
    *io                       S SK r S SKrS SKrS SKrS SKrS SKJr  S SKJr  S SK	r	S SK
Jr  S SKrS SKJr  S SKrS SKJs  Jr  S SKJrJrJrJrJrJrJrJrJrJrJ r J!r!J"r"J#r#J$r$J%r%J&r&J'r'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2J3r3J4r4  S SK5J6r6  S SK7J8r8  S SK9J:r:  S S	K;J<r<J=r=J>r>J?r?J@r@JArAJBrBJCrCJDrDJErEJFrFJGrGJHrH  S
 rIS rJ " S S5      rK " S S5      rL " S S5      rM " S S5      rN\R                  R                  S/ SQ5      S 5       rQ " S S5      rR " S S5      rS " S S5      rT " S S5      rU " S S 5      rV " S! S"5      rW " S# S$5      rX " S% S&5      rY " S' S(5      rZ " S) S*5      r[S+ r\ " S, S-5      r] " S. S/5      r^ " S0 S15      r_ " S2 S35      r` " S4 S55      ra " S6 S75      rbSmS8 jrcSnS9 jrd " S: S;5      re " S< S=5      rf " S> S?5      rg " S@ SA5      rh\R                  R                  SSB\R                  SC   -   \R                  SD   -   5      \R                  R                  SE/ SFQ5       " SG SH5      5       5       rj " SI SJ5      rk " SK SL5      rl " SM SN5      rm " SO SP5      rn " SQ SR5      ro " SS ST5      rp " SU SV5      rq " SW SX5      rr " SY SZ5      rs " S[ S\5      rt " S] S^5      ru " S_ S`5      rv " Sa Sb5      rw/ ScQrxSd/ry " Se Sf5      rz " Sg Sh5      r{ " Si Sj5      r| " Sk Sl5      r}g)o    N)Fraction)partial)arrays)angleaveragebartlettblackmancorrcoefcovdeletediffdigitizeextractflipudgradienthamminghanningi0insertinterpkaisermameshgrid	piecewiseplacerot90selectsetxor1dsinc	trapezoid
trim_zerosuniqueunwrap	vectorize)normalize_axis_tuple)	AxisError)rand)HAS_REFCOUNTIS_WASMNOGIL_BUILDassert_assert_allcloseassert_almost_equalassert_array_almost_equalassert_array_equalassert_equalassert_raisesassert_raises_regexassert_warnssuppress_warningsc                 p    [         R                  " U 5      n[         R                  R                  X5      nU$ N)nparangeaddouter)ndatas     `/var/www/html/ai-backend/venv/lib/python3.13/site-packages/numpy/lib/tests/test_function_base.pyget_matr>   E   s&    99Q<D66<<#DK    c                     [         R                  " [         R                  " X5      R                  [         R                  5      nXl        Xl        U$ )zU
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   K   s6    
 ((2<<+112==
ACHHJr?   c                   &    \ rS rSrS rS rS rSrg)	TestRot90V   c           	         [        [        [        [        R                  " S5      5        [        [        [        [        R                  " S5      SS9  [        [        [        [        R                  " S5      SS9  [        [        [        [        R                  " S5      SS9  [        [        [        [        R                  " S5      SS9  / SQ/ S	Q/nS
S/SS/SS//n/ SQ/ SQ/nSS/SS/SS
//n/ SQ/ S	Q/n[        SSS5       H  n[        [        XS9U5        M     [        SSS5       H  n[        [        XS9U5        M     [        SSS5       H  n[        [        XS9U5        M     [        SSS5       H  n[        [        XS9U5        M     [        [        [        USS9SS9U5        [        [        USSS9[        USSS95        g )N      rO   rO   r      rO   axesrO   rO   r   rO   rQ   rQ   )rQ      rM      rO   rZ   rQ   r   rY   rZ   rM   rY   rO   rQ   r      )krW   r   rQ   rQ   r   r_   rS   )r1   
ValueErrorr   r7   onesranger0   )selfab1b2b3b4r_   s          r=   
test_basicTestRot90.test_basicW   s   j%4j%);)Lj%vFj%vFj%);'J!f!f!f !f!f!f  r2q!Aq+ "r2q!Aq+ "r2q!Aq+ "q"aAq+ ! 	U50v>BU1/qBV1LMr?   c                     [         R                  " S5      n[        [        U5      R                  S5        [        [        USS9[        USS95        [        [        USS9[        USS95        g )N)2   (   rY   )rq   rp   rY   rU   rR   r   r`   rQ   rO   rW   r`   )r7   re   r0   r   rC   rg   rh   s     r=   	test_axesTestRot90.test_axesw   sR    GGK U1X^^[1U16*E!',BCU16*E!(,CDr?   c           
         [         R                  " S5      R                  S5      nSS/SS//SS/S	S
///nSS/SS//S
S/S	S///nS	S/SS//S
S/SS///nS	S
/SS//SS/SS///n[        [	        USS9U5        [        [	        USS9U5        [        [	        USS9U5        [        SS
5       H"  n[        [	        XSS9[	        XFS-
  SS95        M$     g )N   rN   rO   rY         r   rQ   rM   rZ   ra   rR   rb   rs   )rO   r   rc   )r7   r8   reshaper0   r   rf   )rg   rh   
a_rot90_01
a_rot90_12
a_rot90_20
a_rot90_10r_   s          r=   test_rotation_axesTestRot90.test_rotation_axes}   s9   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qF3zU@B r?    N)__name__
__module____qualname____firstlineno__rm   rv   r   __static_attributes__r   r?   r=   rJ   rJ   V   s    N@EBr?   rJ   c                   J    \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rSrg)TestFlip   c                    [        [        [        R                  [        R                  " S5      SS9  [        [        [        R                  [        R                  " S5      SS9  [        [        [        R                  [        R                  " S5      SS9  [        [        [        R                  [        R                  " S5      SS9  g )NrM   rQ   axisrM   rM   rO   r]   r   rY   )r1   r&   r7   flipre   rg   s    r=   rv   TestFlip.test_axes   sj    i"''!*1=i"''&/Bi"''&/Ci"''&/Gr?   c                     [        S5      nUS S 2S S S24   n[        [        R                  " US5      U5        / SQ/ SQ/n/ SQ/ SQ/n[        [        R                  " US5      U5        g )NrM   r`   rQ   rP   rX   r\   r[   r>   r0   r7   r   rg   rh   bs      r=   test_basic_lrTestFlip.test_basic_lr   s^    AJa2gJRWWQ]A&RWWQ]A&r?   c                     [        S5      nUS S S2S S 24   n[        [        R                  " US5      U5        / SQ/ SQ/n/ SQ/ SQ/n[        [        R                  " US5      U5        g )NrM   r`   r   rP   rX   r   r   s      r=   test_basic_udTestFlip.test_basic_ud   s^    AJddAgJRWWQ]A&RWWQ]A&r?   c                     [         R                  " SS/SS//SS/SS///5      n[         R                  " SS/SS//SS/SS///5      n[        [         R                  " US5      U5        g 	Nr   rQ   rO   rY   rM   rZ   rz   r{   r7   arrayr0   r   r   s      r=   test_3d_swap_axis0TestFlip.test_3d_swap_axis0       HH1v1v1v1v  !
 HH1v1v1v1v  !
