   test_bad_inputzTestVectorize.test_bad_input  s-    9% 	)a(A	) 	) 	)s   09c                     t        t              5  t        j                  d      d        }d d d        y # 1 sw Y   y xY w)Nstringc                       y)Nr  r   r   r?   r=   r  z+TestVectorize.test_no_keywords.<locals>.foo  s    r?   r  )rf   r  s     r=   test_no_keywordszTestVectorize.test_no_keywords  s:    9% 	\\(# $	 	 	s   5>c                     t        d dg      } |dg      }t        |j                  t        j                  d             y )Nc                     | S r6   r   r  s    r=   r  z?TestVectorize.test_positional_regression_9477.<locals>.<lambda>  re  r?   r  rN   )r$   r'   r   r7   r  s      r=   test_positional_regression_9477z-TestVectorize.test_positional_regression_9477  s4     {i[1qcFQWWbhhy12r?   c                     d}t        j                  g dd      }t         t        j                  d d|g      |      |       y )Nzdatetime64[ns])z
2024-01-01z
2024-01-02z
2024-01-03r   c                     | S r6   r   r  s    r=   r  z8TestVectorize.test_datetime_conversion.<locals>.<lambda>  s    ! r?   z(i)->(j)r  )r7   r   r(   r$   )rf   otyper   s      r=   test_datetime_conversionz&TestVectorize.test_datetime_conversion  sH     hhA-/ 82<<z05w88;=>A	Cr?   N)/r   r   r   r  r  r  r  r  r&  r(  r-  r1  r3  r8  r<  rF  rM  rP  rV  r\  rb  rm  rr  rw  r{  r  r  r  r  r  r  r  r  r  r  r  r  r3  r  r  r  r  r  r  r  r  r  r   r?   r=   r   r     s    	,	,!*##	#
#&	)!#"=	:6#
%.	#($ 6D	,&2,8 09)6(#	,,!)3Cr?   r   c                      e Zd Z G d d      Zej
                  j                  e d      ej
                  j                  ed      ej
                  j                  ddej                  fdg      d	                      Zy
)	TestLeaksc                   &    e Zd ZdZd Zed        Zy)TestLeaks.Ar  c                      yrn  r   rf   r  s     r=   boundzTestLeaks.A.bound  rT  r?   c                       yrn  r   )r  s    r=   unboundzTestLeaks.A.unbound  s    r?   N)r   r   r   itersr  staticmethodr  r   r?   r=   r  r    s     	 
	 
	r?   r  Python lacks refcountsreasonzJFunctions are immortalized if a thread is launched, making this test flakyz
name, incrr  )r  r   c                    dd l }t        | j                  |      }|j                          	 t	        j
                  |      }t        | j                  j                        D ]\  }| j                         }t        j                  t        ||      dd      |_
        |j                  t        j                  d            }^ d }t        t	        j
                  |      ||z          t        d      D ]  }|j                           t        t	        j
                  |      |       |j                          y # |j                          w xY w)Nr   rP   r   rY   )gcr  r  disabler  getrefcountre   r  r7   
frompyfuncrn  r8   r'   collectenable)	rf   r  incrr  A_funcrefcountr   rg   r  s	            r=   test_frompyfunc_leakszTestLeaks.test_frompyfunc_leaks  s     	&


	v.H466<<( )FFHmmGAt$4a;cc"))B-() A0(T/B1X 

0(;IIKBIIKs   C6D3 3EN)r   r   r   r  r  rD  skipifr0   r2   rE  r  r  r   r?   r=   r  r    s      [[L(1IJ[[!C  E [[\agg, 	E Kr?   r  c                       e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zd
 Zd Zej                  j!                  d      d        Zy)TestDigitizec                     t        j                  dd      }t        j                  dd      }t        t        ||      t        j                  d             y )Nr$  rY   r  r   r7   r8   r(   r   rf   r   binss      r=   test_forwardzTestDigitize.test_forward  s;    IIb!yyQ8At,biim<r?   c                     t        j                  ddd      }t        j                  ddd      }t        t        ||      t        j                  d             y )NrY   r$  r_   r  r   r  r  s      r=   test_reversezTestDigitize.test_reverse  s?    IIaR yyB#8At,biim<r?   c                     t        d      }t        j                  |j                         |j	                         d      }t        t        j                  t        ||      dk7               y )Nr   r   r3   r7   r`  r  r  r&   r   r   )rf   r   bins      r=   test_randomzTestDigitize.test_random  sF    Hkk!%%'1557B/x3'1,-.r?   c                 ~    g d}g d}g d}t        t        ||      |       g d}t        t        ||d      |       y )N)rP   rY   rL   r   rv   r   r   )rP   rY   r   )rP   rN   rP   rX   rN   rX   r   )r   rP   rP   rN   rN   rX   r   T)r(   r   )rf   r   r  default_answerright_answers        r=   test_right_basiczTestDigitize.test_right_basic  s:    #.8At,n=,8AtT2LAr?   c                     t        j                  dd      }t        j                  dd      }t        t        ||d      t        j                  d             y )Nr$  rY   rL   Tr   r  r  s      r=   test_right_openzTestDigitize.test_right_open  s=    IIb!yyQ8AtT2BIIbMBr?   c                     t        j                  ddd      }t        j                  ddd      }t        t        ||d      t        j                  d             y )NrY   r$  r_   rL   Tr   r  r  s      r=   test_right_open_reversez$TestDigitize.test_right_open_reverse  sA    IIaR yyB#8AtT2BIIbMBr?   c           	          t        d      }t        j                  |j                         |j	                         d      }t        t        j                  t        ||d      dk7               y )Nr   Tr  r  s      r=   test_right_open_randomz#TestDigitize.test_right_open_random  sH    H{{1557AEEGR0x4."456r?   c                    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        ||       y )N)r_   r   rP   rN   r   F)r   rN   rX   rX   T)r   r   rN   rX   r   )rX   rN   r   r   )rX   rX   rN   r   r   )r   r   rL   rL   )r   r   r   rL   r   )rP   rP   r   rP   )r(   r   r+   rc   r  s      r=   test_monotoniczTestDigitize.test_monotonic  s    8AtU3\B8AtT2LA8AtU3\B8AtT2LA8AtU3\B8AtT2LAj(At4j(At4r?   c                 t    g d}g d}t        t        t        ||       ||}}t        t        t        ||       y )N)rP   rN   y      @      ?r   )r+   r  r   r  s      r=   test_casting_errorzTestDigitize.test_casting_error  s1    i1d34i1d3r?   c           	      L    G d dt         j                        }t        j                  d      j                  |      }t        j                  dd      j                  |      }t	        t        t        ||d      |              t	        t        t        ||d      |              y )Nc                       e Zd Zy)(TestDigitize.test_return_type.<locals>.ANr-  r   r?   r=   r  r    r/  r?   r  rY   rP   rX   FT)r7   r0  r8   r1  r&   r  r   )rf   r  rg   r   s       r=   r  zTestDigitize.test_return_type  sz    	

 	IIaLa IIaO  #Jx1e4a889Jx1d3Q778r?   c                 X    d}t        t        j                  ||dz
  |dz   g      d       y Nl          rP   r'   r7   r   r  s     r=   test_large_integers_increasingz+TestDigitize.test_large_integers_increasing$  s(    R[[QUAEN3Q7r?   z9gh-11022: np._core.multiarray._monoticity loses precisionr  c                 X    d}t        t        j                  ||dz   |dz
  g      d       y r  r  r  s     r=   test_large_integers_decreasingz+TestDigitize.test_large_integers_decreasing)  s*     R[[QUAEN3Q7r?   N)r   r   r   r   r  r  r
  r  r  r  r  r  r  r  r  rD  xfailr  r   r?   r=   r  r    si    =
=
/
BC
C
7
5 498
 [[J  L8L8r?   r  c                       e Zd Zd Zd Zy)
TestUnwrapc                     t        t        dddt        j                  z  z   g      ddg       t	        t        j
                  t        t        t        d      dz              t        j                  k               y )NrP   rN   r   rs  )r(   r"   r7   r  r&   r   r   r3   r   s    r=   r  zTestUnwrap.test_simple3  sR    61a!bee)m"451v>tF48c>23bee;<=r?   c                 B   t        t        ddgd      ddg       t        t        j                  t        t        t        d      dz  d            dk               t        j                  g d      }t        j                  |d      }t        t        |d      |       t        j                  g d	      }t        j                  |d
      }t        |d
      }t        |g d       t        |d
d      }t        |g d	       |j                  |j                  k(  sJ y )NrP   i     periodrN   r     )r   K         r}  )r   r'  r(  r)  r}  i     )r   r'  r(  r)  r}  r     )r%  discont)
r(   r"   r&   r7   r   r   r3   r   modr   )rf   
simple_seqwrap_seq
uneven_seqwrap_uneven
no_discont
sm_disconts          r=   test_periodzTestUnwrap.test_period9  s    61g,s;aVDtF48d?3?@3FGHXX45
66*c*6(37DXX9:
ffZ-K4
:'BCKSA
:'BC;#4#4444r?   N)r   r   r   r  r4  r   r?   r=   r   r   1  s    >5r?   r   O
AllIntegerFloatM)r   rP   r   c                   p    e Zd ZdededdfdZdededdfdZdededdfdZdededdfdZdededdfd	Z	y)
TestFilterwindowsr   r8  returnNc                    t        j                  ||      d   }t        |      }|dk(  rt         j                  }n.t        j                  |j
                  t         j                        }|j
                  |k(  sJ t        |t        |             |dk  r t        |t        j                  g              y |dk(  r t        |t        j                  d             y t        t        j                  |d      dd       y )	Nr   r   r5  rP   r   r         @rL   )r7   r   r   r  r  r   r'   r   r(   rd   r)   r
  rf   r   r8  scalarr  	ref_dtypes         r=   test_hanningzTestFilterwindows.test_hanningR  s    !5)"-FOC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 15!<r?   c                    t        j                  ||      d   }t        |      }|dk(  rt         j                  }n.t        j                  |j
                  t         j                        }|j
                  |k(  sJ t        |t        |             |dk  r t        |t        j                  g              y |dk(  r t        |t        j                  d             y t        t        j                  |d      dd       y )	Nr   r   r5  rP   r   r   g(\@rL   )r7   r   r   r  r  r   r'   r   r(   rd   r)   r
  r>  s         r=   test_hammingzTestFilterwindows.test_hammingg  s    !5)"-FOC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 161=r?   c                    t        j                  ||      d   }t        |      }|dk(  rt         j                  }n.t        j                  |j
                  t         j                        }|j
                  |k(  sJ t        |t        |             |dk  r t        |t        j                  g              y |dk(  r t        |t        j                  d             y t        t        j                  |d      dd       y )	Nr   r   r5  rP   r   r   g^)@rL   )r7   r   r	   r  r  r   r'   r   r(   rd   r)   r
  r>  s         r=   test_bartlettzTestFilterwindows.test_bartlett|      !5)"-VC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 161=r?   c                    t        j                  ||      d   }t        |      }|dk(  rt         j                  }n.t        j                  |j
                  t         j                        }|j
                  |k(  sJ t        |t        |             |dk  r t        |t        j                  g              y |dk(  r t        |t        j                  d             y t        t        j                  |d      dd       y )	Nr   r   r5  rP   r   r   g=
ףp=@rL   )r7   r   r
   r  r  r   r'   r   r(   rd   r)   r
  r>  s         r=   test_blackmanzTestFilterwindows.test_blackman  rF  r?   c                    t        j                  ||      d   }t        |d      }|dk(  rt         j                  }n.t        j                  |j
                  t         j                        }|j
                  |k(  sJ t        |t        |             |dk  r t        |t        j                  g              y |dk(  r t        |t        j                  d             y t        t        j                  |d      dd       y )	Nr   r   r   r5  rP   r   r   rX  )r7   r   r   r  r  r   r'   r   r(   rd   r)   r
  r>  s         r=   test_kaiserzTestFilterwindows.test_kaiser  s    !5)"-61C<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 12r:r?   )
r   r   r   strr  rA  rC  rE  rH  rJ  r   r?   r=   r:  r:  L  s    =# =# =$ =*># ># >$ >*>3 >3 >4 >*>3 >3 >4 >*; ; ; ;r?   r:  c                       e Zd Zd Zd Zd Zy)TestTrapezoidc                     t        j                  ddd      }t        t        j                  d|dz  z        t        j                  dt         j
                  z        z  d      }t        |dd       y )	Nr   r  rj  rN   )rG  rP   rx   )r7   r8   r    r  r  r  r)   )rf   r   r  s      r=   r  zTestTrapezoid.test_simple  sS    IIc2r"bffS16\*RWWQY-??CHAq!$r?   c                 F   t        j                  ddd      }t        j                  ddd      }t        j                  ddd      }t        j                  |      |d   |d   z
  z  }|dxx   dz  cc<   |dxx   dz  cc<   t        j                  |      |d   |d   z
  z  }|dxx   dz  cc<   |dxx   dz  cc<   t        j                  |      |d   |d   z
  z  }|dxx   dz  cc<   |dxx   dz  cc<   |d d d d f   |d d d d f   z   |d d d d f   z   }||d d d d f   z  j                  d      }||d d d d f   z  j                  d      }	||d d d d f   z  j                  d      }
t	        ||d d d d f   d	      }t        ||       t	        ||d d d d f   d	      }t        ||	       t	        ||d d d d f   d	      }t        ||
       t	        ||d	      }t        ||       t	        ||d	      }t        ||	       t	        ||d	      }t        ||
       y )
Nr   rP   rX   rN   rv   r]   r_   r   )r   r   )r7   r`  	ones_liker
  r    r)   )rf   r   r  r  wxwywzqqxqyqzr  s               r=   	test_ndimzTestTrapezoid.test_ndim  s,   KK1a KK1a KK1b!\\!_!qt,
1