 	RWWQ]A&r?   c                     [         R                  " SS/SS//SS/SS///5      n[         R                  " SS/SS//SS/SS///5      n[        [         R                  " US5      U5        g r   r   r   s      r=   test_3d_swap_axis1TestFlip.test_3d_swap_axis1   r   r?   c                     [         R                  " SS/SS//SS/SS///5      n[         R                  " SS/SS//SS/SS///5      n[        [         R                  " US5      U5        g r   r   r   s      r=   test_3d_swap_axis2TestFlip.test_3d_swap_axis2   r   r?   c           
      4   [         R                  " S5      R                  SSSS5      n[        UR                  5       HW  n[        [         R                  " X5      [         R                  " UR                  SU5      5      R                  US5      5        MY     g )Nx   rO   rY   rM   rZ   r   )	r7   r8   r|   rf   ndimr0   r   r   swapaxes)rg   rh   is      r=   test_4dTestFlip.test_4d   sj    IIm$,,Q1a8qvvA1::a#34==aCE r?   c                     [         R                  " / SQ/ SQ/5      n[         R                  " / SQ/ SQ/5      n[        [         R                  " U5      U5        g )NrQ   rO   rY   rM   rZ   rz   )rz   rZ   rM   rY   rO   rQ   r   r   s      r=   test_default_axisTestFlip.test_default_axis   sD    HHi! "HHi! "RWWQZ#r?   c                    [         R                  " SS/SS//SS/SS///5      n[        [         R                  " US	S
9U5        [         R                  " SS/SS//SS/SS///5      n[        [         R                  " USS
9U5        [         R                  " SS/SS//SS/SS///5      n[        [         R                  " USS
9U5        g )Nr   rQ   rO   rY   rM   rZ   rz   r{   r   r   rU   rs   r   rg   rh   r   cs       r=   test_multiple_axes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?   r   N)r   r   r   r   rv   r   r   r   r   r   r   r   r   r   r   r?   r=   r   r      s1    H'''''E$1r?   r   c                        \ rS rSrS rS rSrg)TestAny  c                     / SQn/ SQn/ SQn[        [        R                  " U5      5        [        [        R                  " U5      5        [        [        R                  " U5      (       + 5        g )Nr   r   rQ   r   r   r   r   r   )rQ   r   rQ   r   )r+   r7   anyrg   y1y2y3s       r=   rm   TestAny.test_basic  sC    r
r
BFF2Jr?   c                     / SQ/ SQ/ SQ/n[        [        R                  " U5      5        [        [        R                  " USS9/ SQ5        [        [        R                  " USS9/ SQ5        g )Nr   r   r   r   rQ   r   rQ   rQ   r   r   r   rQ   r   rQ   rQ   )r+   r7   r   r/   rg   r   s     r=   test_ndTestAny.test_nd  sH    I.r
266"1-y9266"1-y9r?   r   Nr   r   r   r   rm   r   r   r   r?   r=   r   r     s     :r?   r   c                        \ rS rSrS rS rSrg)TestAlli  c                 R   / SQn/ SQn/ SQn[        [        R                  " U5      (       + 5        [        [        R                  " U5      5        [        [        R                  " U5      (       + 5        [        [        R                  " [        R                  " U5      ) 5      5        g )N)r   rQ   rQ   r   r   rQ   rQ   rQ   rQ   )r+   r7   allr   r   s       r=   rm   TestAll.test_basic  s`    BFF2Jr
BFF2J}%&r?   c                     / SQ/ SQ/ SQ/n[        [        R                  " U5      (       + 5        [        [        R                  " USS9/ SQ5        [        [        R                  " USS9/ SQ5        g )Nr   r   rQ   r   rQ   rQ   rQ   r   r   rQ   )r+   r7   r   r/   r   s     r=   r   TestAll.test_nd  sJ    I.BFF2J266"1-y9266"1-y9r?   r   Nr   r   r?   r=   r   r     s    ':r?   r   dtype)i8U10objectzdatetime64[ms]c                     [         R                  " SU S9n[         R                  " U5      R                  [         R                  :X  d   e[         R
                  " U5      R                  [         R                  :X  d   eg )NrY   r   )r7   re   r   r   boolr   )r   arrs     r=   test_any_and_all_result_dtyper   $  sR    
''!5
!C66#;'''66#;'''r?   c                   &    \ rS rSrS rS rS rSrg)TestCopyi+  c                     [         R                  " SS/SS//5      n[         R                  " U5      n[        X5        SUS'   [	        US   S5        [	        US   S5        g )NrQ   rO   rY   rM   
   )r   r   )r7   r   copyr/   r0   )rg   rh   a_copys      r=   rm   TestCopy.test_basic-  sW    HHq!fq!f%&1%tQtWa VD\2&r?   c                    [         R                  " SS/SS//5      n[        UR                  R                  5        [        UR                  R
                  (       + 5        [         R                  " SS/SS//SS9n[        UR                  R                  (       + 5        [        UR                  R
                  5        [         R                  " U5      n[        UR                  R                  5        [        UR                  R
                  (       + 5        [         R                  " U5      n[        UR                  R                  (       + 5        [        UR                  R
                  5        g )NrQ   rO   rY   rM   Forder)r7   r   r+   flagsc_contiguousf_contiguousr   )rg   rh   a_fortr   a_fort_copys        r=   
test_orderTestCopy.test_order5  s     HHq!fq!f%&$$%AGG((()Aq6Aq6*#6FLL---.))*))*FLL---.ggfoK%%2223!!../r?   c           	      r   [         R                  " S5      n[        [         R                  " [        R
                  " USS95      (       + 5        [        [         R                  " [        R
                  " USS95      5        [        [         R                  " [        R
                  " U5      5      (       + 5        g )NrZ   F)subokT)r   re   r+   isMaskedArrayr7   r   )rg   mxs     r=   
test_subokTestCopy.test_subokF  sl    WWQZB$$RWWRu%=>>?  4!89:B$$RWWR[112r?   r   N)r   r   r   r   rm   r   r   r   r   r?   r=   r   r   +  s    '0"3r?   r   c                       \ rS rSrS r\R                  R                  S/ SQSS// SQS/S	/4/ S
Q/ SQ/S/ SQ/SS// SQ// SQ/4/5      S 5       rS r	S r
S rS rS rS rS rS rSrg)TestAverageiN  c                 p   [         R                  " / SQ5      n[        [        USS9S:H  5        [         R                  " / SQ5      n[        [        USS9S:H  5        / SQn[        [        USS9S:H  5        [         R                  " S5      nSUS	'   S
US'   [        UR                  S5      [        US5      5        [        UR                  S5      [        US5      5        [        SS5      n[        UR                  S5      [        US5      5        [        UR                  S5      [        US5      5        g )Nr   r   r          @      ?r         @)        r  r  r  r   ra   rO   rb   rQ   rZ   )r7   r   r+   r   re   r-   meanr'   )rg   r   r   r   y4y5s         r=   rm   TestAverage.test_basicP  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   )rY   rM   rQ         ?       @)rQ   rO   rZ   )rQ   rz      r   )r        @r	  rQ   rY   )r        @      #@rM   rM   rM   c                    [         R                  " XSS9nUR                  [         R                  " U5      :X  d   e[        Xs5        [         R                  " XUSS9nUR                  [         R                  " U5      :X  d   e[        X5        [         R                  " XUSSS9u  pUR                  [         R                  " U5      :X  d   e[        X5        U	R                  [         R                  " U5      :X  d   e[        X5        g )NTr   keepdims)r   weightsr  )r   r  returnedr  )r7   r   rC   r/   )
rg   xr   expected_avgr  expected_wavgexpected_wsumavgwavgwsums
             r=   test_basic_keepdimsTestAverage.test_basic_keepdimsb  s     jj5yyBHH\22223-zz!$GzzRXXm44444/ZZg)-/
zzRXXm44444/zzRXXm44444/r?   c                    [         R                  " S5      n[         R                  " S5      n[        XS9n[         R                  " S5      S-  R                  5       S-  [         R                  " S5      R                  5       -  n[	        X45        [         R
                  " / SQ/ SQ/5      nSS/n[        XVSS	9n[         R
                  " / S
Q5      n[	        X45        / SQn[        XWSS	9n[         R
                  " SS/5      n[	        X45        [        R                  " [        SS9   [        XWS9  S S S 5        / SQ/ SQ/n[         R
                  " SS/5      n[        [        XXSS	9U5        [        [        XXS9S5        [        S5      R                  [         R                  5      n	[        S5      R                  [         R                  5      n
[        [         R                  " XS9R                   [         R"                  " X5      :H  5        [         R
                  " / SQ5      R%                  SS5      n[         R
                  " / SQ5      R%                  SS5      n[         R                  " XSSS9n[         R
                  " / SQ5      n[        X45        [         R                  " XSSS9n[         R
                  " S/S/S//5      n[        X45        g ! , (       d  f       GN= f)Nr   r  rO   r  r   r   rQ   r   r  r   )r  r  r  r   r        @z:Axis must be specified when shapes of a and weights differmatch)r   r   rO   r  rZ   rO   rY   rM   rY   F)r  r   r  )r   r  r  Tr   r  )r7   r8   r   sumr-   r   pytestraises	TypeErrorr/   r0   r'   astypefloat32float64r+   r   result_typer|   )rg   ywactualdesiredr   w0w1w2r   w3r  s               r=   test_weightsTestAverage.test_weightsy  s!   IIbMIIbM&99R=A%**,r1BIIbM4E4E4GGF,XXy),-Va0((<(F,a0((B8$F, ]]+, B#	, #((B8$72:GDWR,b1!W^^BJJ'!W^^BJJ'

2*00BNN24JJK HHY''1-HHY''1-Aq5A((<(6+Aq4@((RD2$-.6+7, ,s   '
K
K$c                    [         R                  " S5      R                  SSS5      n[         R                  " / SQ5      R                  SSS5      nUS S 2S S 2S4   n[	        USUS9n[         R                  " / SQ5      n[        XE5        US	S S 2S S 24   n[	        US
US9n[         R                  " SS/5      n[        XE5        US S 2SS S 24   n[	        USUS9n[         R                  " SS/5      n[        XE5        [        R                  " [        SS9   [	        USUS9  S S S 5        [        R                  " [        SS9   [	        USUS9  S S S 5        [	        USUS9n[	        USUR                  S9n[        XE5        [	        USUS9n[        UR                  S:H  5        g ! , (       d  f       N= f! , (       d  f       Nn= f)N   rO   rY   )r  r  r        ?r8  r  r  r8  r8  r  r  r  r   ra   )r   r        @r	        "@rQ   rs   g      @g      @rU         @g      @zHShape of weights must be consistent with shape of a along specified axisr!  rP   rb   )r7   r8   r|   r   r   r-   r%  r&  rd   Tr+   r   )rg   r,  r-  subw0r.  r/  subw1subw2s           r=   $test_weight_and_input_dims_different0TestAverage.test_weight_and_input_dims_different  s   IIbM!!!Q*HHEFWQ1 	
 !Q'
7((<(F,!Q'
7((D$<(F,!Q'
7((D$<(F, ]]89 AIu5	9 ]]89 AFE2	9 7!&%'':F, A6q !'9 99 9s   F(F9(
F69
Gc                 b   [         R                  " / SQ/ SQ/5      n[        USS9u  p#[        US5        [        USSS9u  p#[	        U[         R                  " / SQ5      5        [        USSS9u  p#[	        U[         R                  " S	S	/5      5        SS
/n[        XSSS9u  p#[	        U[         R                  " / SQ5      5        / SQn[        XSSS9u  p#[	        U[         R                  " SS/5      5        / SQ/ SQ/n[        XSSS9u  p#[	        U[         R                  " SS/5      5        g )Nr   r   T)r  r   r   )r   r   r   rQ   r  rO   )r  r   r  )r  r  r  r   r  )r7   r   r   r0   r/   )rg   r,  r  sclr0  r1  r2  s          r=   test_returnedTestAverage.test_returned  s   HHi+, 1t,S"1a$/3 671a$/3"b 23 V1q4@3 671q4@3"b 23#1q4@3"b 23r?   c           	          " S S[         R                  5      n[         R                  " SS/SS//5      R                  U5      n[         R                  " SS/SS//5      R                  U5      n[	        [        [         R                  " U5      5      U5        [	        [        [         R                  " X#S95      U5        g )Nc                       \ rS rSrSrg)-TestAverage.test_subclasses.<locals>.subclassi  r   Nr   r   r   r   r   r   r?   r=   subclassrI        r?   rK  rQ   rO   rY   rM   r  )r7   ndarrayr   viewr0   typer   )rg   rK  rh   r-  s       r=   test_subclassesTestAverage.test_subclasses  s    	rzz 	HHq!fq!f%&++H5HHq!fq!f%&++H5T"**Q-((3T"**Q23X>r?   c                    / SQnU Hx  u  p#n[         R                  " SS/SS//US9n[         R                  " SS/SS//US9n[        [         R                  " XVS9R                  [         R                  " U5      5        Mz     g )N))i4rS  f8)rS  f4rT  )rU  rS  rT  )rU  rU  rU  )rU  rT  rT  rQ   rO   rY   rM   r   r  )r7   r   r0   r   r   )rg   typsatwtrtrh   r-  s          r=   test_upcastingTestAverage.test_upcasting  sr    9JBB1a&1a&)4A1a&1a&)4AA177"F r?   c                    [         R                  " [        S5       Vs/ s H  n[        R                  " U5      PM     sn5      n[         R                  " [        S5       Vs/ s H  n[        R                  " S5      PM     sn5      nXDR                  5       -  n[        UR                  S5      [        X$S95        g s  snf s  snf )Nr   rQ   r   r  )	r7   r   rf   decimalDecimalr$  r-   r  r   )rg   r  rh   _r-  s        r=   test_object_dtypeTestAverage.test_object_dtype  s    HH%)<)Qgooa()<=HH%)<)Qgooa()<=	UUWAFF1Iwq'<= =<s    B>" Cc                     [         R                  " [        S5       Vs/ s H  n[        R                  " U5      PM     sn5      n[        U5      nU[        R                  " S5      :X  d   eg s  snf )Nr   z4.5)r7   r   rf   r]  r^  r   )rg   r  rh   ms       r=   test_object_no_weights"TestAverage.test_object_no_weights  sQ    HH%)<)Qgooa()<=AJGOOE**** =s    A-c                     [         R                  " [        SS5      [        SS5      /5      n[        [         R                  " U5      [        SS5      5        g )NrQ   rZ   rY   rO   )r7   r   r   r0   r   ru   s     r=    test_average_class_without_dtype,TestAverage.test_average_class_without_dtype	  s9    HHhq!nhq!n56RZZ]HQN3r?   r   )r   r   r   r   rm   r%  markparametrizer  r4  rA  rE  rP  rZ  r`  rd  rg  r   r   r?   r=   r   r   N  s    8$ [[F
TC5)dVcU	;j
!1&7a&?#i[
2	300".,`("T44?G>+
4r?   r   c                   .   \ rS rSr\R
                  " / SQ5      \R
                  " / SQ5      \R
                  " / SQ5      /r\R
                  " / SQ5      \R
                  " / SQ5      \R
                  " / SQ5      /rSS jrS	 r	S
 r
S rS rS rS rSrg)
TestSelecti  r   r   r{   ry   	   )FFFFTFFFTc                     / n[        [        U5      5       H=  nU[        X!5       VVs/ s H  u  pgXu   (       d  M  Xe   PM     snn=(       d    U/-  nM?     U$ s  snnf r6   )rf   lenzip)rg   condvaluesdefaultoutputrc  VCs           r=   _selectTestSelect._select  sV    s4y!AF(9B(9QTtqt(9BOwiOF " Cs
   A
A
c           	          U R                   nU R                  n[        [        X!SS9U R	                  X!SS95        [        [        U5      S5        [        [        U5      S5        g )N   rv  rY   )choices
conditionsr/   r   rz  r0   rr  rg   r  r  s      r=   rm   TestSelect.test_basic  sT    ,,__
6*rB<<
R<H	J 	S\1%S_a(r?   c                 F   [         R                  " S5      [         R                  " / SQ5      /nS[         R                  " S5      R                  SS5      /n[	        [        X5      [         R                  " S5      5        [        [        S/S/S/S	9R                  S
5        g )NTro  rQ   r7  rM   rY   rM   rY   r   r~  rQ   )	r7   r   r8   r|   r/   r   re   r0   rC   rg   r  r  s      r=   test_broadcastingTestSelect.test_broadcasting&  ss    hhtnbhh/C&DE
biim++Aq126*6HVTFQC!5;;TBr?   c           	      L   [        [        U R                  U R                  S5      R                  [
        R                  5        U R                   Vs/ s H!  oR                  [
        R                  5      PM#     nn[        [        U R                  U5      R                  [
        R                  5        [
        R                  " SSS[
        R                  SS/5      n[
        R                  " U5      n[        [        U/U/5      SSS[
        R                  SS/5        g s  snf )N              ?rQ   rO   rY   rZ   r{   r   )r0   r   r  r  r   r7   rD   r(  int8r   nanisnan)rg   choicer  drc  s        r=   test_return_dtypeTestSelect.test_return_dtype-  s    VDOOT\\2>DD]]	$ 9=Ef==)EVDOOW5;;RWWEHHaArvvq!,-HHQKVQC!%1aA'>? Fs   (D!c                 ^    [        [        [        / / S5        [        [        [        / / 5        g )N              @)r1   rd   r   r   s    r=   test_deprecated_empty TestSelect.test_deprecated_empty9  s     j&"b"5j&"b1r?   c                 L   U R                   nU R                  S S  nUS   R                  [        R                  5      US'   [        [        [        X!5        US   R                  [        R                  5      US'   [        [        [        X!5        [        [        [        X!5        g Nr   )	r  r  r(  r7   int_r1   r'  r   uint8r  s      r=   test_non_bool_deprecation$TestSelect.test_non_bool_deprecation=  su    ,,__Q'
"1,,RWW5
1i="1,,RXX6
1i=i=r?   c                     [         R                  " S/5      /S-  n[         R                  " S/5      /S-  n[        X5        g )NFd   rQ   )r7   r   r   r  s      r=   test_many_argumentsTestSelect.test_many_argumentsF  s8    hhw'(3.
88QC=/C'z#r?   r   Nr   )r   r   r   r   r7   r   r  r  rz  rm   r  r  r  r  r  r   r   r?   r=   rl  rl    s    xx	"xx	"xx	"$G ((01((/0((/02J)C
@2>$r?   rl  c                       \ rS rSrS rS rS rS rS rS r	S r
\R                  R                  S	S
S/5      S 5       rSrg)
TestInsertiM  c           
         / SQn[        [        USS5      / SQ5        [        [        USS5      / SQ5        [        [        U/ SQ/ SQ5      / SQ5        [        [        US/ SQ5      / SQ5        [        [        U/ S	QS
5      / SQ5        [        [        U[        SS S5      S
5      / SQ5        [        [        U/ SQ/ SQ5      / SQ5        [        R                  " SS/[        R
                  S9n[        [        USUS   5      / SQ5        [        [        U/ / 5      U5        [        [        U[        R                  " S/S-  5      S
5      / SQ5        [        [        U[        R                  " / SQ5      S
5      / SQ5        g )Nr   r   rQ   )rQ   rQ   rO   rY   rY   )rQ   rO   rY   rQ   r   )rQ   rQ   rO   rY   rO   rY   )rQ   r`   rY   rn  )rQ   rn  rO   rn  rY   rn  r`   )rn  rQ   rn  rO   rn  rY   r`   rQ   rY   rm  )rQ   ry   rO   r{   rY   rn  r   r  r  r  TrM   )rn  rQ   rn  rO   rn  rY   rn  )TFTF)rn  rQ   rO   rn  rY   )r0   r   slicer7   r   r*  r   s      r=   rm   TestInsert.test_basicO  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$'6VAr2&*VArxx
3Q79NOVArxx(BCQG$	&r?   c                    / SQ/n/ SQ/ SQ/n[        [        USS/5      / SQ5        [        [        US/ SQSS9U5        [        [        USSSS9U5        [        [        USSSS9/ SQ/5        [        R                  " SS/SS/S	S	//5      n[        R                  " SS
5      R                  S	5      R                  S	S	5      n[        R                  " US S 2SS24   [        R                  " SS
5      R                  S	5      R                  S	S	5      R                  US S 2SS24   4SS9n[        [        US/S/S/S	//SS9U5        [        [        US// SQSS9U5        [        [        US/ SQSS9U5        [        [        USS/S/S	//SS9U5        [        R                  " S
5      R                  SS5      n[        [        US S 2S S24   SUS S 2S4   SS9U5        [        [        US S2S S 24   SUSS S 24   SS9U5        [        R                  " S5      R                  S5      n[        [        USUS S 2S S 2S	4   SS9[        USUS S 2S S 2S	4   SS95        [        [        USUS S 2SS S 24   SS9[        USUS S 2SS S 24   SS95        [        [        [        USUS S 2SS S 24   S	S9  [        [        [        USUS S 2SS S 24   SS9  [        R                  " S5      R                  S5      n[        [        USUS S 2S S 2S	4   SS9[        USUS S 2S S 2S	4   SS95        [        [        USUS S 2SS S 24   SS9[        USUS S 2SS S 24   SS95        g )Nr   rN   r   rQ   r   r   rO   )rQ   rQ   rO   rQ   rY   rM   r      r#  r`   rW   )r0   r   r7   r   r8   repeatr|   concatenater=  r1   r&   )rg   rh   rr   r   s        r=   test_multidimTestInsert.test_multidim_  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!eHa1a4q91= IIbM!!),VAq!Aq!G*26Aq!Aq!G*15	7VAq!Aq!G*26Aq!Aq!G*15	7 	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                 0   [         R                  " S5      n[        R                  " [        5         [        U/ SSS9  S S S 5        [        R                  " [        5         [        U/ SSS9  S S S 5        g ! , (       d  f       N>= f! , (       d  f       g = f)NrQ   rO   r   r   nonsense)r7   r   r%  r&  r&   r   r'  ru   s     r=   test_0dTestInsert.test_0d  s`    HHQK]]9%1b!!$ &]]9%1b!*- &% &%%%s   A6 B6
B