2!\\!_!qt,
1

2!\\!_!qt,
1

2!atmqa.4a<@"Qd]##((a(0"T1d]##((a(0"T4]##((a(0 a1Qd]+!4Ar"a1T1d]+!4Ar"a1T4]+!4Ar" a11%Ar"a11%Ar"a11%Ar"r?   c                    t        j                  d      }||z  }|dk(  }t         j                  j                  ||      }d}t	        t        ||      |       t         j                  j                  ||      }t	        t        ||      |       t         j                  j                  ||      }t	        t        ||      |       y )NrY   rN   r  g      *@)r7   r8   r   r   r)   r    )rf   r   r  r  ymr  xms          r=   r^  zTestTrapezoid.test_masked  s     IIaLEAvUU[[[&Ib!,a0UU[[[&Ib"-q1UU[[[&Ia,a0r?   N)r   r   r   r  rY  r^  r   r?   r=   rM  rM    s    %##J1r?   rM  c                       e Zd Zd Zd Zy)TestSincc                     t        t        d      dk(         t        t        j                  ddd            }t	        |t        |      d       y )Nr   rP   r_   rs  rx   )r&   r   r7   r`  r*   r   rf   r  s     r=   r  zTestSinc.test_simple  s9    Q1RC()!!VAY2r?   c                     ddg}t        t        j                  |            }t        t        |            }t        t	        |            }t        ||       t        ||       y )Nr   r  )r   r7   r   r  r  r(   )rf   r   r   r   r   s        r=   test_array_likezTestSinc.test_array_like	  sK    H"((1+$q']%(^2r"2r"r?   N)r   r   r   r  rb  r   r?   r=   r^  r^    s    3#r?   r^  c                       e Zd Zd Zy)
TestUniquec                    t        j                  g d      }t        t        j                  t	        |      g dk(               t        t	        t        j                  g d            t        j                  dg      k(         g d}t        t        j                  t	        |      g dk(               t        j                  g d      }t        t        j                  t	        |      g dk(               y )	N)	rL   rX   rN   rP   rP   rN   rX   rL   r   )r   rP   rN   rX   rL   )rP   rP   rP   rP   rP   rP   )widgethamr  r  r  rg  )r  r  rg  rf  )      @      @r        ?      $@r   rh  )r  ri  rh  r   )r7   r   r&   r   r#   r  s     r=   r  zTestUnique.test_simple	  s    HH01vayO345rxx01RXXqc]BC9vay$CCDEHH:;vay$AABCr?   N)r   r   r   r  r   r?   r=   rd  rd  	  s    Dr?   rd  c                       e Zd Zd Zd Zy)TestCheckFinitec                     g d}ddt         j                  g}ddt         j                  g}t        j                  |       t	        t
        t         j                  |       t	        t
        t         j                  |       y )Nr   rP   rN   )r7   infre  asarray_chkfiniter+   rc   r   s       r=   r  zTestCheckFinite.test_simple	  sW    266N266N
Qj""6"6:j""6"6:r?   c                     g d}t        j                  |dt         j                        }t        |j                  t         j                  k(         y )Nr   r   )r   r   )r7   rn  r  r&   r   rs   s     r=   test_dtype_orderz TestCheckFinite.test_dtype_order!	  s4      #RZZ@2::%&r?   N)r   r   r   r  rp  r   r?   r=   rk  rk  	  s    ;'r?   rk  c            	          e Zd Z ej                  g dg dg dg      Z ej                  g dg dg dg      Z ej                  g dg dg d	g      Z ej                  g d
g dg dg dg dg dg      Zd Z	d Z
d Zd Zd Zd Zd Zd Zej$                  j'                  dej(                  ej*                  ej,                  ej.                  g      d        Zy)TestCorrCoef)g^?g.{<?g$,?)g4?gp)?gJG?)gY?g?gވ0v?)gة?gBFU?g G)t?)g3TB?gL\?gA?)g>
?gqFE`?g5?)r   ޛ?r@)rs  r   p]4?)rt  ru  r   )r   rs  rt  ?'L?(8?4V}?)rs  r   ru  w{,H5?jS,?)rt  ru  r   )h?5#A?)rv  ry  r|  r   toBC,)rw  rz  r}  r  r   @02v?)rx  r{  r~  r  r  r   c                 X    t        t        j                  g dg d      ddgddgg       y )Nr   )rP   r   rP   r         )r)   r7   r   r   s    r=   test_non_arrayzTestCorrCoef.test_non_array=	  s'    BKK	9= #Yr
3	5r?   c                    t        | j                        }t        || j                         t	        t        j                  t        j                  |      dk               t        | j                  | j                        }t        || j                         t	        t        j                  t        j                  |      dk               y rI  )
r   r  r)   rv  r&   r7   r   ra  r  rw  )rf   tgt1tgt2s      r=   r  zTestCorrCoef.test_simpleA	  s|    D$)),rvvd|s*+,'D$)),rvvd|s*+,r?   c                 \   t               5 }t        j                  d       t        t        t
        | j                  d       |j                  t               t        t        | j                  d      | j                         t        t        | j                  | j                  d      | j                         t        t        | j                  d      | j                         t        t        | j                  | j                  d      | j                         d d d        y # 1 sw Y   y xY w)Nalwaysr_   ddofrX   )r/   warningssimplefilterr-   DeprecationWarningr   r  filterr)   rv  r  rw  rf   sups     r=   	test_ddofzTestCorrCoef.test_ddofJ	  s      	MC!!(++XtvvBGJJ)*b 9499Eb A499Ma 8$))Da @$))L	M 	M 	Ms   DD""D+c           	         t               5 }t        j                  d       t        t        t
        | j                  | j                  dd       t        t        t
        | j                  d       |j                  t               t        t        | j                  d      | j                         d d d        y # 1 sw Y   y xY w)Nr  rP   r   )bias)r/   r  r  r-   r  r   r  r  r  r)   rv  r  s     r=   	test_biaszTestCorrCoef.test_biasV	  s      	EC!!(++Xtvvtvvq!L+XtvvAFJJ)*a 8$))D	E 	E 	Es   B#B77C c                    t        j                  g dg dg      }t        |      }t        j                  ddgddgg      }t        ||       t	        t        j
                  t        j                  |      dk               y Nr   rc  y               @rk  r   r  rc  )r7   r   r   r,   r&   r   ra  )rf   r   r>  r  s       r=   test_complexzTestCorrCoef.test_complex`	  sa    HHi./qkhhT
S"I./S!rvvc{c)*+r?   c                     t        j                  g dg      }t        j                  g dg      }t        t        j                  ||      t        j                  ddgddgg             y r  )r7   r   r,   r   rf   r   r  s      r=   test_xyzTestCorrCoef.test_xyg	  sM    HHi[!HHl^$Aq)288b$Z#r4K+LMr?   c           	         t        j                  d      5  t        j                  dt               t	        t        t        j                  g             t        j                         t	        t        t        j                  g       j                  dd            t        j                  g       j                  dd             t	        t        t        j                  g       j                  dd            t        j                  t        j                  t        j                  gt        j                  t        j                  gg             d d d        y # 1 sw Y   y xY wNTrecordr  r   rN   )
r  catch_warningsr  RuntimeWarningr(   r   r7   r   re  ry   r   s    r=   
test_emptyzTestCorrCoef.test_emptyl	  s    $$D1 	O!!(N;x5rvv>x(<(<Q(BC!xx|33Aq9;x(<(<Q(BC!xx"&&"&&)9BFFBFF;K(LMO	O 	O 	O   D5EEc                 2   ddgddgg}t        j                  d      5  t        |      }d d d        t        t        j                  ddgddgg             t        t        j                  t        j                  |      dk               y # 1 sw Y   cxY w)Ng0.++g}Ô%ITraise)r   r   r  )r7   errstater   r*   r   r&   r   ra  )rf   r   r   s      r=   test_extremezTestCorrCoef.test_extremeu	  s|    e_ufo.[[W% 	A	!!RXXCy3).D%EFrvvayC'()	 	s   BB	test_typec                 v    | j                   j                  |      }t        ||      }||j                  k(  sJ y Nr   )r  r  r   r   )rf   r  cast_Ar>  s       r=   test_corrcoef_dtypez TestCorrCoef.test_corrcoef_dtype|	  s2    y)vY/CII%%%r?   N)r   r   r   r7   r   r  r  rv  rw  r  r  r  r  r  r  r  r  r  rD  rE  halfsingledouble
longdoubler  r   r?   r=   rr  rr  (	  s    	-	-	,	.	/A 		,	-	,	.	/A 288	%	$	&	()D 288	I	I	K	M	J	J	LMD5-
ME,N
O* [[[277BIIryy"--*XY& Z&r?   rr  c                      e Zd Z ej                  ddgddgddgg      j
                  Z ej                  ddgddgg      Z ej                  g dd      Z ej                  g d      Z	 ej                  d	gdgdgdgdgd
gg      j
                  Z
 ej                  ddgddgg      Z ej                  dej                        Z ej                  g d      Z ej                  ddgddgg      Z ej                  d      Z ej                  g d      Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zej<                  j?                  dej@                  ejB                  ejD                  ejF                  g      d        Z$d Z%y )!TestCovr   rN   rP   r   r  )r   r   r   )ndmin)rP   rL   rP   r   r   皙?gٿrX   r   )r   r   r   gUUUUUU?gUUUUUU)g&S:?go_?g#~j?gZӼ?gQ|?c                 V    t        t        | j                        | j                         y r6   )r,   r   x1rv  r   s    r=   rl   zTestCov.test_basic	  s    DGGdii0r?   c                     t        j                  g dg dg      }t        j                  ddgddgg      }t        t        |      |       t        t        |t        j                  d            |       y )Nr   r  r   r  rc  rX   aweights)r7   r   r,   r   rd   )rf   r   r>  s      r=   r  zTestCov.test_complex	  sW    HHi./hhT
S"I./A$A
3S9r?   c                     t        j                  g dg      }t        j                  g dg      }t        t        ||      t        j                  ddgddgg             y r  )r7   r   r,   r   r  s      r=   r  zTestCov.test_xy	  sH    HHi[!HHl^$Aq	288b$Z#r,C#DEr?   c           	         t        j                  d      5  t        j                  dt               t	        t        t        j                  g             t        j                         t	        t        t        j                  g       j                  dd            t        j                  g       j                  dd             t	        t        t        j                  g       j                  dd            t        j                  t        j                  t        j                  gt        j                  t        j                  gg             d d d        y # 1 sw Y   y xY wr  )
r  r  r  r  r(   r   r7   r   re  ry   r   s    r=   r  zTestCov.test_empty	  s    $$D1 	O!!(N;s288B<0"&&9s288B<#7#71#=>!xx|33Aq9;s288B<#7#71#=>!xx"&&"&&)9BFFBFF;K(LMO	O 	O 	Or  c           	      v   t        j                  d      5  t        j                  dt               t	        t        | j                  d      t        j                  t        j                  t        j                   gt        j                   t        j                  gg             d d d        y # 1 sw Y   y xY w)NTr  r  rY   r  )
r  r  r  r  r(   r   r  r7   r   rm  r   s    r=   test_wrong_ddofzTestCov.test_wrong_ddof	  s~    $$D1 	>!!(N;s4773!xx"&&266'):+-66'266):)<  =>	> 	> 	>s   BB//B8c                    t        t        | j                        t        | j                  d             t        j                  g d      }t        t        | j                  |      t        | j                  |d             y )NF)rowvar)g+?g4@?g&S?go_?gJ4?)r,   r   x3r7   r   rf   r  s     r=   test_1D_rowvarzTestCov.test_1D_rowvar	  sO    DGGc$''%&@AHH=>DGGQTWWa)FGr?   c                     t        t        | j                  d      t        j                  | j                  d             y )NrP   r  )r,   r   r  r7   varr   s    r=   test_1D_variancezTestCov.test_1D_variance	  s&    DGG!,bffTWW1.EFr?   c                 ^   t        t        | j                  | j                        t        | j                               t        t        | j
                  | j                        | j                         t        t        | j
                  | j                        | j                         | j                  dz   }t        t        t        | j
                  |       t        j                  dt        j                        }t        t        t        | j
                  |       t        j                  dt        j                        }t        t        t        | j
                  |       dt        j                  dt        j                        z  }t        t        t        | j
                  |       y )N)fweightsr  rN   rX   r   rN   r_   rX   )r,   r   r]  frequencies
x2_repeatsr  rw  unit_frequenciesrv  r+   r  r7   rd   ro  RuntimeErrorrc   )rf   nonintrn  s      r=   test_fweightszTestCov.test_fweights	  s   DGGd.>.>?DOO,	.DGGd.>.>?			#DGGd.C.CD			#!!C'idgg?GGF"''*lC1=GGARWW%lC1="''**j#tww;r?   c                    t        t        | j                  | j                        | j                         t        t        | j                  d| j                  z        t        | j                  | j                               t        t        | j                  | j
                        | j                         t        j                  d      }t        t        t        | j                  |       t        j                  d      }t        t        t        | j                  |       dt        j                  d      z  }t        t        t        | j                  |       y )Nr  r   r  rN   r  rX   )r,   r   r  r   rx  unit_weightsrv  r7   rd   r+   r  rc   r`  s     r=   test_aweightszTestCov.test_aweights	  s    DGGdll;TYYGDGGcDLL.@ADGGdll;	=DGGd.?.?@$))LGGFOlC1=GGAJlC1=2771:j#tww;r?   c                 F   t        t        | j                  | j                  | j                        t        | j
                               t        t        | j                  | j                  | j                        | j                         t        t        | j                  | j                  | j                        | j                         t        t        | j                  | j                  | j                        | j                         t        t        | j                  | j                  d| j                  z        t        | j                  | j                               t        t        | j                  | j                  | j                        | j                         y )N)r  r  r   r  )r,   r   r]  r  r  r  r  rw  r  rv  r   rx  r   s    r=   test_unit_fweights_and_aweightsz'TestCov.test_unit_fweights_and_aweights	  s+   DGGd.>.>%)%6%68DOO,	. 	DGGd.>.>%)%6%68			# 	DGGd.C.C%)%6%68			# 	DGGd.C.C%)\\3			# 	DGGd.C.C%(4<<%79DGGdll;	= 	DGGd.C.C%)%6%68			#r?   r  c                 v    | j                   j                  |      }t        ||      }||j                  k(  sJ y r  )r  r  r   r   )rf   r  cast_x1r>  s       r=   test_cov_dtypezTestCov.test_cov_dtype	  s2    ''..+'+CII%%%r?   c                     t        j                  d      }t        j                  |dd      }t        j                  |j                  dd      }t	        ||d       y )Nr=  r   T)r  r  F)strict)r7   rd   r   r"  r,   r  s       r=   test_gh_27658zTestCov.test_gh_27658	  sC    GGFO66!!D1!E26r?   N)&r   r   r   r7   r   r"  r  rv  r]  r  r  rw  rd   ro  r  r   rx  r  r  rl   r  r  r  r  r  r  r  r  r  r  rD  rE  r  r  r  r  r  r  r   r?   r=   r  r  	  s   	Aq6Aq6Aq6*	+	-	-B288b#Yb	*+D	/	+B"((9%KC53%#useDEGGJ288c4[4+./Drwwq0bhh'G288gx(8W*=>?D2771:L	:	;B1:F
O>H
G< 
<#( [[[277BIIryy"--*XY& Z&
7r?   r  c                       e Zd Zd Zd Zd Zy)Test_I0c                 |   t        t        d      t        j                  d             t        j                  g d      }t        j                  g d      }t        t        |      |       t        t        |       |       t        j                  ddgddgd	d
gddgddgg      }t        t        |      t        j                  ddgddgddgddgddgg             t        j                  dg      }t	        |j
                  d       t        t        j                  dg      t        j                  dg             y )Nr  gǒ#?)gC7?gmM?g3a,?g$WV?ۏ?r  )gֿN^?gE ?g閡1?g%m? ?gDn@g>@v?guͥ?gVX˳?gua&?gB-sJ?g-^?g_V?gX.?gVaX?gj?gp?g~-@?gD/b?gݦ?g,Y1ؔ?g[!?gQL?gWsU+?g@?gfxw?r   r_  r   )r)   r   r7   r   r'   rC   r(   )rf   r  r  r  i0_0s        r=   r  zTest_I0.test_simple	  s   sGHH'(	*
 HHIJ88[\BqE8,BrFH-HHx,!:.!:.!:.!:.	0 1
 	qEHHz:.!:.!:.!:.!:.	0 1	2 uubT{TZZ&255";"7r?   c                 
   t        j                  d       G fdd      }t        t        j                   |             |      sJ t        j                        }t        j                   |             }t        ||       y )NrL   c                   .    e Zd ZW  j                  Zd Zy)*Test_I0.test_non_array.<locals>.array_likec                     | S r6   r   )rf   r   contextreturn_scalars       r=   __array_wrap__z9Test_I0.test_non_array.<locals>.array_like.__array_wrap__
  s    r?   N)r   r   r   __array_interface__r  r  s   r=   
array_liker  
  s    "#"7"7r?   r  )r7   r8   r  ra  r   r(   )rf   r  r  r>  rg   s       @r=   r  zTest_I0.test_non_array
  s^    IIaL	 	 "&&.
;;;eeAheeJL!3$r?   c                     t        j                  ddg      }t        j                  t        d      5  t        |      }d d d        y # 1 sw Y   y xY w)Nr   y      ?       @z#i0 not supported for complex valuesr  )r7   r   r  r  r  r   r  s      r=   r  zTest_I0.test_complex!
  sA    HHa[!]]9,QR 	Q%C	 	 	s   AAN)r   r   r   r  r  r  r   r?   r=   r  r  	  s    88% r?   r  c                       e Zd Zd Zd Zy)
TestKaiserc                    t        t        j                  t        dd                   t	        t        dd      t        j
                  g              t	        t        dd      t        j
                  ddg             t	        t        dd      t        j
                  g d             t	        t        dd      t        j
                  g d	             y )
NrP   r   r   rN    oF?rY   )r  vT=?r   r  r  gg?)?YJ?r   r  r  )r&   r7   isfiniter   r)   r   r   s    r=   r  zTestKaiser.test_simple)
  s    F1cN+,F1cNHHRL	*F1cNHHj*%=>	@F1cNHH &> ?	@ 	F1g.HH &> ?	@r?   c                     t        dd       y )NrX   rL   )r   r   s    r=   test_int_betazTestKaiser.test_int_beta6
  s    q!r?   N)r   r   r   r  r  r   r?   r=   r  r  '
  s    @r?   r  c                   N    e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zd
 Zd Zy)TestMeshgridc           
          t        g dg d      \  }}t        |t        j                  g dg dg dg dg             t        |t        j                  g dg dg dg dg             y )Nr   rL   rY   rw   rx   r   )rY   rY   rY   )rw   rw   rw   )rx   rx   rx   r   r(   r7   r   rf   XYs      r=   r  zTestMeshgrid.test_simple<
  s^    )\2A1bhh	(1(1(1(3 4 	5 	1bhh	(1(1(1(3 4 	5r?   c                 d    t        g d      \  }t        |t        j                  g d             y )Nr  r  )rf   r  s     r=   test_single_inputzTestMeshgrid.test_single_inputG
  s!    |$1bhh|45r?   c                 V    g }t        g t        |        t        g t        |ddi       y )Nr   F)r(   r   r  s     r=   test_no_inputzTestMeshgrid.test_no_inputK
  s)    2x/2x:E:;r?   c           	      B   g d}g d}t        ||d      \  }}t        |t        j                  g dg dg dg             t        |t        j                  g dg dg dg             dd	g}t	        t        ||      d
   j
                  dk(         t	        t        ||d      d
   j
                  dk(         t	        t        |||      d
   j
                  dk(         t	        t        |||d      d
   j
                  dk(         t        t        t         ||d       y )Nr   r  ijindexingr   )rN   rN   rN   rN   )rX   rX   rX   rX   rv   rI  r   r^  rX   rL   )rL   rX   rN   )rX   rL   rN   notvalid)r   r(   r7   r   r&   rC   r+   rc   )rf   r   r  r  r  r  s         r=   test_indexingzTestMeshgrid.test_indexingP
  s   !Q.A1bhh(4(4(6 7 	8 	1bhh(4(4(6 7 	8
 FAq!''612A-a066&@AAq!!$**i78Aq40399YFGj(Aq:Fr?   c           	          t        g dg dd      \  }}t        |t        j                  g dg             t        |t        j                  dgdgdgdgg             y )	Nr   r  TsparserL   rY   rw   rx   r  r  s      r=   test_sparsezTestMeshgrid.test_sparsed
  sM    )\$?A1bhh	{341bhhaS1#s';<=r?   c                 <    t        t        t        g dg dd       y )Nr   r  r   )r  )r+   r  r   r   s    r=   test_invalid_argumentsz#TestMeshgrid.test_invalid_argumentsi
  s     	it	=r?   c                    t        j                  ddt         j                        }t        j                  ddt         j                        }t        j                  ||      \  }}t        |j                  |j                  k(         t        |j                  |j                  k(         t        j                  ||d      \  }}t        |j                  |j                  k(         t        |j                  |j                  k(         t        j                  ||d      \  }}t        |j                  |j                  k(         t        |j                  |j                  k(         y )Nr   r   r   r  T)r   r  )r7   r8   r  r  r   r&   r   )rf   r   r  r  r  s        r=   r  zTestMeshgrid.test_return_typep
  s     IIa2::.IIb"BJJ/{{1Q1177"#177"# {{1QT*1177"#177"# {{1Qt,1177"#177"#r?   c                     t        j                  ddg      }t        j                  ddg      }t        j                  ||dd      \  }}d|dd d f<   t        |dd d f   d       t        |d	d d f   |       y )
Nr  r  gffffff
@g@FT)r  r   r   rP   )r7   r   r   r'   )rf   r  r  r   r  s        r=   test_writebackzTestMeshgrid.test_writeback
  so    HHc3Z HHc3Z {{1aD91!Q$Qq!tWa Qq!tWa r?   c                 6   t        j                  d t        dd      D         \  }}}}}d}t        |j                  |       t        |j                  |       t        |j                  |       t        |j                  |       t        |j                  |       y )Nc              3   (   K   | ]
  }d g|z    yw)r   Nr   )r  r   s     r=   r  z-TestMeshgrid.test_nd_shape.<locals>.<genexpr>
  s     %C!qcAg%Cs   rP   rw   )rN   rP   rX   rL   rY   )r7   r   re   r'   rC   )rf   rg   r   r   rh  r}  expected_shapes          r=   test_nd_shapezTestMeshgrid.test_nd_shape
  sq    %CuQ{%CD1aA(QWWn-QWWn-QWWn-QWWn-QWWn-r?   c                     t        j                  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       y )Nr   rP   rN   rW   r   r   rM   r7   r   r'   r   s       r=   test_nd_valueszTestMeshgrid.test_nd_values