Bc                     " S S[         R                  5      n[         R                  " S5      R                  U5      n[	        [        [         R                  " USS/5      U5      5        [	        [        [         R                  " U/ / 5      U5      5        [	        [        [         R                  " USS/SS/5      U5      5        [	        [        [         R                  " U[        SS5      SS/5      U5      5        [	        [        [         R                  " U[        SSS5      / 5      U5      5        [         R                  " S5      R                  U5      n[	        [        [         R                  " USS/5      U5      5        g )	Nc                       \ rS rSrSrg)*TestInsert.test_subclass.<locals>.SubClassi  r   NrJ  r   r?   r=   SubClassr    rL  r?   r  r   r   rQ   rO   rW   r`   )	r7   rM  r8   rN  r+   
isinstancer   r  r   rg   r  rh   s      r=   test_subclassTestInsert.test_subclass  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                     [         R                  " / SQ5      n[         R                  " / SQU/ SQ5        [        U[         R                  " / SQ5      5        g )Nr   rP   rX   )r7   r   r   r0   rg   r  s     r=   test_index_array_copied"TestInsert.test_index_array_copied  s3    HHY
		)Q	*Q+,r?   c                 Z   [         R                  " / SQSS/S9nSn[         R                  " USU5      n[        US   [         R                  " X#R                  S95        S/S-  n[         R                  " USS/U5      n[        USS/   [         R                  " X#R                  S95        g )	N))rQ   rh   )rO   r   )rY   r   )foor   )barS1r   )rM   r  r   rO   rY   )r7   r   r   r/   r   )rg   rh   valr   s       r=   test_structured_array TestInsert.test_structured_array  s    HH3(-8:IIaC 1Q4#WW!=>j1nIIa!Q%1aV9bhhs''&BCr?   c           	         [         R                  " [        5         [        R                  " / SQ[        R
                  " SS/5      SS/5        S S S 5        [         R                  " [        5         [        R                  " / SQ[        R
                  " / [        S9/ 5        S S S 5        g ! , (       d  f       Nc= f! , (       d  f       g = f)NrP   r  r   r      r   )r%  r&  
IndexErrorr7   r   r   floatr   s    r=   test_index_floatsTestInsert.test_index_floats  ss    ]]:&IIi3*!5Bx@ ']]:&IIi"E!:B? '& '&&&s   3B+02B<+
B9<
C
idxrM   r  c                     [         R                  " [        SS9   [        R                  " / SQU/SS/5        S S S 5        g ! , (       d  f       g = f)Nzout of boundsr!  rP   rY   rM   )r%  r&  r  r7   r   )rg   r  s     r=   test_index_out_of_bounds#TestInsert.test_index_out_of_bounds  s2    ]]:_=IIi#A/ >==s   A
Ar   N)r   r   r   r   rm   r  r  r  r  r  r  r%  ri  rj  r  r   r   r?   r=   r  r  M  sQ    & (7T.<-
D@ [[UQG,0 -0r?   r  c                       \ rS rSrS rSrg)TestAmaxi  c                     / SQn[        [        R                  " U5      S5        / SQ/ SQ/ SQ/n[        [        R                  " USS9/ SQ5        [        [        R                  " US	S9/ S
Q5        g )NrY   rM   rZ   r   r]   r         $@rY   r   r;  rM   r  r  ry   r  r   r   r   )r	  r  r;  rQ   )r;  r  r	  )r0   r7   amaxr   s      r=   rm   TestAmax.test_basic  sW    &RWWQZ& 	RWWQQ')9:RWWQQ')9:r?   r   Nr   r   r   r   rm   r   r   r?   r=   r  r    s    ;r?   r  c                       \ rS rSrS rSrg)TestAmini  c                     / SQn[        [        R                  " U5      S5        / SQ/ SQ/ SQ/n[        [        R                  " USS9/ SQ5        [        [        R                  " US	S9/ S
Q5        g )Nr  g      r  r  r  r   r   )r  r  r   rQ   )r  r  r   )r0   r7   aminr   s      r=   rm   TestAmin.test_basic  sU    &RWWQZ& 	RWWQQ'9RWWQQ'9r?   r   Nr  r   r?   r=   r  r    s    :r?   r  c                       \ rS rSrS rSrg)TestPtpi  c                    [         R                  " / SQ5      n[        [         R                  " USS9S5        [         R                  " / SQ/ SQ/ SQ/5      n[        [         R                  " USS9/ SQ5        [        [         R                  " US	S9/ S
Q5        [        [         R                  " USSS9/ SQ/5        [        [         R                  " USSS9S//5        g )Nr  r   r         .@r  r  r  )r  r:  r:  r`   )r   r   r   Tr  ra   r	  )r7   r   r0   ptpr   s      r=   rm   TestPtp.test_basic  s    HH/0RVVAA&-HHm$#% & 	RVVAA&8RVVAB'9RVVAA57HIRVVAFT:cUGDr?   r   Nr  r   r?   r=   r  r    s    
Er?   r  c                       \ rS rSr\R
                  R                  S\R                  \R                  /5      S 5       r
Srg)
TestCumsumi  cumsumc           
         / SQn/ SQ/ SQ/ SQ/n[         R                  [         R                  [         R                  [         R                  [         R
                  [         R                  [         R                  [         R                  [         R                  [         R                  4
 H  n[         R                  " X$5      n[         R                  " X45      n[         R                  " / SQU5      n[        U" USS9U5        [         R                  " / SQ/ SQ/ S	Q/U5      n[        U" USS9U5        [         R                  " / S
Q/ SQ/ SQ/U5      n[        U" USS9U5        M     g )NrQ   rO   r   r
  rz   rZ   rM   rQ   rO   rY   rM   rZ   rz   r{   rn  r   rY   rM   rZ   )rQ   rY   r^   r     #   '   r   r   )rz   ry   r   r^   )   r
        )rQ   rY   rz   r   )rZ   r
  r     )r   r^         rQ   )r7   r  r  int16uint16int32uint32r)  r*  	complex64rD   r   r/   )rg   r  baba2ctyperh   a2tgts           r=   rm   TestCumsum.test_basic  s    $\=9ggrxx299bhhiiRZZmm%E #A#%B((5u=Cvaa0#6((~/?@%ICvbq137((1ABEKCvbq137%r?   r   N)r   r   r   r   r%  ri  rj  r7   r  cumulative_sumrm   r   r   r?   r=   r  r    s5    [[X		23D3D'EF8 G8r?   r  c                       \ rS rSrS rSrg)TestProdi  c                    / SQn/ SQ/ SQ/ SQ/n[         R                  [         R                  [         R                  [         R                  [         R
                  [         R                  [         R                  [         R                  4 H  n[         R                  " X5      n[         R                  " X#5      nUS;   aA  [        [        [         R                  U5        [        [        [         R                  US5        Mv  [        UR                  SS9S	5        [        UR                  SS9[         R                  " / S
QU5      5        [        UR                  SS9[         R                  " / SQU5      5        M     g )Nr  r  r  r  1r   rQ   r   r    g  rp   $   T      r`   )r  b  X  )r7   r  r  r  r  r)  r*  r  rD   r   r1   ArithmeticErrorprodr0   r/   )rg   r  r  r   rh   r  s         r=   rm   TestProd.test_basic  s    $\=9hh		288RYYjj"**bllBMMKE#A#%B
"orww:orwwA>QVVV^U3"2777?#%88,=u#EG"2777#3#%88OU#CEKr?   r   Nr  r   r?   r=   r  r    s    Er?   r  c                       \ rS rSr\R
                  R                  S\R                  \R                  /5      S 5       r
Srg)TestCumprodi  cumprodc           
         / SQn/ SQ/ SQ/ SQ/n[         R                  [         R                  [         R                  [         R                  [         R
                  [         R                  [         R                  [         R                  4 H  n[         R                  " X$5      n[         R                  " X45      nUS;   a3  [        [        X5        [        [        XS5        [        [        X5        Mh  [        U" USS9[         R                  " / S	QU5      5        [        U" US
S9[         R                  " / SQ/ SQ/ SQ/U5      5        [        U" USS9[         R                  " / SQ/ SQ/ SQ/U5      5        M     g )Nr  r  r  r  r  rQ   r`   r   )rQ   rO   r     i(  i  r
  r   )rZ   r7     r  r  )rQ   rO   rz   r  )rZ   r     r  )r   r  r   r  )r7   r  r  r  r  r)  r*  r  rD   r   r1   r  r/   )rg   r  r  r  r   rh   r  s          r=   rm   TestCumprod.test_basic  s#   $\=9hh		288RYYjj"**bllBMMKE#A#%B
"ow:owA>ow:"712#6#%88 -@AF$HI #72A#6#%88\-<->-@AF$HI #72B#7#%88]-?-?-ABG$IJ!Kr?   r   N)r   r   r   r   r%  ri  rj  r7   r  cumulative_prodrm   r   r   r?   r=   r  r    s7    [[YR5G5G(HIJ JJr?   r  c                  2   [         R                  " S5      R                  S5      n [         R                  " SS/SS/SS//SS/SS/SS	///5      n[	        [         R
                  " U SS
S9U5        [         R                  " / SQ/ SQ// SQ/ SQ//5      n[	        [         R                  " U SS
S9U5        [         R                  " S[         R                  S9n[         R                  " SS/SS/SS//[         R                  S9n[         R                  " SS5      R                  S5      n [         R
                  " U SUS
S9  [	        X!5        [         R                  " / SQ5      n[	        [         R                  " [         R                  " SS/5      S
S9U5        g )Nry   rN   r   rQ   rO   rM   rZ   r   r7  T)r   include_initial)rQ   r   r   )rQ   rO   rz   )rQ   rM   r  )rQ   rz   *   rY   rO   r   rz   rT   )r   outr  )rQ   rO   rM   )r  )	r7   r8   r|   r   r/   r  r  rA   r*  )r   expectedr!  s      r=   test_cumulative_include_initialr#  '  s`   
))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s%xx	"H
288QF+TBHr?   c                   D    \ rS rSrS rS rS rS rS rS r	S r
S	 rS
rg)TestDiffiD  c                 2   / SQn[         R                  " / SQ5      n[         R                  " / SQ5      n[         R                  " SS/5      n[        [        U5      U5        [        [        USS9U5        [        [        USS9U5        / S	Qn[         R                  " / S
Q5      n[	        [        U5      U5        / SQn[         R                  " / SQ5      n[         R                  " SS/5      n[        [        U5      U5        [        [        USS9U5        g )N)rQ   rM   rz   r{   r7  )rY   rO   rQ   rZ   )r`   r`   rM   r   rZ   rO   r;   rY   )皙?皙@r  gɿ皙)r(  皙?g	皙?)TTFFro  T)r7   r   r/   r   r-   )rg   r  r!  out2out3s        r=   rm   TestDiff.test_basicF  s    hh|$xx$xxA47C(4Q<.4Q<.'hh,-DGS)&hh+,xxt%47C(4Q<.r?   c                    [         R                  " S5      nSUS S 2SS S2S S 24'   [         R                  " S5      nSUS S 2SS S2S S 24'   [        [	        U5      [         R                  " S5      5        [        [	        USS9[         R                  " S5      5        [        [	        USS9[         R                  " S	5      5        [        [	        USS9U5        [        [	        US
S9U5        [        [        [        USS9  [        [        [        USS9  [         R                  " S[         R                  5      n[        [        [        U5        g )N)r   r  r  rQ   rO   )r      r  r`   )r   r     r   r   )rn  r  r  rW   rY   r  gq?)