  sY    ++qcAq6951aQ)yk23Q)yk23Q)yk23r?   c                     t        j                  dgddgg dd      \  }}}t        |g dg dgg       t        |g dg d	gg       t        |g dg dgg       y )
Nr   rP   rN   rW   r   r  r   r   rM   r  r   s       r=   test_nd_indexingzTestMeshgrid.test_nd_indexing
  sX    ++qcAq69tD1aQ)Y/01Q)Y/01Q)Y/01r?   N)r   r   r   r  r  r  r  r	  r  r  r  r  r  r  r   r?   r=   r  r  :
  s:    	56<
G(>
=$0!.42r?   r  c                   B    e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zy
)TestPiecewisec           	      v   t        ddgddgdg      }t        |ddg       t        ddgddggdg      }t        |ddg       t        ddgt        j                  ddg      dg      }t        |ddg       t        ddgt        j                  ddg      dg      }t        |ddg       t        ddgt        j                  ddg      gdg      }t        |ddg       t        ddgddggd g      }t        |ddg       t	        t
        dt         ddgddggg        t	        t
        dt         ddgddggg d       y )	Nr   TFrP   c                      yr  r   r  s    r=   r  z+TestPiecewise.test_simple.<locals>.<lambda>
  s    r?   r_   z1 or 2 functions are expectedr   )r   r(   r7   r   r.   rc   r  s     r=   r  zTestPiecewise.test_simple
  sP   q!ftUmaS11q!f% q!fe}os31q!f% q!fbhhe}5s;1q!f% q!fbhh1v.41q!f% q!frxxA/01#61q!f%q!ft}o}=1q"g&J(G1v	4J(G1v		;r?   c                 N    t        ddgddgddggddg      }t        |ddg       y )NrP   rN   TFrX   rL   r   r(   r  s     r=   test_two_conditionsz!TestPiecewise.test_two_conditions
  s3    q!fe}udm<q!fE1q!f%r?   c                 >    t        dg dg d      }t        |d       y )NrX   )TFF)rL   rN   r   rL   )r   r'   r  s     r=   $test_scalar_domains_three_conditionsz2TestPiecewise.test_scalar_domains_three_conditions
  s    a-y9Qr?   c                     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       y )NrP   rN   TFr   rX   r  r  s     r=   test_defaultzTestPiecewise.test_default
  sR    q!ftUmaS11q!f% q!ftUmaV41q!f%r?   c                 J   t        j                  d      }t        ||dkD  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       y )
NrX   rL   r   rY   TFrP   rK  r   )r7   r   r   r&   r   r(   r  s      r=   r  zTestPiecewise.test_0d
  s    HHQKaQA'!Qa$A/!Q a-y91a r?   c           	      2   d}t        ||dk  |dkD  gddg      }t        |d       d}t        ||dk  |dkD  |dk  z  |dkD  gg d      }t        |d       t        t        dt         ||dk  |dkD  gdg       t        t        dt         ||dk  |dkD  gg d	       y )
NrX   rL   r   rY   r   rN   z2 or 3 functions are expectedrP   r   )r   r'   r(   r.   rc   r  s      r=   test_0d_comparisonz TestPiecewise.test_0d_comparison
  s    a!q&!a%1a&1Q a!q&1q5Q!V"4a!e<iH1a J(Gq161q5/A3	0J(Gq161q5/<	9r?   c                     t        j                  d      }t        j                  |dkD        }t        ||gddg      }t        |d       y )NrX   rP   rN   )r7   r   r   r'   )rf   r   r   r  s       r=   test_0d_0d_conditionz"TestPiecewise.test_0d_0d_condition
  s>    HHQKHHQUOa!q!f%Qr?   c                     t        j                  g dg dg      }t        ||dk  |dk\  gg d      }t        |t        j                  g dg dg             y )N)g      g      rj  )r  rK  ri  r   rN   ry  )r  r  r  )r   r   r   )r7   r   r   r(   r  s      r=   test_multidimensional_extrafuncz-TestPiecewise.test_multidimensional_extrafunc
  sT    HH(%' (a!a%a*51bhh(4(6 7 	8r?   c                      G d dt         j                        }t        j                  d      j                  |      }t	        ||dk  |dk\  gg d      }t        t        |      |       t        |g d       y )Nc                       e Zd Zy)/TestPiecewise.test_subclasses.<locals>.subclassNr-  r   r?   r=   r.  r,    r/  r?   r.  r   r   rL   )r  r   r   )r  r  r   r   r   )r7   r0  r8   r1  r   r'   r2  )rf   r.  r   r  s       r=   r3  zTestPiecewise.test_subclasses  s]    	rzz 	IIbMx(a!B$1}5T!Wh'Q./r?   N)r   r   r   r  r  r   r"  r  r%  r'  r)  r3  r   r?   r=   r  r  
  s/    ;:&&!980r?   r  c                   &   e Zd Zd Zd Zd Zd Zd Zd Zd Z	d Z
d	 Zej                  j                  d
ddg      d        Zd Zej                  j#                  e d      d        Zej                  j                  dddggdg      d        Zy)TestBincountc                     t        j                  t        j                  d            }t        |t        j                  d             y )NrL   )r7   bincountr8   r(   rd   r  s     r=   r  zTestBincount.test_simple  s*    KK		!%1bggaj)r?   c                     t        j                  t        j                  g d            }t        |t        j                  g d             y )N)rP   rY   rN   rL   rP   )r   rN   rP   r   rP   rP   )r7   r0  r   r(   r  s     r=   test_simple2zTestBincount.test_simple2  s-    KK121bhh'9:;r?   c                     t        j                  d      }t        j                  g d      }t        j                  ||      }t	        ||       y )NrL   )皙?333333?r  r  )r7   r8   r   r0  r(   rf   r   r  r  s       r=   test_simple_weightzTestBincount.test_simple_weight  s8    IIaLHH)*KK11a r?   c                     t        j                  g d      }t        j                  g d      }t        j                  ||      }t        |t        j                  g d             y )NrP   rN   rL   rY   rN   r4  r5  r  r  r4  )r   r4  r  r   r  r  r7   r   r0  r(   r6  s       r=   test_simple_weight2z TestBincount.test_simple_weight2  sC    HH_%HH./KK11bhh'ABCr?   c                    t        j                  g d      }t        j                  |d      }t        |t        j                  g d             g }t        j                  |d      }t        |t        j                  g              y )N)r   rP   r   rP   rP   rX   	minlength)rN   rX   r   r   r;  r  s      r=   test_with_minlengthz TestBincount.test_with_minlength"  sZ    HH_%KKQ'1bhhy12KKQ'1bhhrl+r?   c                    t        j                  g d      }t        j                  |d      }t        |t        j                  g d             t        j                  |d      }t        |t        j                  g d             y )N)r   rP   rP   rN   rN   rX   rX   rN   r>  )rP   rN   rN   rN   r   r;  r  s      r=   )test_with_minlength_smaller_than_maxvaluez6TestBincount.test_with_minlength_smaller_than_maxvalue*  sW    HH*+KKQ'1bhh|45KKQ'1bhh|45r?   c                     t        j                  g d      }t        j                  g d      }t        j                  ||d      }t        |t        j                  g d             y )Nr9  r:  rv   )r   r4  r  r   r  r  r   r   r;  r6  s       r=   test_with_minlength_and_weightsz,TestBincount.test_with_minlength_and_weights1  sE    HH_%HH./KK1a 1bhh'GHIr?   c                 |    t        j                  g t              }t        j                  |      }t	        ||       y r  )r7   r   r  r0  r(   r  s      r=   r  zTestBincount.test_empty7  s)    HHRs#KKN1a r?   c                     t        j                  g t              }t        j                  |d      }t	        |t        j
                  dt                     y )Nr   rY   r>  )r7   r   r  r0  r(   rA   r  s      r=   test_empty_with_minlengthz&TestBincount.test_empty_with_minlength<  s7    HHRs#KKQ'1bhhq45r?   r?  r   rX   c                 x    t        t        j                  g |      t        j                  |t                     y )Nr>  r   )r(   r7   r0  rA   r  )rf   r?  s     r=   test_empty_listzTestBincount.test_empty_listA  s%    2;;rY?88IS9	;r?   c                    t        j                  g t              t        t        dfd       t        t
        dfd       t        j                  d      t        t        dfd       t        t
        dfd       y )	Nr   z"'str' object cannot be interpretedc                  2    t        j                   d      S Nfoobarr>  r7   r0  r  s   r=   r  z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>J      BKKX$F r?   zmust not be negativec                  2    t        j                   d      S Nr_   r>  rN  r  s   r=   r  z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>M      BKKR$@ r?   rY   c                  2    t        j                   d      S rL  rN  r  s   r=   r  z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>R  rO  r?   c                  2    t        j                   d      S rQ  rN  r  s   r=   r  z<TestBincount.test_with_incorrect_minlength.<locals>.<lambda>U  rR  r?   )r7   r   r  r.   r  rc   r8   r  s    @r=   test_with_incorrect_minlengthz*TestBincount.test_with_incorrect_minlengthF  sj    HHRs#I@F	H 	J2@	B IIaLI@F	H 	J2@	Br?   r  r  c                 ~   t        j                  t        j                  t        j                              }t        j                  t        j                  t        j
                              }t        d      D ]  }t        j                  g d        t        t        j                  t        j                  t        j                              |       t        t        j                  t        j                  t        j
                              |       t        d      D ]  }t        j                  g dg d        t        t        j                  t        j                  t        j                              |       t        t        j                  t        j                  t        j
                              |       y )Nr   r   r   )	r  r  r7   r   intpr  re   r0  r'   )rf   intp_refcountdouble_refcountjs       r=   test_dtype_reference_leaksz'TestBincount.test_dtype_reference_leaksW  s     (9://"((299*=>r 	#AKK	"	#S__RXXbgg%67GS__RXXbii%89?Kr 	.AKK	9-	.S__RXXbgg%67GS__RXXbii%89?Kr?   valsrN   c                    t        j                  |      }t        t              5  t        j                  |       d d d        t        t              5  t        j                  |       d d d        y # 1 sw Y   7xY w# 1 sw Y   y xY wr6   )r7   asarrayr+   rc   r0  )rf   r\  vals_arrs      r=   test_error_not_1dzTestBincount.test_error_not_1dg  si     ::d#:& 	"KK!	":& 	KK	 		" 	"	 	s   A1A=1A:=BN)r   r   r   r  r2  r7  r<  r@  rB  rD  r  rG  r  rD  rE  rI  rU  r  r0   r[  r`  r   r?   r=   r.  r.    s    *<!D,6J!
6
 [[[1a&1; 2;B" [[L(1IJL KL [[V1vh]3 4r?   r.  c                       e Zd Zd Zd Zd Zd Zd Z ej                  d d d d	 gg d
      d        Z
d Zd Zd Zd Zd Zd Zd Zd Zd Zy)
TestInterpc                 
   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       t        t        t        dg g d       t        t        t        ddgddgd       y )Nr   rP   rN   r$  h  )r+   rc   r   r   s    r=   test_exceptionszTestInterp.test_exceptionss  sl    j&!R4j&!aS1a&9j&!aVaVAFj&!RC@j&!aS1a&Er?   c                     t        j                  ddd      }t        j                  ddd      }t        j                  ddd      }t        t        j                  |||      |       y )Nr   rP   rY   rn   )r7   r`  r)   r   rf   r   r  x0s       r=   rl   zTestInterp.test_basicz  sO    KK1a KK1a [[Ar"BIIb!Q/4r?   c                    t        dd      D ]  }t        j                  |t        j                        }t        j                  |t        j                        }t        j
                  dd|dz
  |gt        j                        }|d d d   }t        |||      }t        |||      }t        j
                  g dt              }|d d d   }	t        ||       t        ||	       t        |||d      }t        |||d      }t        j
                  g dt              }|d d d   }	t        ||       t        ||	       t        |||d	
      }t        |||d	
      }t        j
                  g dt              }|d d d   }	t        ||       t        ||	       t        |||dd	      }t        |||dd	      }t        j
                  g dt              }|d d d   }	t        ||       t        ||	        y )NrP   r   r   r_   r   r   left)r   rP   rP   rP   rN   right)rP   rP   rP   rN   )rk  rm  )r   rP   rP   rN   )	re   r7   r8   r  rd   r   r   r  r'   )
rf   sizexpypincptsdecptsincresdecresinctgtdectgts
             r=   test_right_left_behaviorz#TestInterp.test_right_left_behavior  s    !RL  	)D4ryy1BRYY/BXXr1dQh5RYYGFDbD\FFB+FFB+FXXl%8FDbD\F((FB3FFB3FXXl%8FDbD\F((FB!4FFB!4FXXl%8FDbD\F((FB!<FFB!<FXXl%8FDbD\F((A 	)r?   c                 &   t        j                  ddd      }t        j                  ddd      }d}t        t        j                  |||      |       d}t        t        j                  |||      |       t        j                  d      }t        t        j                  |||      |       t        j
                  d      }t        t        j                  |||      |       t         j                  }t        t        j                  |||      |       y )Nr   rP   rY   r5  )r7   r`  r)   r   r  r  re  rg  s       r=   test_scalar_interpolation_pointz*TestInterp.test_scalar_interpolation_point  s    KK1a KK1a BIIb!Q/4BIIb!Q/4ZZ^BIIb!Q/4ZZ^BIIb!Q/4VVBIIb!Q/4r?   c                 l   g d}g d}ddt         j                  dg}t        t        j                  |||      ddt         j                  t         j                  dg       ddt         j                  dg}t        t        j                  |||      ddt         j                  t         j                  dg       y )NrP   rN   ri  rX   rL   r  rP   rN   rL   )r7   rm  r)   r   re  )rf   r   ro  fps       r=    test_non_finite_behavior_exact_xz+TestInterp.test_non_finite_behavior_exact_x  s    BFFABIIaR01a2KLBFFABIIaR01a2KLr?   c                 ,    t        j                  |       S r6   )r7   r  r  s    r=   r  zTestInterp.<lambda>  s    "**Q- r?   c                     t        | d      S rn  rH   r  s    r=   r  zTestInterp.<lambda>      -1% r?   c                     t        d|       S rn  r  r  s    r=   r  zTestInterp.<lambda>  r  r?   c                 B    t        | t        j                  | d            S )NrV   )rH   r7   multiplyr  s    r=   r  zTestInterp.<lambda>  s    -2;;q"#56 r?   )rE   zcomplex-realzcomplex-imagzcomplex-both)paramsidsc                     |j                   S )z( scale function used by the below tests )param)rf   requests     r=   sczTestInterp.sc  s     }}r?   c           
      l   t        t        j                  dt        j                  dg |ddg             |t        j                               t        t        j                  ddt        j                  g |ddg             |t        j                               t        t        j                  dddg |t        j                  dg             |t        j                               t        t        j                  dddg |dt        j                  g             |t        j                               y)z test that nans are propagated r  rP   r   r   N)r'   r7   r   re  rf   r  s     r=   test_non_finite_any_nanz"TestInterp.test_non_finite_any_nan  s    RYYsRVV!$4bqb9I6JKRPRPVPVZXRYYs!RVV$4bqb9I6JKRPRPVPVZXRYYs!!$4b"&&b9I6JKRPRPVPVZXRYYs!!$4bq"&&9I6JKRPRPVPVZXr?   c           
         t        t        j                  dt        j                   t        j                  g |ddg             |t        j                               t        t        j                  dddg |t        j                   t        j                  g             |t        j                               t        t        j                  dddg |t        j                  t        j                   g             |t        j                               t        t        j                  dt        j                   t        j                  g |ddg             |d             y)z2 Test that interp between opposite infs gives nan r  r   r   rP   Nr'   r7   r   rm  re  r  s     r=   test_non_finite_infzTestInterp.test_non_finite_inf  s    RYYsbffWrvvg$6!";M8NOQSTVTZTZQ[\RYYs1A$6RVVGbffW;M8NOQSTVTZTZQ[\RYYs1A$6RVVGbffW;M8NOQSTVTZTZQ[\ 	RYYsbffWrvvg$6";M8NOQSTVQWXr?   c           
         t        t        j                  dt        j                   dg |t        j                   dg             |t        j                               t        t        j                  dt        j                   dg |t        j                  dg             |t        j                               t        t        j                  dt        j                   dg |dt        j                   g             |t        j                               t        t        j                  dt        j                   dg |dt        j                  g             |t        j                               t        t        j                  ddt        j                  g |t        j                   dg             |t        j                               t        t        j                  ddt        j                  g |t        j                  dg             |t        j                               t        t        j                  ddt        j                  g |dt        j                   g             |t        j                               t        t        j                  ddt        j                  g |dt        j                  g             |t        j                               y)z@ Test that interp where both axes have a bound at inf gives nan r  rP   r   r   Nr  r  s     r=   test_non_finite_half_inf_xfz&TestInterp.test_non_finite_half_inf_xf  s   RYYsbffWA$6RVVG";M8NOQSTVTZTZQ[\RYYsbffWA$6RVVG";M8NOQSTVTZTZQ[\RYYsbffWA$6!bffW;M8NOQSTVTZTZQ[\RYYsbffWA$6!bffW;M8NOQSTVTZTZQ[\RYYs1rvvg$6RVVG";M8NOQSTVTZTZQ[\RYYs1rvvg$6RVVG";M8NOQSTVTZTZQ[\RYYs1rvvg$6!bffW;M8NOQSTVTZTZQ[\RYYs1rvvg$6!bffW;M8NOQSTVTZTZQ[\r?   c           
      @   t        t        j                  dt        j                   t        j                   g |ddg             |d             t        t        j                  dt        j                   dg |ddg             |d             t        t        j                  ddt        j                  g |ddg             |d             t        t        j                  dt        j                  t        j                  g |ddg             |d             y)z1 Test interp where the x axis has a bound at inf r  r   r   rP   Nr'   r7   r   rm  r  s     r=   test_non_finite_half_inf_xz%TestInterp.test_non_finite_half_inf_x  s    RYYsbffWrvvg$6Ar7DbfMRYYsbffWa$6Ar7DbfMRYYs1rvvg$6Ar7DbeLRYYsbffWrvvg$6Ar7DbeLr?   c           
         t        t        j                  dddg |dt        j                   g             |t        j                                t        t        j                  dddg |dt        j                  g             |t        j                               t        t        j                  dddg |t        j                   dg             |t        j                                t        t        j                  dddg |t        j                  dg             |t        j                               t        t        j                  dddg |t        j                   t        j                   g             |t        j                                t        t        j                  dddg |t        j                  t        j                  g             |t        j                               y)z1 Test interp where the f axis has a bound at inf r  r   rP   r   Nr  r  s     r=   test_non_finite_half_inf_fz%TestInterp.test_non_finite_half_inf_f  sL   RYYsQFBa"&&/A,BCR[QRYYsQFBa"&&/A,BCR[QRYYsQFBb/A,BCR[QRYYsQFBb/A,BCR[QRYYsQFB"&&/A,BCR[QRYYsQFB"&&/A,BCR[Qr?   c                    t        j                  ddd      }t        j                  ddd      dt        j                  ddd      z   dz  z   }d}|d|z   dz  z   }t        t        j                  |||      |       d}d}t        t        j                  ||||      |       d	}d}t        t        j                  ||||
      |       g d}g d}ddt         j                  dg}ddt         j                  dz   t         j                  dg}t        t        j                  |||      |       g d}g d}g d}g d}t        t        j                  |||d      |       y )Nr   rP   rY   rc  r5  r_          @      @rj  r   rl  r{  r         @      ?rL   y              ?iLiViG   rO  r  r   im     iBi^  i)      @      ?y      $@       @      @      @y      @      @)y      @      ?r  y     !@      ?y      @      ?r  y      
@      
@y      @      @y      @      @rd  r$  )r7   r`  r)   r   rm  )	rf   r   r  rh  y0rk  rm  ro  r|  s	            r=   test_complex_interpzTestInterp.test_complex_interp  s4   KK1a KK1a AAq!(<$<d#BB1R4+BIIb!Q/4BIIb!QT:DABIIb!Qe<eDrvvq!bffTk2661-BIIaR0!44#(#BIIaR<a@r?   c                    t        j                  ddd      }t        j                  ddd      }t        j                  d      }t        t        j                  |||      |       t        j                  g d      }t        j                  g d      }t        j                  t        j                  d      ||      }t        |d       t        t        |t         j                               t        j                  t        j                  d      ||d	      }t        |d
       t        t        |t         j                               y )Nr   rP   rY   r5  r  )rP   r_   rP   r=  rL   r$  r  )	r7   r`  r   r)   r   r'   r&   r  r  )rf   r   r  rh  ro  r|  r  s          r=   )test_zero_dimensional_interpolation_pointz4TestInterp.test_zero_dimensional_interpolation_point  s    KK1a KK1a XXb\BIIb!Q/4XXi XXj!288A;B/VQ
62::./288C="b;VS!
62::./r?   c                     t        j                  ddd      }t        j                  |      }t        t        j                  t         j
                  ||      d       y )Nr   r   g-C6?r   )r7   r8   sinr)   r   r  )rf   ro  r|  s      r=   test_if_len_x_is_smallz!TestInterp.test_if_len_x_is_small#  s<    YYq"f%VVBZBIIbeeR4c:r?   c                 L   g d}g d}g d}g d}t        t        j                  |||d      |       t        j                  |d      j	                  d	d
      }t        j                  |d      j	                  d	d
      }t        t        j                  |||d      |       y )Nr  r  )rY   r   rX   rL   )g      @r        !@g      @r   g      
@      @g      @rd  r$  r   r   rN   r_   rU  )r)   r7   r   r   ry   )rf   r   ro  r|  r  s        r=   r4  zTestInterp.test_period(  s    4#6BIIaR<a@HHQc"**1b1HHQc"**1b1BIIaR<a@r?   N)r   r   r   re  rl   rw  ry  r}  r  fixturer  r  r  r  r  r  r  r  r  r4  r   r?   r=   rb  rb  q  s    F5$)L5M V^^%%6	


YY	]MRA80";
Ar?   rb  c                   N   e Zd Zd Zd Zd Zd Zd Zej                  j                  dej                  d         d        Zej                  d	   D  cg c]  }|t        j                  f c}}} ej                  ej                  fej                   ej                   fej                  ej                  fej"                  ej"                  f ej$                  d
      ej                  fgz   Zej                  j                  ddgej(                  dfej*                  dfg      ej                  j                  ddge      ej                  j                  g dg d      d                      Zej                  d	   ej                  d   z   d
z   Zej                  j                  de      d        Zej                  j                  de      d        Zej                  j                  de      d        Zd Zd Zd Zd Zd Zd Z ej                  j                  dej*                  df e!ej*                  d       d!fg      d"        Z"d# Z#d$ Z$d% Z%d& Z&d' Z'd( Z(d) Z)ej                  j                  d*d+d,d+gg      ej                  j                  d-g d./      d0               Z*d1 Z+ej                  j                  d2g d3      d4        Z,d5 Z-d6 Z.ej                  j                  dd7d8g      ej                  j                  d9g d:      d;               Z/y<c c}}} w )=TestPercentilec           
         t        j                  d      dz  }t        t        j                  |d      d       t        t        j                  |d      d       t        t        j                  |d      d       t         j                  |d	<   t        t        j                  |d      t         j                         t        t        j                  |dd
      t         j                         t        t        j                  |dd      t         j                         t        t        j                  |ddt        j
                  |            t         j                         y )Nrv   r  r   r   rs  r  rn   r   rP   nearestmethodinverted_cdfr  r   )r7   r8   r'   
percentilere  rQ  r  s     r=   rl   zTestPercentile.test_basic5  s    IIaL3R]]1a("-R]]1c*C0R]]1b)40vv!R]]1a("&&1R]]1a	:BFFCR]]1a?HMM!Q~"$,,q/3FF	
r?   c           	         t        d      D cg c]  }t        |d       }}t        j                  |t        d            }t	        |t        d             t	        t        |      t               t        j                  |t        d            }t	        |t        dd             t	        t        |      t               t        j                  |t        d            }t	        |t        dd             t	        t        |      t               t        j                  |t        d      g      }t	        |t        j                  t        dd      g             t	        t        |      t        j                         y c c}w )Nrv   rN   r   rs  rx   rn   rL   )re   r   r7   r  r'   r2  r   r0  )rf   r   r   r@  s       r=   test_fractionzTestPercentile.test_fractionD  s    %*1X.Xa^..MM!Xa[)Q$T!Wh'MM!Xc]+QA'T!Wh'MM!Xb\*QA'T!Wh'MM!hrl^,Q(1a.!123T!Wbjj)! /s   E:c                     t        j                  d      }t        j                  |dd d d       t        j                  |dd d dd       t        j                  d      }t        j                  |dd |dd       y )NrY   Flinearr_  )r7   rd   r  )rf   rh  os      r=   test_apizTestPercentile.test_apiW  s\    GGAJ
aD$.
aD$x8GGDM
aD!UH5r?   c                 Z   t        j                  g dd      }t        t        t         j                  |d       t        j                  g dd      }t        t        t         j                  |d       t        j                  g dd      }t        t        t         j                  |d       y N)y      ?      @y @      ?y?ffffff@Gr   r  Dr   )r7   r   r+   r  r  rf   arr_cs     r=   r  zTestPercentile.test_complex^  sk    7sCis;7sCis;7sCis;r?   c                     t        j                  g dg dg dg dg dg      }t        t        j                  |dd      g d       y )Nr   )rL   rL   rX   rn   r   r   )r7   r   r(   r  r  s     r=   test_2DzTestPercentile.test_2Df  s<    HHi	! "
 	2==BQ7Cr?   r   r7  c                 L   t        j                  dt         j                  dddg|      }t        j                  |dd      }t         j                  j                  |t         j                         t         j                  j                  |j                  |j                         y )Nr       A@      D@      I@r   r  r  )r7   r^  re  r  testingr'   r   )rf   r   r   r>  s       r=   test_linear_nan_1Dz!TestPercentile.test_linear_nan_1Dn  sp     jj$dD9Gmm 	