r7   rA   re   r/   r   r1   r&   r   r*  rd   )rg   r  exps      r=   	test_axisTestDiff.test_axisY  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$*r?   c                    S[        SSS5      -  nUS S 2S S 2SS 24   US S 2S S 2S S24   -
  nUS S 2S S 2SS 24   US S 2S S 2S S24   -
  nUSS 2S S 2S S 24   US S2S S 2S S 24   -
  nUSS 2S S 2S S 24   US S2S S 2S S 24   -
  n[        [        U5      U5        [        [        USS9U5        [        [        USS	9U5        [        [        USSS
9U5        g )Nr  r   r  rQ   r`   rO   r'  r   r   )r;   r   )r'   r/   r   )rg   r  out1r-  r.  out4s         r=   r   TestDiff.test_ndi  s    b"b!!Aqr{Qq!SbSy\)Aq!"H~Q3B3Y/Q{QssAqy\)AB1H~SbS!QY/47D)4Q<.4?D14QQ/6r?   c           
         [        [        S5      5      n[        [        [        USS9  [        SS5       Vs/ s H  n[	        XS9PM     nnSS/S// / /n[        [	        USS9UL 5        [        [        XC5      SS9 H  u  nu  pV[        [        U5      [        R                  L 5        [        Xe5        [        UR                  [        R                  5        [        [        U5      [!        S[        U5      U-
  5      5        M     g s  snf )NrY   r`   r'  rQ   rZ   r   start)listrf   r1   rd   r   r+   	enumeraters  rO  r7   rM  r/   r0   r   r  rr  max)rg   r  r;   rw  r"  
expected_noutput_ns          r=   test_nTestDiff.test_nt  s    qNj$R0(-a41$q,4FQCR(Q!!")23x3HPQ)R%A%
DNbjj01x41XAs1vz(:;	 *S 5s   Dc                    [         R                  " SS[         R                  S9n[         R                  " SS/SS9[         R                  " S/SS9/nUR	                  [         R                  " / SS9/S-  5        [        USS9 H9  u  p4[        XS	9n[        XT5        [        UR                  UR                  5        M;     g )
Nz
1066-10-13z
1066-10-16r   rQ   timedelta64[D]r   rY   r;  r'  )
r7   r8   
datetime64r   extendr>  r   r/   r0   r   )rg   r  r"  r;   r3  r!  s         r=   
test_timesTestDiff.test_times  s    IIlLFHHaV#34HHaS 01
 	",<=>BC2FAq,Cs(CII. 3r?   c           	         [         R                  " SS/SS/SS/SS/S	S
//SS/SS/SS/SS/SS//S9n[        U5      n[        UR                  S/S/S/S/S//5        [        UR
                  S/S/S/S/S//5        [        [        U5      [        U5      L 5        [        USS9n[        UR                  / / / / / /5        [        UR
                  / / / / / /5        [        [        U5      [        U5      L 5        g )NrQ   rO   rY   rM   rZ   rz   r{   ry   rn  r   FTmaskr'  )r   r   r   r/   r<   rL  r+   rO  )rg   r  r!  r.  s       r=   r  TestDiff.test_subclass  s   HHq!fq!fq!fq!fq"g>!5>D%=!4=4,HI 1g388qcA3aS1#%>?388ugv'+ftfug&? 	@S	T!W$%A|499r2r2r&:;499r2r2r&:;T
d1g%&r?   c           	         [         R                  " S5      S-   n[        [        USS9[         R                  " S5      5        [        [        US/S9[         R                  " S5      5        [        [         R
                  " [         R                  " USS95      U5        [        [        USS/S9[         R                  " S5      5        [         R                  " S5      R                  SS5      n[         R                  " USSS	9nSS/SS//n[        X#5        [         R                  " USS/S//S	9n[        X#5        [         R                  " USSS	9nSS/SS//n[        X#5        [         R                  " USSS//S	9n[        X#5        [        [        [         R                  U[         R                  " S
5      S9  [        [        [        USSS9  g )NrZ   rQ   r   )prependr`   rz   rM   rO   )r   rO  rY   rY   rY   )rO  r   )r7   r8   r/   r   re   r  r|   r1   rd   rA   r&   rg   r  resultr"  s       r=   test_prependTestDiff.test_prepend  sb   IIaL141-rwwqz:4A3/<299RWWQ%:;Q?4B73RWWQZ@IIaL  A&A.FQF#6,aS1#J76,A.FQF#6,aVH56,j"''1bhhv6FGiq!!<r?   c                    [         R                  " S5      n[        USS9n/ SQn[        X#5        [        US/S9n[        X#5        [        USS/S9nUS/-   n[        X#5        [         R                  " S5      R	                  SS5      n[         R                  " USSS9nSS	/SS
//n[        X#5        [         R                  " USS/S//S9n[        X#5        [         R                  " USSS9nSS/SS
//n[        X#5        [         R                  " USSS//S9n[        X#5        [        [        [         R                  U[         R                  " S5      S9  [        [        [        USSS9  g )NrZ   r   )append)rQ   rQ   rQ   rQ   r  rO   rM   rQ   )r   rV  r`   r]   rW   rP  rY   )rV  r   )	r7   r8   r   r/   r|   r1   rd   rA   r&   rQ  s       r=   test_appendTestDiff.test_append  s@   IIaLa"#6,a$6,aA'qc>6,IIaL  A&1-GaW%6,QC!:66,1-FRH%6,QF846,j"''1RXXf5EFiq;r?   r   N)r   r   r   r   rm   r4  r   rB  rH  r  rS  rW  r   r   r?   r=   r%  r%  D  s*    /&+ 	7
<
/'=0<r?   r%  c                       \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 r\R                  R                  S\R"                  " S/5      S//5      S 5       rS rSrg)
TestDeletei  c                     [         R                  " S5      U l        [         R                  " S5      R                  S5      R	                  SSS5      U l        g )NrZ   rO   rQ   )r7   r8   rh   r  r|   nd_ar   s    r=   setup_methodTestDelete.setup_method  s:    1IIaL''*221a;	r?   c                 >   [        U R                  U5      n[        U R                  USS9nSU< 3n[        [	        X R                  U4   5      U R                  US9  [	        USS S 2S4   U R                  SUS4   5      n[        XPR                  SS S 2S4   US9  g )NrQ   r   zDelete failed for obj: )err_msgr   )r   rh   r\  r/   r   )rg   indicesa_delnd_a_delmsgxors         r=   _check_inverse_of_slicing$TestDelete._check_inverse_of_slicing  s    tvvw'$))W15'{38E66'(+<=tvv#&	(x1a($))AwM*BC3		!Q' 2C@r?   c                     / SQn/ SQnU H2  nU H)  nU H   n[        X4U5      nU R                  U5        M"     M+     M4     g )N)rW   r   rQ   rO   rM   rZ   )r]   r`   rQ   rY   )r  rf  )rg   limsstepsr<  stopstepss          r=   test_slicesTestDelete.test_slices  sD    &E!De40A2215 "  r?   c                    U R                  [        R                  " SS/SS//5      5        [        R                  " [
        5         [        U R                  S/5        S S S 5        [        R                  " [
        5         [        U R                  S/5        S S S 5        U R                  / SQ5        U R                  / SQ5        [        R                  " [        5         [        U R                  S5        S S S 5        [        R                  " [        5         [        U R                  S	5        S S S 5        [        R                  " [        5         [        U R                  S	/S
-  5        S S S 5        g ! , (       d  f       GN= f! , (       d  f       N= f! , (       d  f       N= f! , (       d  f       N= f! , (       d  f       g = f)Nr   rQ   rO   r  i)r   r`   rO   rO   )TFFTFTFrM   )	rf  r7   r   r%  r&  r  r   rh   rd   r   s    r=   
test_fancyTestDelete.test_fancy  s   &&rxx!Q!Q0@'AB]]:&466C5! ']]:&466D6" ' 	&&}5&&'HI ]]:&4664  ']]:&4665! ' ]]:&466E7Q;' '&! '&&& '&&& '&s<   E6 F FF*F;6
F
F
F'*
F8;
G	c                 H    U R                  S5        U R                  S5        g )Nr   r  )rf  r   s    r=   test_singleTestDelete.test_single  s    &&q)&&r*r?   c                 ,   [         R                  " S5      n[        R                  " [        5         [        U/ SS9  S S S 5        [        R                  " [        5         [        U/ SS9  S S S 5        g ! , (       d  f       N== f! , (       d  f       g = f)NrQ   r   r   r  )r7   r   r%  r&  r&   r   r'  ru   s     r=   r  TestDelete.test_0d  s\    HHQK]]9%1bq! &]]9%1bz* &% &%%%s   A4B4
B
Bc                     " S S[         R                  5      nU R                  R                  U5      n[	        [        [        US5      U5      5        [	        [        [        U/ 5      U5      5        [	        [        [        USS/5      U5      5        [	        [        [        U[        SS5      5      U5      5        [	        [        [        U[        SS5      5      U5      5        g )Nc                       \ rS rSrSrg)*TestDelete.test_subclass.<locals>.SubClassi	  r   NrJ  r   r?   r=   r  r{  	  rL  r?   r  r   rQ   rO   rW   )r7   rM  rh   rN  r+   r  r   r  r  s      r=   r  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                 H   [         R                  " S5      R                  SSSS9n[        U[	        SS 5      SS9n[        UR                  R                  UR                  R                  5        [        UR                  R                  UR                  R                  5        g )	Nr   rO   rZ   r   r   <   rQ   r   )	r7   r8   r|   r   r  r0   r   r   r   )rg   r_   rc  s      r=   test_array_order_preserve$TestDelete.test_array_order_preserve  ss    IIbM!!!Qc!21eBoA. 	QWW))177+?+?@QWW))177+?+?@r?   c           	         [         R                  " [        5         [        R                  " / SQ[        R
                  " SS/5      5        S S S 5        [         R                  " [        5         [        R                  " / SQ[        R
                  " / [        S95        S S S 5        g ! , (       d  f       Nb= f! , (       d  f       g = f)NrP   r  r   r   )r%  r&  r  r7   r   r   r  r   s    r=   r  TestDelete.test_index_floats  sk    ]]:&IIi3*!56 ']]:&IIi"E!:; '& '&&&s   0B'-1B8'
B58
CindexerrQ   c                    [        U R                  S5      n[        U R                  U5      n[        X#5        [        U R                  SSS9n[        U R                  [        R
                  " S/5      SS9n[        XE5        g )NrQ   r   )r   rh   r0   r\  r7   r   )rg   r  	a_del_intrb  nd_a_del_intrc  s         r=   test_single_item_array!TestDelete.test_single_item_array"  s`    4661%	tvvw'Y&dii3$))RXXqc];\,r?   c           	      P   [        [        R                  " S5      [        R                  " S/5      5      n[	        U[        R                  " S5      5        [        R                  " S5      n[        R                  " S/[
        S9n[        R                  " S/[
        S9n[        X#SS9n[	        X5        [        X$SS9n[	        XS S 2S S24   5        [        R                  " [        5         [        [        R                  " S	5      [        R                  " S/[        S95        S S S 5        [        R                  " [        5         [        [        R                  " S	5      [        R                  " S/S
S95        S S S 5        g ! , (       d  f       Nf= f! , (       d  f       g = f)NrQ   FrY   rQ   r   Tr`   r   r   rO   zm8[ns])
r   r7   re   r   r/   r   r%  r&  r  r   )rg   resr  
false_mask	true_masks        r=   test_single_item_array_non_int)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   -9F5F
F