RVV,


		3995r?   r6  r5  functionquantiler  r  input_dtypeexpected_dtype)r  weightedr  )
)r  Fr  )r  Tr  )averaged_inverted_cdfF     ;@)closest_observationFr  )interpolated_inverted_cdfFr  )hazenFr  )weibullF   )r  Fr  )median_unbiasedFr  )normal_unbiasedFg      ;@c                    t        j                  |      }t        j                  g d|      }|rt        j                  |      nd }	|t         j                  u r5|t         j
                  u r |d      }t         j                  j                  }
nt         j                  j                  }
 |||||	      } |
||j                  |             |dv r|dk(  rLt         j                  j                  t        j                  |      j                  t         j                         y t         j                  j                  t        j                  |      j                  t        j                  |             y t         j                  j                  t        j                  |      j                  t        j                  |             y )N)r  g      4@r  r  r  r   z0.4r  )r  r  r5  )r7   r   r^  rQ  r  r  r  r)   assert_array_almost_equal_nulpr2  r'   r  )rf   r  r  r  r  r  r  r  r   r   test_functionr  s               r=   test_linear_interpolationz(TestPercentile.test_linear_interpolation  s4   0 .1jj7{K'/",,s#T"--'2;;& 'u-JJ::MJJEEM#xHfn11(;<<<c!

''

6(:(@(@"**M

''

6(:(@(@(*(=? JJ##BJJv$6$<$<$&HH^$<>r?   c                     t        t        j                  t        j                  d|      dd      d       t        t        j                  t        j                  d|      dd      d       y )	Nr   r   rn   lowerr  rL   higherrY   r'   r7   r  r8   rf   r   s     r=   test_lower_higherz TestPercentile.test_lower_higher  sR    R]]299Ru#=r*1345	7R]]299Ru#=r*2456	8r?   c                    t        t        j                  t        j                  d|      dd      d       t        t        j                  t        j                  d|      dz   d	d      d
       t        t        j                  t        j                  d|      dd      d       t        t        j                  t        j                  d|      d	d      d
       y )Nr   r   3   midpointr  r=  rI  rP   rn   rY   r         @r  r  s     r=   test_midpointzTestPercentile.test_midpoint  s    R]]299Ru#=r*467:	<R]]299Qe#<q#@"*4678	:R]]299Ru#=r*467:	<R]]299Ru#=r*4678	:r?   c                     t        t        j                  t        j                  d|      dd      d       t        t        j                  t        j                  d|      dd      d       y )	Nr   r   r  r  r  rY   1   rL   r  r  s     r=   test_nearestzTestPercentile.test_nearest  sR    R]]299Ru#=r*3567	9R]]299Ru#=r*3567	9r?   c                 R   t         j                  j                  d      }t        j                  |d      }t         j                  j                  ||j                                t        j                  |d      }t         j                  j                  ||j                                y )NrY   rs  r   )r7   rb  r3   r  r  r'   r  r  )rf   r   r  s      r=   'test_linear_interpolation_extrapolationz6TestPercentile.test_linear_interpolation_extrapolation  sh    iinnQsC(


	2sA&


	2r?   c                 |    t        j                  d      dz  }t        t        j                  |g d      g d       y )Nrv   r  )r   rs  rn   )r   r  r   )r7   r8   r'   r  r  s     r=   test_sequencezTestPercentile.test_sequence  s)    IIaL3R]]1l3^Dr?   c                    t        j                  d      j                  dd      }t        t        j                  |d      g d       g dg dg dg}t        t        j                  |dd	
      |       g dg dg dg}t        t        j                  |dd
      t        j
                  |      j                         t        j                  d      j                  dddd      }t        t        j                  |d      j                  d       t        t        j                  |d      j                  d       t        t        j                  |dd	
      j                  d       t        t        j                  |dd
      j                  d       t        t        j                  |dd
      j                  d       t        t        j                  |dd
      j                  d       t        t        j                  |dd
      j                  d       t        t        j                  |dd      j                  d       t        t        j                  |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       y )Nr  rX   rL   )rJ  rn   rs  )g      @r  rI  )rN   rX   rL   rY   r  )rv   rI  r   r   r   r   )      ?rK  rX   )r!  r  rx   )r  r   r   rP   rd  rY   rw   rJ  rn   r  )rJ  rn   r'  r  )rN   rL   rY   rw   )rN   rX   rY   rw   rN   )rN   rX   rL   rw   )rX   rX   rY   rw   r  r  r   r  )r7   r8   ry   r'   r  r   r"  rC   )rf   r   r0r  s       r=   r  zTestPercentile.test_axis  sh   IIbM!!!Q'R]]1m46GHL.9R]]1m!<bAno>R]]1m!<bhhrlnnM IIm$,,Q1a8R]]1h/55t<R]]1l3994@R]]1hQ7==|LR]]1hQ7==|LR]]1hQ7==|LR]]1hQ7==|LMM!\288,	HR]]1h*2449E4	AR]]1l*2449E4	AR]]1hQ*2449E<	IR]]1hQ*2449E<	IR]]1hQ*2449E<	IR]]1hQ*2449E<	IR]]1l*2449E<	Ir?   c                    t        j                  d      j                  dd      }t        t        j                  |d      d       t        t        j                  t        j                  |d                   t        j                  g d      }t        t        j                  |dd      |       t        t        j                  |dd      j                  |j                         t        j                  g d	      }t        t        j                  |dd
      |       t        t        j                  |dd
      j                  |j                         t        j                  d
      }t        t        j                  |d|      d       t        |d       t        j                  d      }t        t        j                  |dd|      |       t        ||       t        j                  d      }t        t        j                  |dd
|      |       t        ||       t        j                  d      j                  dd      }t        t        j                  |dd      d       t        t        j                  t        j                  |d                   t        j                  g d      }t        j                  |ddd      }t        ||       t        |j                  |j                         t        j                  g d      }t        j                  |ddd
      }t        ||       t        |j                  |j                         t        j                  d|j                        }t        j                  |dd|      }t        |d       t        |d       t        j                  d|j                        }t        j                  |ddd|      }t        ||       t        ||       t        j                  d|j                        }t        j                  |ddd
|      }t        ||       t        ||       y )Nr  rX   rL   rn   r  r   r   r  r  r   r   rK  r  r   rP   r  r   r  r  r  r   )r  r   )r   r   r   r   r   r  r  rY   r  r   r  )r7   r8   ry   r'   r  r&   isscalarr   rC   r)   emptyr   )rf   r   r  r  r  c0c1r   s           r=   test_scalar_qzTestPercentile.test_scalar_q  s   IIbM!!!Q'R]]1b)3/BMM!R012XX)*R]]1bq126R]]1bq177BXX'(BMM!Ra8"=R]]1bq177BhhqkR]]1bc2C8S#hhqkR]]1bqc:B?S"hhqkR]]1bqc:B?S" IIbM!!!Q'R]]1b92>BMM!R012XX)*]]1bq9RRXXrxx(XXn%]]1bq9B#RXXrxx(hhr)MM!RS9QS!hhq(MM!RaSAQS"hhq(MM!RaSAQS"r?   c           
         t        t        t        j                  ddg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z          t        t        t        j                  dgt	        t        d            d	gz          y )
NrP   rN   8   rM  r  e   r_   rn   r  )r+   rc   r7   r  r  re   r   s    r=   test_exceptionzTestPercentile.test_exception1  s    j"--!Q%	'j"--!c:j"--!b9j"--!d59o6MNj"--!d59o6NOr?   c                 H    t        t        j                  g dd      d       y )Nr   r   rP   )r'   r7   r  r   s    r=   test_percentile_listz#TestPercentile.test_percentile_list9  s    R]]9a0!4r?   zpercentile, with_weightsFr  r  Tc           	      4   |rt         nt        }t        j                  g d      }t        j                  d|      }d}|rt        j
                  |      nd } |||||      }||u sJ t         ||||      |       t        j                  g dg dg      }t        j                  d|      }|rt        j
                  |      nd } |||d||	      }||u sJ t         ||||d
      |       t        j                  d|      } |||d||	       t         ||||d
      |       t        j                  d      j                  dd      }|rt        j                  g dg dg      }	nt        j                  g dg dg      }	t        j                  d|      }
|rt        j
                  |      nd }t         ||dd|
|	      |	       t        |
|	       t        j                  g dg dg      }t        j                  d      }
t        t        j                  |dd|
      |       t        |
|       t        j                  g dg dg      }	t        j                  d|j                        }
t        j                  |ddd|
      }t        ||	       t        |
|	       t        j                  g dg dg      }t        j                  d|j                        }
t        j                  |ddd|
      }t        ||       t        |
|       y )Nr   r  r   )r  r   r  r   r  r   )r   r  r   r  r  rP   r  rX   rL   r  r  )r   r   r   r   r  )rN   rL   r  )r  r!  r  r  r  r  r  r  )r   rL   rv   )rP   rY   rI  )r  r  r7   r   rA   rQ  r'   r8   ry   r  r  r   )rf   r  with_weights	out_dtyper   r  r@  r   r  r  r  r  r   s                r=   test_percentile_outz"TestPercentile.test_percentile_out<  s    (CU	HHYHHT+%1",,q/tq!G4AvvZ1g6:HHi! "HHV9-%1",,q/tq!!G<AvvZ1gA>BHHV9-1aaQ8Z1gA>BIIbM!!!Q'<67B+-=>?BhhvY/%1",,q/tq(WEr	
 	S"XX+->?@hhvR]]1hQC@"ES" XX~|45hhvQWW-MM!XgA3GQS"XX{K01hhvQWW-MM!XgA3GQS"r?   c           	         t        j                  d      j                  dddd      }t        t        j                  |dd      j
                  d       t        t        j                  |dd      j
                  d	       t        t        j                  |dd      j
                  d
       t        t        j                  |dd      j
                  d       t        t        j                  |dd      j
                  d       t        t        j                  |dd      j
                  d
       t        t        j                  |dd      j
                  d	       t        t        j                  |dd      j
                  d       t        t        j                  |ddd      j
                  d
       t        t        j                  |ddd      j
                  d
       t        t        j                  t        j                  |ddgd            j
                  d       t        t        j                  t        j                  |ddgd            j
                  d       t        t        j                  t        j                  |ddgd            j
                  d       t        t        j                  t        j                  |ddgd            j
                  d       y )Nr  r   rP   rN   rn   r   r   )rP   rN   rP   )r   rN   rP   )r   rP   rP   rX   )r   rP   rN   r_   rV   r\   r~  r  r  r   )rN   rP   rN   rP   )rN   r   rN   rP   )rN   r   rP   rP   )rN   r   rP   rN   )r7   r8   ry   r(   r  rC   r   rf   rh  s     r=   test_percentile_empty_dimz(TestPercentile.test_percentile_empty_dimv  s	   IIf%%b!Q22==BQ7==yI2==BQ7==zJ2==BQ7==zJ2==BQ7==zJ2==BR8>>
K2==BR8>>
K2==BR8>>
K2==BR8>>	J2==BQ0:<<AE%	' 	2==BR0:<<AE%	' 	288BMM!b"XA$FGMM'	)288BMM!b"XA$FGMM(	*288BMM!b"XA$FGMM(	*288BMM!b"XA$FGMM(	*r?   c                 D   t        j                  g d      }t        j                  |dgd       t        |t        j                  g d             t        j                  g d      }t        j                  |dg       t        |t        j                  g d             y )NrN   rX   rL   rP   rn   Foverwrite_inputr7   r   r  r'   rs   s     r=   test_percentile_no_overwritez+TestPercentile.test_percentile_no_overwrite  sf    HH\"
a"u5Q./HH\"
a"Q./r?   c                    t        j                  ddd      }t        j                  t        j                  d      |d       t	        |t        j                  ddd             t        j                  ddd      j                         }t        j                  t        j                  d      |d       t	        |t        j                  ddd      j                                y )Nr         Y@rY   )numr  r  )r7   r`  r  r8   r(   r  )rf   r@  s     r=   test_no_p_overwritez"TestPercentile.test_no_p_overwrite  s    KKDa(
biioq<1bkk"d:;KKDa(//1
biioq<1bkk"d:AACDr?   c                    t        j                  g d      }t        j                  |dgd      }t        |t        j                  dg             t        j                  g ddgd      }t        |t        j                  dg             y )Nr  rn   Tr  ri  r  r   s      r=   test_percentile_overwritez(TestPercentile.test_percentile_overwrite  s`    HH\"MM!bT48Q#(MM,dCQ#(r?   c                    t         j                  j                  d      }t        j                  |gdz        }t	        t        j
                  |dd      t        j
                  |d             t        j                  |dd      }t	        t        j
                  |dd	      t        j
                  |d             |j                  dd
      j                         }t	        t        j
                  |dd      t        j
                  |d             |j                  dd
      j                         }t	        t        j
                  |ddgd      t        j
                  |ddgd              t	        t        j
                  |ddgd      t        j
                  |ddgd             t        j                  d      j                  d      }t         j                  j                  |j                                t	        t        j
                  |dd      d   t        j
                  |d d d d d d df   j                         d             t	        t        j
                  |ddgd      d d d
f   t        j
                  |d d d d d
d d f   j                         ddg             t	        t        j
                  |dd      d   t        j
                  |d d d d dd d f   j                         d             t	        t        j
                  |dd      d   t        j
                  |dd d d d d d f   j                         d             t	        t        j
                  |dd      d   t        j
                  |dd
d d d d f   j                         d             t	        t        j
                  |dd      d   t        j
                  |dd d d d d
f   j                         d             t	        t        j
                  |dd      d   t        j
                  |dd d dd d f   j                         d             y )NG      rn  r   r  r`   r   r_   r   rr   rP   rp   rJ  r4  rO   ru    rX   rY   rx   r   Z   r   rP   rX   rX   rP   r~  rN   rX   rP   rN   r  r  rP   rV   rP   rX   rS   )r7   rb  normaldstackr'   r  moveaxisr   r   r8   ry   shuffleravelflattenrf   r  r   rh  s       r=   test_extended_axisz!TestPercentile.test_extended_axis  s.   II(+IIqcBhR]]1bv6a8LMKK2q!R]]1bx8"--2:NOJJq!!!#R]]1bw7q"9MNJJq!!!#R]]1r2hY?]]1r2hT:	<R]]1r2hT:]]1r2hQ7	9 IIn%--m<
		!'')$R]]1b	:1=]]1QqAX;#6#6#8"=	?R]]1r2hY?1E]]1Qq!AX;#6#6#82r(C	ER]]1bz:1=]]1Qq!AX;#6#6#8"=	?R]]1by9!<]]1Qq1W:#5#5#7<	>R]]1bv6t<]]1Q!AX;#6#6#8"=	?R]]1bw7=]]1QqAX;#6#6#8"=	?R]]1bv6t<]]1Qq!AX;#6#6#8"=	?r?   c                 
   t        j                  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       t        t
        t         j                  |d	d       t        t
        t         j                  |d
d       y )Nr  r  rJ  )r   rU  r   r  rL   r   rL   rU   )r_   r_   )rX   r_   )r7   rd   r+   r%   r  rc   r	  s     r=   test_extended_axis_invalidz)TestPercentile.test_extended_axis_invalid  s    GGM"ibAi2FiR@i"Ej"--2Fj"--RHj"--BGr?   c                    t        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gdd      j                  d       t        t        j                  |ddgdd      j                  d       y )Nr  rx   Tr   r   r`   rP   rP   rx   r   r   rP   rY   rx   rP   r_  rX   rP   rx   r   r  )r   r  rP   rP   rx   rP   rP   )rN   rP   rP   rx   rP   )rN   rP   rY   rx   rP   )r7   rd   r'   r  rC   r	  s     r=   test_keepdimszTestPercentile.test_keepdims  s.   GGM"R]]1adTBHH!	#R]]1aftDJJ"	$R]]1aftDJJ!	#R]]1adTBHH"	$R]]1aEKK!	#R]]1ai$GMM!	# 	R]]1q!f9,0227%	JR]]1q!f6,0227%	Jr?   rU  rx   rP   r   NrP   r_  r`   )r\   r_   argnames	argvaluesc                    t        j                  d      |dj                  z  }n>t        |j                        t	        fdt        j                        D              }t        j                  |      |z   }t        j                  |      }t        j                  ||d|      }||u sJ t        |j                  |       y )Nr  r_  c              3   H   K   | ]  }|v rd nj                   |     ywrP   NrC   r  r   	axis_normrh  s     r=   r  z3TestPercentile.test_keepdims_out.<locals>.<genexpr>  +      L89Q)^3L   "Tr   r   r  )
r7   rd   r   r4   r  re   rC   r  r  r'   )rf   rU  r   	shape_outr  r  r?  rh  s         @@r=   test_keepdims_outz TestPercentile.test_keepdims_out  s     GGM"<qvvI,T166:I L=B166]L LIHHQK)+	hhy!q!$3G}}V\\9-r?   c           	      R   t        j                  d      }t        j                  d      }t        t        j                  |dd|      |       t        t        j                  |ddd|      |       t        j                  d      }t        t        j                  |dd|      |       t        t        j                  |ddd|      |       t        j                  d	      }t        t        j                  |d
|      |       t        t        j                  |d
d|      |       y )NrL   r  r   r  r  r  r  rP   r   rN   )r7   rA   rd   r'   r  rf   r  rh  s      r=   test_outzTestPercentile.test_out  s    HHTNGGFOR]]1a2A6R]]1a9!DaHHHTNR]]1a2A6R]]1a9!DaHHHRLR]]1aQ/3R]]1a	qA1Er?   zmethod, weighted))r  F)r  F)r  F)r  Tc                 r   |rt        j                  d      |d}nd|i}t        j                  d      5  t        j                  ddt
               t        j                  d      }t        j                  d      }t         j                  |d	<   t        t        j                  |d
d
fd|i||       t        j                  d      }t        t        j                  |ddfd|i||       t        j                  d      }t        t        j                  |dfd|i||       d d d        y # 1 sw Y   y xY w)Nr  r   r  r  Tr  r  r  rF  r  r   r  r  rP   r   )
r7   rd   r  r  filterwarningsr  rA   re  r'   r  )rf   r  r  kwargsr  rh  s         r=   test_out_nanzTestPercentile.test_out_nan  s     !#FCF'F$$D1 	B##Hb.AAAffAdGq!Q@A@@!DAq!Q@A@@!DAq!==f=qA	B 	B 	Bs   C.D--D6c                 
   t        j                  dt              }t         j                  |d<   t	        t        j
                  |d      t         j                         t	        t        j
                  |dd      t         j                         t	        t        j
                  |ddgd      t        j                  t         j                  gdz               t        j                  dt              j                  ddd	      }t         j                  |d
<   t         j                  |d<   t	        t        j
                  |d      t         j                         t	        t        j
                  |d      j                  d       t        j
                  t        j                  dt              j                  ddd	      dd      }t         j                  |d<   t         j                  |d<   t	        t        j
                  |dd      |       t        j
                  t        j                  dt              j                  ddd	      ddgd      }t         j                  |d d ddf<   t         j                  |d d ddf<   t	        t        j
                  |ddgd      |       t        j
                  t        j                  dt              j                  ddd	      dd      }t         j                  |d<   t         j                  |d<   t	        t        j
                  |dd      |       t        j
                  t        j                  dt              j                  ddd	      ddgd      }t         j                  |d d ddf<   t         j                  |d d ddf<   t	        t        j
                  |ddgd      |       t        j
                  t        j                  dt              j                  ddd	      dd      }t         j                  |d<   t         j                  |d<   t	        t        j
                  |dd      |       t        j
                  t        j                  dt              j                  ddd	      ddgd      }t         j                  |d d df<   t         j                  |d d df<   t	        t        j
                  |ddgd      |       t        j
                  t        j                  dt              j                  ddd	      ddgdd      }t         j                  |d d df<   t         j                  |d d df<   t	        t        j
                  |ddgdd      |       y )Nr}  r   rN   r5  r   r   333333?rX   rL   r   rP   rP   rN   r  rq   rP   r#  rT   r  r  )	r7   r8   r  re  r'   r  r   ry   r   r   s      r=   test_nan_behaviorz TestPercentile.test_nan_behavior)  s   IIb&vv!R]]1c*BFF3R]]1c2BFF;R]]1sCjq9XXrvvhl+	- IIb&..q!Q7VV'
VV'
 	R]]1c*BFF3R]]1c*//3 MM"))Be4<<Q1EsAN&&$&&$R]]1c1-q1 MM"))Be4<<Q1E*a)VV!Q'
VV!Q'
R]]1sCj!4a8 MM"))Be4<<Q1EsAN&&$&&$R]]1c1-q1MMIIb&..q!Q7#sQHVV!Q'
VV!Q'
R]]1sCj!4a8 MMIIb&..q!Q7fFvv!vv!R]]1c62A6MM"))Be4<<Q1E*f.&&!Q$&&!Q$R]]1sCj&91=MM"))Be4<<Q1E*fY@&&!Q$&&!Q$R]]Sz6)567	9r?   c                 B   t        j                  t        d      5  t        j                  g dt        j
                         d d d        t        j                  t        d      5  t        j                  g dt        j
                  g       d d d        t        j                  ddd      }t        j
                  |d<   t        j                  t        d      5  t        j                  g d|       d d d        y # 1 sw Y   xY w# 1 sw Y   |xY w# 1 sw Y   y xY w)NzPercentiles must be inr  )rP   rN   rX   r   r   g     X@r  r   )r  r  rc   r7   r  re  r`  )rf   rU  s     r=   
test_nan_qzTestPercentile.test_nan_qf  s    ]]:-EF 	2MM."&&1	2]]:-EF 	4MM.266(3	4KKT2&vv!]]:-EF 	-MM.!,	- 	-	2 	2	4 	4	- 	-s#   'C=&(D	D=D	DDzm8[D]zM8[s]posr   r  r   c                 &   t        j                  dd|      }d||<   t        j                  |d      }|j                  |k(  sJ t        j                  |      sJ t        j                  |ddg      }|j                  |k(  sJ t        j                  |      j                         sJ t        j                  dd|      j                  dd	      }d||d
f<   t        j                  |dd      }t        t        j                  |      g d       y Nr   r}  r   NaTr  r4  H   r_   rX   rP   r   rJ  )r7   r8   r  r   isnatr   ry   r(   rf   r   rT  rg   r>  s        r=   test_nat_basiczTestPercentile.test_nat_basicq  s    
 IIa5)#mmAr"yyE!!!xx}}mmABx(yyE!!!xx}  """IIaU+33B:#q&	mmAr*288C=*>?r?   N)0r   r   r   rl   r  r  r  r  r  rD  rE  r7   	typecodesr  r  r  r  r  r   H_F_TYPE_CODESr  r  r  
TYPE_CODESr  r  r  r  r  r  r  r  r  r   r  r
  r  r  r  r+  r/  r5  rD  rH  rM  rQ  rS  r\  )r  int_typer7   s   000r=   r  r  3  sc   
*&6<D [[Wbll7&;<6 =6 ')ll<&@ "  , JJ

3JJ

3JJ

3MM2==9$BHHSM2::6	88N [[j*5!{{C0!}}d356 [[m-=>O[[?
!"">" P6 ">H l+bll7.CCcIJ[[Wj18 28 [[Wj1: 2: [[Wj19 293E"IH.`P5 [["]]E"R]]>:DA	
11f*80E)?@	HJ( [[S1q!f+.[[
  	.	 /.F [[/ 2 BB$;9z	- [[Ww&89[[UK0@ 1 :@us   L r  )r  r  r  r  r  r  r  r  r  r  r  r  r  r  c                   j   e Zd Zd Zd Zd Zd Zd Zd Zd Z	e
j                  j                  dej                  d	         d
        Ze
j                  j                  de      d        Ze
j                  j                  de      d        Z ej(                   eej,                   ej0                  dd       ej2                  dddd                  d        Zd Ze
j                  j                  dddg      e
j                  j                  de      e
j                  j                  dg d      d                      Ze
j                  j                  dddg      e
j                  j                  de      e
j                  j                  dg d      d                      Ze
j                  j                  de      e
j                  j                  dg d      d               Ze
j                  j                  de      e
j                  j                  dg d       d!               Z e
j                  j                  de      d"        Z!e
j                  j                  de      d#        Z"d$ Z#e
j                  j                  d e$ e%e       e%e      z
              d%        Z&d& Z'd' Z(y())TestQuantilec                     ||k\  |z
  S r6   r   )rf   r   r  alphas       r=   rT  zTestQuantile.V  s    Q%r?   c                 |    g d}t        j                  |d      }t         j                  j                  |dd       y )N)r   r4  r  g?g
ףp=
?rP   )maxulp)r7   r  r  assert_array_max_ulp)rf   r   rg   s      r=   test_max_ulpzTestQuantile.test_max_ulp  s2    KK4  	