F%)rh   r\  N)r   r   r   r   r]  rf  ro  rr  ru  r  r  r  r  r%  ri  rj  r7   r   r  r  r   r   r?   r=   rZ  rZ    sl    <A6(*++?A< [[Y1#(<=- >->r?   rZ  c                      \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rS rS r\R                   R#                  S\R&                  \R(                  \R*                  \R,                  /5      S 5       r\R                   R#                  S\R0                  \R2                  \R4                  \R6                  /5      S 5       r\R                   R#                  S\R&                  \R(                  \R*                  \R,                  /5      S 5       r\R                   R#                  S\R0                  \R2                  \R4                  \R6                  /5      S 5       rS rSr g)TestGradientiE  c                    SS/SS//n[         R                  " U5      n[         R                  " SS/SS//5      [         R                  " SS/SS//5      /n[        [        U5      U5        [        [        U5      U5        g )NrQ   rY   rM   r   r  r  r  )r7   r   r/   r   rg   vr  dxs       r=   rm   TestGradient.test_basicG  sv    VaVHHQKhhR2r(+,hhR2r(+,.8A;+8A;+r?   c                    [         R                  " [         R                  " S5      5      n/ SQn[         R                  " S5      R	                  SS5      n[        [         R                  " S5      S5        [        [         R                  " S5      [         R                  " S5      5        [        [         R                  " S5      U5        [        US5        [        U[         R                  " S5      5        [        X2U5        [        X1S5        [        X1SS9  [        [        S	[
        U[         R                  " U/S-  S
S9S5        g )NrZ   )r  r   r  r;        &@   r        ?rO   rQ   r   z.*scalars or 1dr`   )
r7   r  re   r8   r|   r   r   r2   rd   stack)rg   r  	dx_unevenf_2ds       r=   	test_argsTestGradient.test_argsO  s    YYrwwqz")	yy}$$Q* 	1r"1rxx|,1r"srxx}%), 	1 	" 	J(9dBHHbTAXB7	<r?   c           	         [         R                  " S5      R                  SS5      n[         R                  " [         R                  " S5      5      n[        [        [        X[         R                  " S5      5        [        [        [        US[         R                  " S5      5        [        [        [        U[         R                  " S5      [         R                  " S5      5        [        [        [        X5        [        [        [        XSS9  [        [        [        XX"5        [        [        [        USSS5        [        [        [        XUSS9  [        [        [        USSSS9  g )Nr  rZ   rO   rQ   ra   r   )	r7   r8   r|   r  re   r1   rd   r   r'  )rg   r  r  s      r=   test_badargsTestGradient.test_badargsh  s    yy}$$Q*IIbggaj! 	j(DRWWQZ@j(D!RWWQZ@j(D"''!*bggajIi43i4@i4A9i4Aq9i4AA>i4AA>r?   c                     [         R                  " / SQSS9n[         R                  " / SQSS9n[        [        U5      U5        [	        UR
                  [         R
                  " S5      :H  5        g )N)z
1910-08-16z
1910-08-11z
1910-08-10z
1910-08-12z
1910-10-12z
1910-12-12z
1912-12-12zdatetime64[D]r   )r  r]   r      =   i  i  rE  r7   r   r/   r   r+   r   rg   r  r  s      r=   test_datetime64TestGradient.test_datetime64x  sY    HH7!# XX)"$ 	8A;+BHH%5667r?   c                    [         R                  R                  SS/SS//SS/SS//S9n[        U5      S   n[	        [        U5      [        U5      5        [        UR                  UR                  L5        [         R                  R                  S5      n[         R                  R                  US'   [         R                  " USS	9  [        UR                  / S
Q5        g )NrQ   rY   rM   FrK  r   rZ   rO   
edge_order)FFTFF)r7   r   r   r   r0   rO  r+   _maskr8   maskedr/   rL  )rg   r  r!  x2s       r=   test_maskedTestGradient.test_masked  s    EEKK!Q!Q($enuen=  ?qk!nT#YQ( 	syy()UU\\!_1
B1%277$FGr?   c                    [         R                  " SSS5      nUS   US   -
  nSUS-  -  SUS-  -  -   SU-  -   nSUS-  -  SU-  -   S-   n[         R                  " [         R                  " X2SS	9U-  S-
  5      n[	        [         R
                  " US
:  5      S:H  5        [         R                  R                  S5        [         R                  " [         R                  R                  S5      5      nSUS-  -  SUS-  -  -   SU-  -   nSUS-  -  SU-  -   S-   n[         R                  " [         R                  " X1SS	9U-  S-
  5      n[	        [         R
                  " US
:  5      S:H  5        g )Nr   rQ   r   rO   rY   rM   rz   ry   r  gQ?T)	r7   linspaceabsr   r+   r   randomseedsort)rg   r  r  r,  
analytical	num_errors         r=   test_second_order_accurate'TestGradient.test_second_order_accurate  sN   
 KK1b!qTAaD[QJQ!V#a!e+aZ!a%'!+
FFBKK!<zIQNO	y4'(D01 			qGGBII$$R()QJQ!V#a!e+aZ!a%'!+
FFBKK;jHAMN	y4'(D01r?   c           	      j   [         R                  " / SQ5      n[         R                  " US5      UR                  SS5      -   n[         R                  " / SQ5      n[         R                  " S5      n[         R                  " / SQS5      n[         R                  " / SQS5      n[         R                  " / S	QS5      n[         R                  " / S
QS5      nSU4SU44 H  u  p[        USSUS9n
[        XUSUS9n[        XUS US9n[        X5        [        X5        [        U
S   U	R                  5        [        U
S   U	5        [        USSUS9n
[        XSUS9n[        U
R                  UR                  :H  5        [        XR                  5        [        USSUS9n
[        XSUS9n[        U
R                  UR                  :H  5        [        X5        M     SU4SU44 H  u  p[        XUSUS9n
[        XUS US9n[        X5        [        U
S   U	R                  5        [        U
S   U	5        [        XSUS9n
[        XR                  5        [        XSUS9n
[        X5        M     [        XUSSS9n
[        XUSSS9n[        U
S   US   5        [        U
S   US   5        [        U
S   UR                  5        [        U
S   U5        [        XUSSS9n
[        XUSSS9n[        U
S   US   5        [        U
S   US   5        [        U
S   UR                  5        [        U
S   U5        g )N)r   r   r  r  r  r  )rz   rQ   r`   rQ   )r  r8  r  r  r  r:  r   )r   r  r  r  r8  r  )      @r  r  r  r8        )r  r  333333?r8        ?r  )r  r  r  r8  r  g      пrO   r  ra   )r   r  r   rb   )r7   r   tiler|   r8   r   r/   r-   r=  r+   rC   )rg   fx_unevenx_evenfdx_even_ord1fdx_even_ord2fdx_uneven_ord1fdx_uneven_ord2r  exp_resres1res2res3s                r=   test_spacingTestGradient.test_spacing  s   HH,-GGAv2q!1188562 :FC =vF''">G''"A6J &'$6M8J#KJAr:FDAv!'J@DAv!%*>Dt*t*Q3Q1ArjADAA*EDDJJ$**,-ii0ArjADAA*EDDJJ$**,-t-' $L, &'$81o:N#OJA!'J@DA!%*>Dt*Q3Q1AaJGDii0AaJGD. $P  8&QGV&QG47DG,47DG,DG]__5DG_58&QGV&QG47DG,47DG,DG]__5DG_5r?   c           	         SS/SS//n[         R                  " U5      n[         R                  " SS/SS//5      [         R                  " SS/SS//5      /n[        [        USS	9US   5        [        [        USS	9US   5        [        [        US
S	9US   5        [        [        USS	9US   US   /5        [	        [        US S	9US   US   /5        [	        [        US S	9[        U5      5        [        [        USSSS	9US   S-  US   S-  /5        [        [        [        USSSS	9  [        [        [        USS	9  [        [        [        USS	9  g )NrQ   rY   rM   r   r  r  r  r   r   r`   rb   rO   r]   )r7   r   r/   r   r-   r1   r'  r&   r  s       r=   test_specific_axes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qECKA5	7 	i1a;i115i126r?   c                     [         R                  " / SQSS9n[         R                  " / SQSS9n[        [        U5      U5        [	        UR
                  [         R
                  " S5      :H  5        g )N)r  r]   r   r7  r  iA  ,  rE  r   )rO   r{   r{   r  r   w   ir  r  s      r=   test_timedelta64TestGradient.test_timedelta64  sW    HH*"$ XX("$ 	8A;+BHH%5667r?   c                    [         R                  [         R                  [         R                  4 HW  n[         R                  " / SQUS9n[        [        U5      R                  [         R                  " U5      R                  5        MY     g )Nr   r   )	r7   float16r)  r*  r   r0   r   r   r   )rg   dtr  s      r=   test_inexact_dtypes TestGradient.test_inexact_dtypes  sQ    ::rzz2::6B"-A!**BGGAJ,<,<= 7r?   c                    [        [        R                  " S5      SS9  [        [        R                  " S5      SS9  [        [        [         [        R                  " S5      SS9  [        [        [         [        R                  " S5      SS9  [        [        [         [        R                  " S5      SS9  [        [        [         [        R                  " S5      SS9  [        [        [         [        R                  " S5      SS9  g )NrO   rQ   r  rY   r   )r   r7   r8   r1   rd   r   s    r=   test_valuesTestGradient.test_values  s    1!,1!,j(BIIaLQGj(BIIaLQGj(BIIaLQGj(BIIaLQGj(BIIaLQGr?   f_dtypec                 z    [         R                  " / SQUS9n[        U5      n[        US/[	        U5      -  5        g )N)rZ   rM   rY   rO   rQ   r   r`   r7   r   r   r/   rr  )rg   r  r  gs       r=   test_f_decreasing_unsigned_int+TestGradient.test_f_decreasing_unsigned_int  s1     HH_G4QK1rdSVm,r?   c                     [         R                  " U5      R                  n[         R                  " SS/5      n[         R                  " SU/US9n[	        XC5      n[        XRS-   S-  /S-  5        g )NrQ   rY   r`   r   rO   )r7   iinfor?  r   r   r/   )rg   r  maxintr  r  dfdxs         r=   test_f_signed_int_big_jump'TestGradient.test_f_signed_int_big_jump%  s`     '"&&HHaVHHb&\1~4A:!"3!4q!89r?   x_dtypec                     [         R                  " / SQUS9n[         R                  " / SQ5      n[        X25      n[        US/[	        U5      -  5        g )Nr   r   r   rO   rM   rW   r  )rg   r  r  r  r  s        r=   test_x_decreasing_unsigned'TestGradient.test_x_decreasing_unsigned.  s?     HHYg.HHY~4"A/r?   c                    [         R                  " U5      R                  n[         R                  " U5      R                  n[         R                  " SU/US9n[         R                  " US-  S/5      n[        XT5      n[        USS/5        g )Nr`   r   rO   r   r8  )r7   r  minr?  r   r   r/   )rg   r  minintr  r  r  r  s          r=   test_x_signed_int_big_jump'TestGradient.test_x_signed_int_big_jump6  sn     '"&&'"&&HHb&\1HHfk1%&~4#s,r?   c                 d    [         R                  " SS/SS/45      n[        U5      [        L d   eg )NrQ   rO   rY   )r7   r   rO  tuplerg   r  s     r=   test_return_typeTestGradient.test_return_type@  s/    kkAq6Aq6*+CyE!!!r?   r   N)!r   r   r   r   rm   r  r  r  r  r  r  r  r  r  r  r%  ri  rj  r7   r  r  r  uint64r  r  r  r  int64r  r  r  r  r   r   r?   r=   r  r  E  sQ   ,<2? 