''4':r?   c                     t        j                  d      dz  }t        t        j                  |d      d       t        t        j                  |d      d       t        t        j                  |d      d       y )Nrv   r  r   r   rP   r  r   )r7   r8   r'   r  r  s     r=   rl   zTestQuantile.test_basic  sS    IIaL3R[[A&+R[[A&,R[[C($/r?   c                 j   t        j                  dg      }t        j                  dd      }t        ||d          t        t	        |      |j
                         t        j                  g d      }t        j                  ||      }t        ||       t        |j
                  |j
                         y )NTFr   )FTT)r7   r   r  r'   r2  r   r(   )rf   rg   tf_quant	quant_ress       r=   test_correct_quantile_valuez(TestQuantile.test_correct_quantile_value  s}    HHdV;;tU+Xqt$T(^QWW-HH()KK1%	9a(Y__agg.r?   c           	         t        d      D cg c]  }t        |d       }}t        j                  |d      }t	        |d       t	        t        |      t               t        j                  |d      }t	        |t        dd             t	        t        |      t               t        j                  |d      }t	        |d       t	        t        |      t        j                         t        j                  |t        dd            }t	        |t        dd             t	        t        |      t               t        j                  |t        dd      g      }t	        |t        j                  t        dd      g             t	        t        |      t        j                         t        j                  |t        dd      gg      }t	        |t        j                  t        dd      gg             t	        t        |      t        j                         t        j                  d      }t	        t        j                  |t        dd            t        dd             y c c}w )	Nrv   rN   r   rP   rx   r  r   rL   )
re   r   r7   r  r'   r2  r  r   r0  r8   )rf   r   r   rU  s       r=   r  zTestQuantile.test_fraction  s   %*1X.Xa^..KK1QT!Wh'KK1QA'T!Wh'KK2QT!Wbjj)KK8Aq>*QA'T!Wh'KKHQN+,Q(1a.!123T!Wbjj)KKXa^,-.Q8Aq>"2!345T!Wbjj) IIaLR[[HQN3Xa^D7 /s   Ic                 Z   t        j                  g dd      }t        t        t         j                  |d       t        j                  g dd      }t        t        t         j                  |d       t        j                  g dd      }t        t        t         j                  |d       y r  )r7   r   r+   r  r  r  s     r=   r  zTestQuantile.test_complex  sk    7sCieS97sCieS97sCieS9r?   c                 n   t        j                  g d      }|j                         }t        j                  t        j                  d      |d       t        ||       |j                         }|j                         }t        j                  t        j                  d      |d       t        ||       y )N)r   r  rl  r  r   r  r  r  )r7   r   r   r  r8   r(   r  )rf   p0r@  s      r=   r  z TestQuantile.test_no_p_overwrite  sv    XX/0GGI
BIIdOQz:1b!YY[HHJ
BIIdOQz:1b!r?   r   r6  c                     t        j                  t        j                  ddg|      dgd      }|j                  |k(  sJ y )NrP   rN   r   r  r  r  )r7   r  r   r   )rf   r   r>  s      r=   test_quantile_preserve_int_typez,TestQuantile.test_quantile_preserve_int_type  s:    kk"((Aq67#!*,yyE!!!r?   r  c                     g d}t        j                  |ddg|      }t        |t        j                  ddg             y )N)r   r   r  r   rP   )rU  r  r   r  )r7   r  r'   r   )rf   r  r   r  s       r=   test_q_zero_onezTestQuantile.test_q_zero_one  s6     ;;sAv>X"b 23r?   c                 B   t        j                  ddd      }t        j                  t        j                  g d      dz  ||      }t	        t        j
                  |      |       t        j                  g d||      }t	        t        j
                  |      |       y )Nr   rP   r   )r   rP   rP   rN   rN   rX   rX   rL   rY   rY   rP   rP   rI  rI  rI  rv   rv   rx   r  r  )r   r   r   r   )r7   r`  r  r   r'   rd  )rf   r  rq  r  s       r=   test_quantile_monotonicz$TestQuantile.test_quantile_monotonic  s}    
 [[As#;;rxx )2  358 9:<VMRWWX&1 ;;/FCRWWX&1r?   rX   r&  )	min_value	max_valueFu <7u <7~)allow_infinity	allow_nanrx  ry  )r   rC   elements)r   c                     t        j                  ddd      }t        j                  ||      }t        t        j                  |      |       y )Nr   rP   g{Gz?)r7   r8   r  r'   rd  )rf   r   rq  r  s       r=   test_quantile_monotonic_hypoz)TestQuantile.test_quantile_monotonic_hypo  s9     YYq!T";;sB'RWWX&1r?   c                    t        j                  g dg dg      }t         j                  |d   d<   t        j                  |d      }t        j                  |      sJ t        t        j                  |d      t         j                         y )N)r  r  r   )r   r   r   r   rP   r  )r7   r   re  r  r  r'   )rf   rg   r  s      r=   test_quantile_scalar_nanz%TestQuantile.test_quantile_scalar_nan  sa    HHm\23&&!QQ${{6"""R[[C("&&1r?   r   Trd  )r4  r  ?c           
         |r|t         vrt        j                  d       t        j                  j                  d      }d}|j	                  |      }|r|j                  dd|      nd }t        j                  ||||      }|dv rBt        j                  t        j                  | j                  |||                  d	|z  kD  sJ y t        ||z        ||z  k(  r7|s5t        t        j                  | j                  |||      |
      dd       y t        t        j                  | j                  |||      |
      dd|z  t        j                  |d|z
  g      z         y )N Weights not supported by method.  f   r   r   lowhighrn  r  )r  r  r  g+=)atolrP   )methods_supporting_weightsr  skipr7   rb  default_rngintegersr  ra  r   rT  r  r,   r   r  )	rf   r   r  rd  rngr;   r  r  r   s	            r=   %test_quantile_identification_equationz2TestQuantile.test_quantile_identification_equation  s*    v%??KK:;ii##D)
 JJqM4;CLLQRaL0KK5;[ 66"''$&&Au"567#'AAAU^q5y(

466!Q.:AE BJJtvvaE':AFURWWeQY%788:r?   c           	      p   |r|t         vrt        j                  d       t        j                  j                  d      }d}|j	                  |      }|r|j                  dd|      nd }t        j                  ||||      }d}	t        t        j                  |	|z   |||      |	|z          t        t        j                  |	|z  |||      |	|z         |ry t        j                  | d	|z
  |
       }|dk(  r||z  t        ||z        k(  s*t        j                  ||z        t        ||z        d	z   k(  r#t        |t        j                  ||d
             y t        |t        j                  ||d
             y |dk(  r||z  t        ||z        k(  r#t        |t        j                  ||d
             y t        j                  ||z        t        ||z        d	z   k(  r)t        |t        j                  ||d	|z  z   d
             y t        |t        j                  ||d
             y |dk(  r)t        |t        j                  ||d	|z  z   |
             y |dk(  r`||z  t        ||z        k(  r)t        |t        j                  ||d	|z  z   |
             y t        |t        j                  |||
             y |dk(  r#t        |t        j                  ||d
             y |dk(  r#t        |t        j                  ||d
             y t        |t        j                  |||
             y )Nr  r  r  r   r   r  r  g      +@rP   r  r  r  r  r  r  r  )r  r  r  r7   rb  r  r  r  r,   r  round)
rf   r   r  rd  r  r;   r  r  rU  r   s
             r=   'test_quantile_add_and_multiply_constantz4TestQuantile.test_quantile_add_and_multiply_constant3  s    v%??KK:;ii##D)
 JJqM4;CLLQRaL0KK5; 	AE5KA	 	AE5KA	 [[!QYv66^#E	SU^+88AI&#a%i.1*<<2;;q%#IJ2;;q%#HI,,5yCE	N*2;;q%#IJ!e)$AI(::r{{1eack(CE  2;;q%#HI22Ar{{1eack&IJy 5yCE	N*2;;q%!A#+f#MN2;;q%#GHwAr{{1eHEFxAr{{1eGDE Ar{{1eFCDr?   c                    t         j                  j                  d      }d}|j                  |      }t        j                  |||      }t        j                  |      }t        j                  ||||      }t        ||       dt        j                  |      z  }t        j                  ||||      }t        ||       y )Nr  r  r  r  g     @ @)r7   rb  r  r  rQ  r,   )	rf   r  rd  r  r;   r  rU  r  qws	            r=   test_quantile_constant_weightsz+TestQuantile.test_quantile_constant_weightsv  s     ii##D)
 JJqMKK50LLO[[E&!<ABLLO#[[E&!<Ar?   )r   r4  r  r  rP   c                 P   t         j                  j                  d      }d}|j                  |      }|j                  dd|t         j                        }t        j
                  ||||      }t        j
                  t        j                  ||      ||      }t        ||       y )Nr  r  r   r   )r  r  rn  r   r  r  )r7   rb  r  r  r  r  r  r,   )	rf   r  rd  r  r;   r  r  r  rU  s	            r=   "test_quantile_with_integer_weightsz/TestQuantile.test_quantile_with_integer_weights  s     ii##D)
 JJqMLLQRarxxL@[[E&!<KK		!Qv>Ar?   c                    t         j                  j                  d      }|j                  d      }t        j                  |j                  d            }d}t        j                  ||||d      }t        j
                  d      }t        d	      D ]8  }t        d
      D ](  }	t        j                  ||d d |	f   |||      |||	f<   * : t        ||       g d}t        j                  ||||d      }t        j
                  d      }t        d	      D ];  }t        d
      D ]+  }	t        j                  ||d d |	f   |||      |d d ||	f<   - = t        ||       ddgddgddgg}t        j                  ||||d      }|j                  d      }t        ||       t        j                  |j                  d            }d}t        j                  ||||d      }t        j
                  d      }t        d	      D ]@  }t        d
      D ]0  }	t        j                  ||d d |	f   ||||d d |	f         |||	f<   2 B t        ||       y )Nr  )rN   r   rX   r   r  rP   )r   r  r   r  r=  rN   rX   r  )r   r4  r  rO  r  rP   )rw   rN   rX   r   r4  r  rO  r  )rX   rN   rN   rX   )	r7   rb  r  ra  r  rA   re   r,   ry   )
rf   r  r  r  r  rd  rU  q_resr   rZ  s
             r=   #test_quantile_with_weights_and_axisz0TestQuantile.test_quantile_with_weights_and_axis  s7   ii##D) JJz"FF3::b>"KK5!FCv&q 	A1X  kkaAgJfaad	
 	5! +KK5!FCy)q 	A1X !#aAgJfa"aAg	
 	5! SC:Qx0KK5!FCl+5! FF3::j)*KK5!FCv&q 	A1X  kkaAgJfa1ajad	
 	5!r?   c                     g d}t        j                  d      }t        j                  |d|d      }t        j                  |d|d      }||d   k(  sJ ||d   k(  sJ y )	N)r   r   rP   rN   rX   r   rw   r   r  rJ  rP   rN   rL   )r7   r8   r  )rf   r  r  r  y_miny_maxs         r=   test_quantile_weights_min_maxz*TestQuantile.test_quantile_weights_min_max  s^     IIaLAq!NCAq!NC!}}!}}r?   c                     ddg}ddg}t        j                  t        d      5  t        j                  |d|d       d d d        y # 1 sw Y   y xY w)	NrP   rN   rj  zWeights must be non-negativer  r  r  rJ  r  r  rc   r7   r  )rf   r  r  s      r=   -test_quantile_weights_raises_negative_weightsz:TestQuantile.test_quantile_weights_raises_negative_weights  sN    F1I]]:-KL 	BKK3.A	B 	B 	Bs   AAc                     ddg}ddg}d}t        j                  t        |      5  t        j                  |d||       d d d        y # 1 sw Y   y xY w)NrP   rN   r  z+Only method 'inverted_cdf' supports weightsr  rJ  r  )rf   r  r  r  r   s        r=   0test_quantile_weights_raises_unsupported_methodsz=TestQuantile.test_quantile_weights_raises_unsupported_methods  sP    
 F!H;]]:S1 	:KK3&9	: 	: 	:s   A		Ac           	      P   t        dd      t        dd      g}t        j                  |dgd      }t        |t        j                  t        dd                   t        j                  |t        dd      gd      }t        |t        j                  t        dd                   y )Nr   rP   r   r  r  rN   r  )r   r7   r  r'   r   )rf   r   r  s      r=   test_weibull_fractionz"TestQuantile.test_weibull_fraction  sy    1~x2/;;sQE)<XrxxA78;;sXa^$4YGXrxxB89r?   c                 ^   d}d}g d}t        dt        j                  |dd ||             t        dt        j                  |dd ||             t        dt        j                  |dd	 ||             t        dt        j                  |dd
 ||             t        dt        j                  |dd ||             t        dt        j                  |dd ||             t        dt        j                  |dd ||             t        d	t        j                  |||             y )Nr  r  )
rP   rN   rX   rL   rY   rw   rx   rv   rI  r   rN   r   rX   r  rL   rY   rw   rx   rv   rI  )r'   r7   r  )rf   rS  rU  r   s       r=   test_closest_observationz%TestQuantile.test_closest_observation  s    !-QC!Ha:;QC!Ha:;QC!Ha:;QC!Ha:;QC!Ha:;QC!Ha:;QC!Ha:;QC156r?   N))r   r   r   rT  rh  rl   rm  r  r  r  r  rD  rE  r7   r]  rs  quantile_methodsru  rw  
hypothesisgivenr   r  str  floatsr  r  r  r  r  r  r  r  r  r  sortedsetr  r  r  r   r?   r=   rb  rb    s    ;0/E>:
" [[Wbll<&@A" B"
 [[X'784 94 [[X'782 92 ZRZZ(R[[1E )		%4:e!MNO
2O
2
2 [[Y6[[X'78[[Wo6 : 7 9 7 :D [[Y6[[X'78[[Wo6>E 7 9 7>E@ [[X'AB[[Wo6 7 C$ [[X'AB[[W&;< = C [[X'AB+" C+"Z [[X'AB CB [[3'(3/I+JJK:	::7r?   rb  c                   F   e Zd Z ej                   ej                  dddd       ej                  dddd       ej                  dddd       ej                  dddd            d        Z ej                   ej                  dddd       ej                  dddd       ej                  dddd      	      d
        Z ej                   ej                  dddd       ej                  dddd       ej                  dddd      	      d        Z	d Z
y)TestLerpFr   rP   )r}  r|  rx  ry  rz  r{  )t0t1rg   r   c                     t        j                  |||      }t        j                  |||      }||k(  s||k(  r||k(  sJ y ||k  ||k  k(  r||k  sJ y ||k\  sJ y r6   r~  _lerp)rf   r  r  rg   r   l0l1s          r=   +test_linear_interpolation_formula_monotonicz4TestLerp.test_linear_interpolation_formula_monotonic  sf     YYq!R YYq!R 8qAv8O82g1q5!8O88O8r?   )trg   r   c                     ||k  r&|t        j                  |||      cxk  r|k  sJ  J y |t        j                  |||      cxk  r|k  sJ  J y r6   r  )rf   r  rg   r   s       r=   )test_linear_interpolation_formula_boundedz2TestLerp.test_linear_interpolation_formula_bounded  sW     6		!Q*/a/////		!Q*/a/////r?   c                     t        j                  ||dd|z
  z
        }t        j                  ||d|z
        }t        ||       y rS  )r~  r  r,   )rf   r  rg   r   rk  rm  s         r=   +test_linear_interpolation_formula_symmetricz4TestLerp.test_linear_interpolation_formula_symmetric  s>     yyAqAE{+		!QA&e$r?   c                     t        j                  d      }t        j                  d      }t        j                  d      }t        j                  |||      dk(  sJ y )NrN   rY   r4  g@)r7   r   r~  r  )rf   rg   r   r  s       r=   +test_linear_interpolation_formula_0d_inputsz4TestLerp.test_linear_interpolation_formula_0d_inputs&  sD    HHQKHHQKHHSMyyAq!S(((r?   N)r   r   r   r  r  r  r  r  r  r  r  r   r?   r=   r  r    sW   ZU5-.!="U5-.!=#"))eE.4G#"))eE.4GHH Z			E%,-<!		E%,2eE!		E%,2eE	F0F0 Z			E%,-<!		E%,2eE!		E%,2eE	F%F%)r?   r  c                      e Zd Zd Zd Zd Zd Zd Zej                  j                  dg ddej                  d	gej                  d
f      d        Zd Zd Zd Zej                  j#                  ed      d        Zd Zd Zd Zd Zej                  j                  dg d      d        Zej                  j                  ddg      ej                  j                  dg d      d               Zy) 
TestMedianc                 \   t        j                  d      }t        j                  d      }t        j                  d      j                  dd      }t	        t        j
                  |      d       t        t        j
                  |      d       t        t        j
                  |      d       t        t        j
                  |d      g d	       t	        t        j
                  |d      dd
g       t        t        j
                  |d       d       t        j                  g d      }t        |d   |d   z   dz  t        j
                  |             t        j                  g d      }t	        |d   t        j
                  |             t        j                  g d      }t	        |d   t        j
                  |             t	        t        j
                  |      j                  d       t         j                  |d<   t	        t        j
                  |      j                  d       y )NrP   rN   rw   rX   r  ri  r   r   rK  ri  r  rL   )6-¦?0?}r?g4?r   )r  r  r  )r  r  r  r_   )
r7   r   r8   ry   r'   medianr,   r)   r   re  )rf   a0a1r  rg   s        r=   rl   zTestMedian.test_basic/  si   XXa[YYq\YYq\!!!Q'RYYr]A&		"s+		"s+		"1-/@ARYYr*QF3		"40#6HH@AQqTAaD[B.		!=HH56QqT299Q<(HH56QrUBIIaL)RYYq\&&*vv!RYYq\&&*r?   c                    t        j                  ddgddgddgddgg      }|t         j                  j                  dd	d
      fD ]f  }|j	                         }t        j
                  |d        t        |j                        D ]  }t        j
                  ||        t        ||       h t        t        j
                  |d      ddg       t        t        j
                  |j                  d      ddg       t        t        j
                  |      d       t        t        j
                  |d       d       t        t        j
                  |j                        d       y )NrN   rX   r   rP   rw   rx   rL   rY   rs  r	  r  r   r  )r7   r   rb  randintr   r  re   r   r(   r,   r"  )rf   a3rg   origaxs        r=   test_axis_keywordzTestMedian.test_axis_keywordE  s   XX1v1v1v1v   bii''3Y'?@ 	(A668DIIad#AFFm &		!"%&q$'	( 			"1-Aw7		"$$Q/!a9		"s+		"40#6		"$$-r?   c                    t        j                  ddgddgddgddgg      }t        j                  d      }t        j                  d      }t        j                  d      j                  dd      }t	        t        j
                  |j                         d	
      d       t	        t        j
                  |j                         d	
      d       t	        t        j
                  |j                         d	
      d       t	        t        j
                  |j                         d	d      g d       t	        t        j
                  |j                         d	d      ddg       t	        t        j
                  |j                         d	d       d       t	        t        j
                  |j                         d	d      ddg       t	        t        j
                  |j                  j                         d	d      ddg       t        j                  dt         j                        j                  d      }t         j                  j                  |j                                t	        t        j
                  |d       t        j
                  |j                         d d	             t	        t        j
                  |d      t        j
                  |j                         dd	             t	        t        j
                  |d      t        j
                  |j                         dd	             t	        t        j
                  |d      t        j
                  |j                         dd	             y )NrN   rX   r   rP   rw   rx   rL   rY   Tr  r  ri  )r  r   r  r4  r   rW   r   )r   r  )r7   r   r8   ry   r,   r  r   r"  r  rb  r'  r(  )rf   r  r  r  r  a4s         r=   test_overwrite_keywordz!TestMedian.test_overwrite_keywordW  sS   XX1v1v1v1v   XXa[YYq\YYq\!!!Q'		"'')TBAF		"'')TBCH		"'')TBCH		"'')TJ)	+IIbggiA>A	HIIbggiDA3	HIIbggiA>Q	I		"$$))+t!LQ	! YYy

3;;IF
		"((*%		"40		"'')$M	O		"1-		"'')!TJ	L		"1-		"'')!TJ	L		"1-		"'')!TJ	Lr?   c                     g d}t        t        j                  |      d       |g}t        t        j                  |      d       t        t        j                  |d      |       y )Nr   rN   r   r   )r)   r7   r  r,   )rf   r   r]  s      r=   rb  zTestMedian.test_array_likex  sG    BIIaL!,SBIIbM1-		"1-q1r?   c                      G d dt         j                        } |g d      }t        t        j                  |      d       y )Nc                       e Zd ZddZddZy),TestMedian.test_subclass.<locals>.MySubClassNc                 \    t        j                  |      j                  |       }||_        |S r6   )r7   r^  r1  info)clsinput_arrayr  objs       r=   __new__z4TestMedian.test_subclass.<locals>.MySubClass.__new__  s'    jj-2237
r?   c                      y)Nr   )rf   r   r   r  s       r=   r   z1TestMedian.test_subclass.<locals>.MySubClass.mean  s    r?   r6   )NNN)r   r   r   r  r   r   r?   r=   
MySubClassr    s    
r?   r  r   r  )r7   r0  r'   r  )rf   r  rg   s      r=   r  zTestMedian.test_subclass  s0    	 	 y!RYYq\2&r?   r   r   r   r   r   c                      G d dt         j                        }t        j                  t        j                  |      j	                  |            }t        ||      sJ y)z6Check that we return subclasses, even if a NaN scalar.c                       e Zd Zy)-TestMedian.test_subclass2.<locals>.MySubclassNr-  r   r?   r=   
MySubclassr    r/  r?   r  N)r7   r0  r  r   r1  r  )rf   r   r  rS  s       r=   test_subclass2zTestMedian.test_subclass2  sE    	 	 IIbhhsm((45!Z(((r?   c                 v   t        j                  d      }t        j                  d      }t        t        j                  |d|      |       t        j                  d      }t        t        j                  |d|      |       t        j                  d      }t        t        j                  ||      |       y )NrF  r  r   r  r  rP   r   )r7   rA   rd   r'   r  rG  s      r=   rH  zTestMedian.test_out  sy    HHTNGGFORYYq!+Q/HHTNRYYq!+Q/HHRLRYYqa(!,r?   c                 (   t        j                  d      5  t        j                  ddt               t	        j
                  d      }t	        j                  d      }t        j                  |d<   t        t	        j                  |d|	      |       t	        j
                  d
      }t        t	        j                  |d|	      |       t	        j
                  d      }t        t	        j                  ||	      |       d d d        y # 1 sw Y   y xY w)NTr  r  r  rF  r  r  r   r  r  rP   r   )
r  r  rK  r  r7   rA   rd   re  r'   r  rG  s      r=   rM  zTestMedian.test_out_nan  s    $$D1 		1##Hb.AAAffAdG1aQ/3A1aQ/3A1!,a0		1 		1 		1s   C(DDc                    t        j                  dt              }t         j                  |d<   t	        t        j
                  |      t         j                         t	        t        j
                  |d      t         j                         t        j                  dt              j                  ddd      }t         j                  |d<   t         j                  |d	<   t	        t        j
                  |      t         j                         t	        t        j
                  |      j                  d       t        j
                  t        j                  dt              j                  ddd      d      }t         j                  |d
<   t         j                  |d<   t	        t        j
                  |d      |       t        j
                  t        j                  dt              j                  ddd      d      }t         j                  |d<   t         j                  |d<   t	        t        j
                  |d      |       t        j
                  t        j                  dt              j                  ddd      d      }t         j                  |d<   t         j                  |d<   t	        t        j
                  |d      |       y )Nr}  r   rN   r   r   rX   rL   r   rP  r  rq   rP   r#  rT   )r7   r8   r  re  r'   r  ry   r   r   s      r=   rQ  zTestMedian.test_nan_behavior  s   IIb&vv!RYYq\266*RYYqq)2662IIb&..q!Q7VV'
VV'
 	RYYq\266*RYYq\&&* IIbii%088AqA1E&&$&&$RYYq!_a( IIbii%088AqA1E&&$&&$RYYq!_a( IIbii%088AqA6Jvv!vv!RYYq&)1-r?   zfp errors don't work correctlyr  c                    t        j                  g t              }t        j                  d      5 }t        j
                  ddt               t        t        j                  |      t         j                         t        |d   j                  t        u        t        t        |      d       d d d        t        j                  g t        d	      }t        j                  d      5 }t        j
                  ddt               t        t        j                  |      t         j                         t        |d   j                  t        u        d d d        t        j                  g t        d	      }t        t        j                  |d
      |       t        t        j                  |d
      |       t        j                  t         j                  t        d	      }t        j                  d      5 }t        j
                  ddt               t        t        j                  |d
      |       t        |d   j                  t        u        d d d        y # 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   y xY w)Nr   Tr  r  r  r   rN   rX   )r   r  r   rP   )r7   r   r  r  r  rK  r  r'   r  re  r&   categoryrM  )rf   rg   r  r   s       r=   r  zTestMedian.test_empty  s    HHRu%$$D1 	$Q##Hb.A1rvv.AaDMM^34Q#		$ HHRuA.$$D1 	5Q##Hb.A1rvv.AaDMM^34	5 HHRuA.RYYqq)1-RYYqq)1- HHRVV52$$D1 	5Q##Hb.A11-q1AaDMM^34	5 	5+	$ 	$	5 	5	5 	5s&   A<I(A'I&5AI3I#&I03I<c           	      P   t        j                  d      }t        t        t        j                  |j                  t                          t               t         j                  |d<   t        t        t        j                  |j                  t                          t               y )Nr  rN   )	r7   r8   r&   r2  r  r  r   r  re  )rf   r  s     r=   test_objectzTestMedian.test_object  s^    IIbMRYYqxx/0159vv!RYYqxx/0159r?   c                 r   t         j                  j                  d      }t        j                  |gdz        }t	        t        j
                  |d      t        j
                  |             t        j                  |dd      }t	        t        j
                  |d      t        j
                  |             |j                  dd	      j                         }t	        t        j
                  |d
      t        j
                  |             t	        t        j
                  |d      t        j
                  |d              t	        t        j
                  |d      t        j
                  |d             t	        t        j
                  |d      t        j
                  |d             t        j                  d      j                  d      }t         j                  j                  |j                                t	        t        j
                  |d      d   t        j
                  |d d d d d d df   j                                      t	        t        j
                  |d      d	   t        j
                  |d d d d d	d d f   j                                      t	        t        j
                  |d      d   t        j
                  |d d d d dd d f   j                                      t	        t        j
                  |d      d   t        j
                  |dd d d d d d f   j                                      t	        t        j
                  |d      d   t        j
                  |dd	d d d d f   j                                      t	        t        j
                  |d      d   t        j
                  |dd d d d d	f   j                                      t	        t        j
                  |d      d   t        j
                  |dd d dd d f   j                                      y )Nr  r  r   r`   r   r_   r   rr   rP   rp   rO   ru  )r_   r  r  r  r   rN   r!  r  r  r"  r#  rS   )r7   rb  r$  r%  r'   r  r&  r   r   r8   ry   r'  r(  r)  r*  s       r=   r+  zTestMedian.test_extended_axis  s   II(+IIqcBhRYYqv.		!=KK2q!RYYqx0"))A,?JJq!!!#RYYqw/1>RYYqy1299QT3JKRYYqu-ryy/CDRYYqv.		!"0EFIIn%--m<
		!'')$RYYqy1!4YYq1Q{2245	7RYYqy1!4YYq1a{2245	7RYYqz215YYq1a{2245	7RYYqy1!4YYq1Qqz1134	6RYYqv.t4YYqAa{2245	7RYYqw/5YYq1Q{2245	7RYYqv.t4YYq1a{2245	7r?   c                 x   t        j                  d      }t        t        t         j                  |d       t        t        t         j                  |d       t        t        t         j                  |d       t        t        t         j                  |d       t        t
        t         j                  |d       y )Nr  r  r   r-  rL   r.  rU   )r7   rd   r+   r%   r  rc   r	  s     r=   r/  z%TestMedian.test_extended_axis_invalid  sj    GGM"iAB7iAG<iAA6iAF;j"))QV<r?   c                 >   t        j                  d      }t        t        j                  |d d      j                  d       t        t        j                  |dd      j                  d       t        t        j                  |dd      j                  d       t        t        j                  |d	d      j                  d
       t        t        j                  |dd      j                  d       t        t        j                  |dd      j                  d       y )Nr  Tr   r   r`   r1  r   r2  r_  r3  r  r  r4  )r7   rd   r'   r  rC   r	  s     r=   r5  zTestMedian.test_keepdims  s    GGM"RYYqtd;AA!	#RYYqv=CC"	$RYYqv=CC!	#RYYqtd;AA"	$RYYq|dCII!	#RYYqy4@FF!	#r?   r   r6  r7  c                 f   t        j                  d      |dj                  z  }n>t        |j                        t	        fdt        j                        D              }t        j                  |      }t        j                  |d|      }||u sJ t        |j                  |       y )Nr  r_  c              3   H   K   | ]  }|v rd nj                   |     ywr<  r=  r>  s     r=   r  z/TestMedian.test_keepdims_out.<locals>.<genexpr>6  r@  rA  TrB  )
r7   rd   r   r4   r  re   r  r  r'   rC   )rf   r   rC  r  r  r?  rh  s        @@r=   rD  zTestMedian.test_keepdims_out&  s     GGM"<qvvI,T166:I L=B166]L LIhhy!14$C@}}V\\9-r?   r   zm8[s]rT  rU  c                 "   t        j                  dd|      }d||<   t        j                  |      }|j                  |k(  sJ t        j                  |      sJ t        j
                  |ddg      }|j                  |k(  sJ t        j                  |      j                         sJ t        j                  dd|      j                  dd	      }d||d
f<   t        j                  |d      }t        t        j                  |      g d       y rW  )	r7   r8   r  r   rZ  r  r   ry   r(   r[  s        r=   test_nat_behaviorzTestMedian.test_nat_behavior=  s    
 IIa5)#iilyyE!!!xx}}mmABx(yyE!!!xx}  """IIaU+33B:#q&	ii"288C=*>?r?   N)r   r   r   rl   r  r  rb  r  r  rD  rE  r7   re  r  rH  rM  rQ  r  r1   r  r  r+  r/  r5  rD  r  r   r?   r=   r  r  -  s   +,.$LB2' [[U*R,<bffbIK)K)-
1.@ [[(HI5 J5::7<=# [[
  	.	. [[Wwi0[[UK0@ 1 1@r?   r  c                   Z    e Zd Zej                  j                  dg d      d        Zd Zy)TestSortComplexztype_in, type_out))lr  )hr   )Hr   )r   r   )r  r   )r  r  c                     t        j                  g d|      }t        j                  |      }t        j                  |      j	                  |      }t        ||       t        |j                  |j                         y )N)rY   rX   rw   rN   rP   r   )r7   r   sort_complexrd  r  r'   r   )rf   type_intype_outrg   r  r  s         r=   test_sort_realzTestSortComplex.test_sort_realS  sV     HH_G4#771:$$X.VX&V\\8>>2r?   c                     t        j                  g dd      }t        j                  g dd      }t        j                  |      }t        ||       t        |j                  |j                         y )N)r        ?       r  r  r  r   )r  r   r  r  )r7   r   r  r'   r   )rf   rg   r  r  s       r=   test_sort_complexz!TestSortComplex.test_sort_complexc  sN    HH5SA88<CH#VX&V\\8>>2r?   N)r   r   r   r  rD  rE  r  r  r   r?   r=   r  r  Q  s0    [[0 3
 333r?   r  )r   )r   r   )~r  r  r  r>  	fractionsr   r  r  r  hypothesis.extra.numpyr   hypothesis.strategies
strategiesr  	functoolsr   numpyr7   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$   numpy.exceptionsr%   numpy.testingr&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   numpy.lib._function_base_impllib_function_base_implr~  numpy.randomr3   numpy._core.numericr4   r>   rH   rJ   r   r   r   rD  rE  r   r   r   rG  rw  r  r  r  r  r  r  r  r  r  rC  r  r  r  r  r  r   r  r  r   r]  r:  rM  r^  rd  rk  rr  r  r  r  r  r  r.  rb  r  r  r  rb  r  r  r  r   r?   r=   <module>r     s$     
      ) "           '    , +  4A@ A@Hd1 d1N: :": :$ "KL( M( 3  3Fy4 y4v;$ ;$|h0 h0V	; 	;	: 	:E E8 80E E(J J8:I< I<Xr> r>j}" }"@' '4Z' Z'z$" $"RkC kC\) )XR8 R8j5 56 S2<<--W0EE j)i; i; *i;X;1 ;1|# #"	D 	D' '"X& X&vm7 m7`1 1h &k2 k2\a0 a0Hb bJA ADO	@ O	@d  -- i7 i7X/) /)da@ a@H	3 3r?   