8H2(>6@74	8>
H [[Y299)+BII)? @-@-
 [[Y"(()+288)= >:>: [[Y299)+BII)? @0@0 [[Y"(()+288)= >->-"r?   r  c                        \ rS rSrS rS rSrg)	TestAngleiE  c                 h   S[         R                  " S5      S-  S[         R                  " S5      -  S-  -   SSSSSS	/n[        U5      n[         R                  " S
5      [         R                  " S5      S[         R                  S-  [         R                  [         R                  * S-  [         R                  " S
5      * [         R                  [         R                  " S
5      -
  /n[        USS9n[         R
                  " U5      S-  [         R                  -  n[        X#S5        [        XES5        g )N      ?      @rO   r   r  rQ   r`                      ?      y            @r  r  r   T)degr  r
  )r7   sqrtr   arctanpir   r.   )rg   r  r,  yozzos         r=   rm   TestAngle.test_basicG  s    RWWQZ#%RWWQZ!(;;BVW.!HIIi IIcNAruuqy"%%"%%#YYy!!255299Y+?#?A !XXb\C"%%'!!,!!,r?   c                 ,   [         R                  R                  SS[         R                  " S5      S-  S-  /5      n[         R                  R                  US'   [         R                  R                  [         R
                  " S5      S[         R
                  " S5      /5      n[         R                  R                  US'   [        U5      n[        [        U5      [        U5      5        [        UR                  UR                  5        [        X25        g )Nr  rQ   rO         ?      ?r  r   r  )
r7   r   r   r  r  r  r   r0   rO  rL  rg   r  r"  r.  s       r=   r  TestAngle.test_subclassT  s    EEKKBGGAJNf$=>?uu||!55;;		) 4a3HIeellqT&\4>2V[[(--0V&r?   r   N)r   r   r   r   rm   r  r   r   r?   r=   r  r  E  s    -'r?   r  c            	       Z   \ rS rSr\R
                  " / SQ5      r\R                  \5      r	\R                  \
5      r\R                  \5      rS rS rS rS rS rS r\R*                  R-                  S	\R
                  " / S
Q5      \R
                  " / SQ5      \R
                  " / SQ5      /5      S 5       rS rS r\R*                  R-                  SS5      S 5       r\R*                  R-                  SS5      S 5       rS r\R*                  R-                  SS5      S 5       rSrg)TestTrimZerosi_  )r   r   rQ   r   rO   rY   rM   r   c                     ^  SnU 4S jU 5       $ )N)rh   r   r   r  c              3   <   >#    U  H  n[        TU5      v   M     g 7fr6   )getattr).0namerg   s     r=   	<genexpr>'TestTrimZeros.values.<locals>.<genexpr>h  s     ;
d##
s   r   )rg   
attr_namess   ` r=   ru  TestTrimZeros.valuesf  s    )
;
;;r?   c                     [         R                  SS nU R                  5        H  n[        U5      n[	        X2U   5        M     g )NrO   r`   r7   s_ru  r!   r/   rg   slcr   r  s       r=   rm   TestTrimZeros.test_basicj  s6    eeAbk;;=CS/CsH- !r?   c                     [         R                  S S nU R                  5        H  n[        USS9n[	        X2U   5        M     g )Nr`   r   trimr  r  s       r=   test_leading_skipTestTrimZeros.test_leading_skipp  s9    eeCRj;;=CSs+CsH- !r?   c                     [         R                  SS  nU R                  5        H  n[        USS9n[	        X2U   5        M     g )NrO   r   r   r  r  s       r=   test_trailing_skip TestTrimZeros.test_trailing_skipv  s9    eeABi;;=CSs+CsH- !r?   c                     U R                  5        HW  n[        R                  " XR                  S9n[	        USS9n[        U5      S:X  d   e[	        USS9n[        U5      S:X  a  MW   e   g )Nr   Br   r   r  )ru  r7   
zeros_liker   r!   rr  )rg   _arrr   r  r  s        r=   test_all_zeroTestTrimZeros.test_all_zero|  s\    KKMD--JJ7Cc,Dt9>!>c,Dt9>!> "r?   c                 \    [         R                  " S5      n[        U5      n[        X5        g r  r7   rA   r!   r/   rg   r   r  s      r=   test_size_zeroTestTrimZeros.test_size_zero  s     hhqko3$r?   r   )r   l            r   )r   l            r   )r   l            r   c                 \    [         R                  SS n[        U5      n[        X1U   5        g )NrQ   rO   )r7   r  r!   r/   )rg   r   r  r  s       r=   test_overflowTestTrimZeros.test_overflow  s(     eeAajo3C)r?   c                 `    [         R                  " / SQ5      n[        U5      n[        X5        g )N)NrQ   Nr7   r   r!   r/   r/  s      r=   test_no_trimTestTrimZeros.test_no_trim  s!    hh'o3$r?   c                 x    [        U R                  R                  5       5      n[        U[        5      (       d   eg r6   )r!   rh   tolistr  r=  r  s     r=   test_list_to_listTestTrimZeros.test_list_to_list  s)    )#t$$$$r?   r   )r   rQ   rO   rY   r   c                     [         R                  " SU-  5      n[         R                  " USSSS9n[        US S9n[	        X$5        g )NrO   rO   rQ   constantr   )modeconstant_valuesr   )r7   re   padr!   r/   )rg   r   rh   r   r  s        r=   test_nd_basicTestTrimZeros.test_nd_basic  s<    GGD4K FF1f:qA&1"r?   r   rQ   rO   rY   c                     [         R                  " SU-  5      n[        US S9n[        U[         R                  " SU-  5      5        g )NrY   r   r  r.  )rg   r   rh   r  s       r=   test_allzeroTestTrimZeros.test_allzero  s7    HHTD[!&3 56r?   c                     [         R                  " / SQ5      n[        USS9n[        U/ SQ5        [        USS9n[        U/ SQ5        g )N)r   rQ   rO   r   r  r   )rQ   rO   r   r   rP   r6  rg   rh   r  s      r=   test_trim_argTestTrimZeros.test_trim_arg  s<    HH\"%3	*%3	*r?   r!  )front c                     U R                   n[        R                  " [        SS9   [	        X!S9  S S S 5        g ! , (       d  f       g = f)Nz#unexpected character\(s\) in `trim`r!  r   )rh   r%  r&  rd   r!   )rg   r!  r   s      r=   test_unexpected_trim_value(TestTrimZeros.test_unexpected_trim_value  s/    ff]]:-STs& UTTs	   
9
Ar   N)r   r   r   r   r7   r   rh   r(  r  r   complexr   r   r  ru  rm   r"  r%  r+  r0  r%  ri  rj  r3  r7  r;  rD  rI  rM  rR  r   r   r?   r=   r  r  _  s&   
)*A	A	A	A<..."%
 [[	-	 	-	 	-	 	"**
%
% [[V%56# 7# [[V\27 37
+ [[V]3' 4'r?   r  c                   &    \ rS rSrS rS rS rSrg)
TestExtinsi  c                 n    [         R                  " / SQ5      n[        US:  U5      n[        U/ SQ5        g )N)rQ   rY   rO   rQ   rO   rY   rY   rQ   )rY   rO   rO   rY   rY   )r7   r   r   r/   r   s      r=   rm   TestExtins.test_basic  s+    HH*+AE11o.r?   c                   ^ [        [        [        / SQSS/SS/5        [        R                  " / SQ5      m[        T/ SQ/ SQ5        [        T/ S	Q5        [        T[        R                  " S
5      / 5        [        T[        R                  " SS5      5        [        T/ SQSS/5        [        T/ SQ5        [        [        SU4S j5        [        R                  " SS/5      m[        TSS/S5        [        TSS/5        g )Nr   TFr   rQ   )rQ   rM   rY   rO   rZ   ry   r{   )r   rQ   r   rQ   r   rQ   r   rO   rM   rz   )rQ   rO   rY   rM   rZ   rz   r{   r{   ry   )rQ   r   rQ   r   rQ   r   rQ   rn  )ry   rO   rn  rM   ry   rz   rn  z!Cannot insert from an empty arrayc                  "   > [        T / SQ/ 5      $ )N)r   r   r   r   r   rQ   r   )r   rh   s   r=   <lambda>'TestExtins.test_place.<locals>.<lambda>  s    E!-BB$Gr?   12349)
r1   r'  r   r7   r   r/   rA   r8   r2   rd   ru   s    @r=   
test_place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                     [        S5      nUS:  nUR                  5       n[        X!5      n[        XS5        [        XU5        [	        X5        g )Nr   r8  r   )r'   r   r   r   r/   )rg   rh   rL  acr   s        r=   	test_bothTestExtins.test_both  sE    H3wVVXDaqaq1!r?   r   N)r   r   r   r   rm   rb  rf  r   r   r?   r=   rV  rV    s    /
+,"r?   rV  c                 4    U[         R                  " U 5      -  $ r6   mathfloorr  r,  s     r=   _foo1rm    s    tzz!}r?   c                 :    U[         R                  " U 5      -  U-   $ r6   ri  )r  r,  r  s      r=   _foo2ro    s    tzz!}q  r?   c                   (   \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS r S r!S  r"S! r#S" r$S# r%S$ r&S% r'S& r(S' r)S( r*S) r+S* r,S+ r-S, r.S- r/S. r0S/ r1S0r2g1)2TestVectorizei  c                 V    S n[        U5      nU" / SQ/ SQ5      n[        U/ SQ5        g )Nc                     X:  a  X-
  $ X-   $ r6   r   rh   r   s     r=   addsubtract.TestVectorize.test_simple.<locals>.addsubtract      uuur?   r   rY   rz   rn  rQ   rY   rZ   r{   rQ   rz   rQ   rO   r$   r/   rg   ru  r  r  s       r=   test_simpleTestVectorize.test_simple  s)    	 k"lL)1l+r?   c                 R    S n[        U5      nU" / SQS5      n[        U/ SQ5        g )Nc                     X:  a  X-
  $ X-   $ r6   r   rt  s     r=   ru  .TestVectorize.test_scalar.<locals>.addsubtract  rw  r?   rx  rZ   )rZ   ry   rQ   rM   r{  r|  s       r=   test_scalarTestVectorize.test_scalar  s)    	 k"lA1l+r?   c                 r    [         R                  " SSS5      n[        S 5      nU" U5      n[        X15        g )Nr]   rO   '  c                     U $ r6   r   r  s    r=   r]  *TestVectorize.test_large.<locals>.<lambda>      r?   )r7   r  r$   r/   )rg   r  r  r,  s       r=   
test_largeTestVectorize.test_large  s/    KKAu%k"aD1 r?   c                 @   [        [        R                  5      n[        R                  " SS[        R
                  -  [        R
                  S[        R
                  -  S[        R
                  -  /5      nU" U5      n[        R                  " U5      n[        X45        g )Nr   r8  r  rO   )r$   rj  cosr7   r   r  r.   )rg   r  argsr1r2s        r=   
test_ufuncTestVectorize.test_ufunc  sc    dhhxxC"%%KbeeQYGHtWVVD\!")r?   c                    SS jn[        U5      n[        R                  " / SQ5      nU" U5      n[        R                  " / SQ5      n[        XE5        U" US5      n[        R                  " / SQ5      n[        XE5        g )Nc                 
    X-   $ r6   r   rt  s     r=   r  (TestVectorize.test_keywords.<locals>.foo  	    5Lr?   r   r#  rO   rX   r  r$   r7   r   r/   rg   r  r  r  r  r  s         r=   test_keywordsTestVectorize.test_keywords  s`    	 cNxx	"tWXXi 2"tQZXXi 2"r?   c                     [        [        [        /S9nU" [        R                  " S5      S5      nU" [        R                  " S5      5      n[        X#5        g Notypesr  r  r$   rm  r  r7   r8   r/   rg   r  r  r  s       r=    test_keywords_with_otypes_order1.TestVectorize.test_keywords_with_otypes_order1   sB     eUG, ryy~s#ryy~2"r?   c                     [        [        [        /S9nU" [        R                  " S5      5      nU" [        R                  " S5      S5      n[        X#5        g r  r  r  s       r=    test_keywords_with_otypes_order2.TestVectorize.test_keywords_with_otypes_order2*  sB     eUG, ryy~ryy~s#2"r?   c                     [        [        [        /S9nU" [        R                  " S5      5      nU" [        R                  " S5      SS9nU" [        R                  " S5      5      n[        X#5        [        X$5        g )Nr  r  r  r,  r  rg   r  r  r  r3s        r=    test_keywords_with_otypes_order3.TestVectorize.test_keywords_with_otypes_order35  s\     eUG, ryy~ryy~%ryy~2"2"r?   c                     [        [        [        /S9nU" SSS9nU" SSS9nU" S5      n[        U[        SSS95        [        U[        SSS95        [        U[        S5      5        g )Nr  $@r  )r  r`   r  r$   ro  r  r0   r  s        r=   +test_keywords_with_otypes_several_kwd_args19TestVectorize.test_keywords_with_otypes_several_kwd_args1A  sc     eUG, ts^tr]tWRts+,Rtr*+Rt%r?   c           	          [        [        [        /S9nU" SSSS9nU" SSS5      n[        U[        SSSS95        [        U[        SSS5      5        g )	Nr  r  r  r`   )r  r  r,  rQ   rO   rY   r  r  s       r=   +test_keywords_with_otypes_several_kwd_args29TestVectorize.test_keywords_with_otypes_several_kwd_args2N  sT     eUG, #q!QZR34Rq!Q(r?   c                 `    SS K n [        UR                  5        g ! [         a    [        ef = fr  )r  r$   	randrange	ExceptionAssertionError)rg   r  s     r=   test_keywords_no_func_code(TestVectorize.test_keywords_no_func_codeY  s/     		!f&&' 	!  	!s    -c                    S
S jn[        U5      n[        R                  " / SQ5      nU" US9n[        R                  " / SQ5      n[        XE5        U" SUS9n[        XE5        U" USS9n[        R                  " / S	Q5      n[        XE5        g )NrQ   c                 
    X-   $ r6   r   rt  s     r=   r  5TestVectorize.test_keywords2_ticket_2100.<locals>.foof  r  r?   r   r\  r#  )r   rh   rO   r   rX   r  r  r  s         r=   test_keywords2_ticket_2100(TestVectorize.test_keywords2_ticket_2100c  ss    	 cNxx	"YXXi 2"d^2"tq\XXi 2"r?   c                     S n[         R                  " USS/S9nSS/n[        X2" SS// SQS	95        [        X2" SS// SQS
95        [        X2" SS// SQ5      5        g )Nc                     [        U5      nUR                  S5      nU(       a  X0-  UR                  S5      -   nU(       a  M  U$ r  )r=  pop)r  p_pr  s       r=   	mypolyval;TestVectorize.test_keywords3_ticket_2100.<locals>.mypolyvalv  s;    aB&&)Cgq	) "Jr?   r  rQ   )excludedrY   rz   r   r   )r  r  )r  )r7   r$   r/   )rg   r  vpolyvalanss       r=   test_keywords3_ticket_2100(TestVectorize.test_keywords3_ticket_2100t  se    	 <<	S!H=!f3Aq6Y ?@3!Q9 =>3!Q ;<r?   c                 J    [         S 5       n[        U" SS/SS/S9SS/5        g )Nc                  *    SnU  H
  nXU   -  nM     U$ Nr  r   )kwr  _ks      r=   r  3TestVectorize.test_keywords4_ticket_2100.<locals>.f  s!    C"v Jr?   rQ   rO   rY   rM   rt  ry   r{  rg   r  s     r=   test_keywords4_ticket_2100(TestVectorize.test_keywords4_ticket_2100  s3    		 
	 	11v!Q01a&9r?   c                 N    [         S 5       n[        U" SS/SS/5      SS/5        g )Nc                  .    [         R                  " U 5      $ r6   )r7   r  )r  s    r=   r  3TestVectorize.test_keywords5_ticket_2100.<locals>.f  s    771:r?   rQ   rO   rY   rM   ry   r{  r  s     r=   test_keywords5_ticket_2100(TestVectorize.test_keywords5_ticket_2100  s3    		 
	 	1aVaV,q!f5r?   c                 B    S n[        U5      n[        U" 5       S5        g )Nc                      gNrQ   r   r   r?   r=   r  5TestVectorize.test_coverage1_ticket_2100.<locals>.foo      r?   rQ   r{  rg   r  r  s      r=   test_coverage1_ticket_2100(TestVectorize.test_coverage1_ticket_2100  s    	 cN13"r?   c                     S n[        U5      n[        UR                  UR                  5        Sn[        XS9n[        UR                  U5        g )Nc                     U $ )zOriginal documentationr   r  s    r=   r  3TestVectorize.test_assigning_docstring.<locals>.foo      Hr?   zProvided documentation)doc)r$   r0   __doc__)rg   r  r  r  s       r=   test_assigning_docstring&TestVectorize.test_assigning_docstring  sA    	 cNQYY,&c#QYY$r?   c                 n    " S S5      n[        [        U" 5       R                  5      " [        R                  " S5      5      [        R                  " S5      S-  5        [        [        UR                  5      " U" 5       [        R                  " S5      5      [        R                  " S5      S-  5        g )Nc                       \ rS rSrSrS rSrg)9TestVectorize.test_UnboundMethod_ticket_1156.<locals>.Fooi  rO   c                     XR                   -  $ r6   r  ru   s     r=   r  =TestVectorize.test_UnboundMethod_ticket_1156.<locals>.Foo.bar  s    FF{"r?   r   N)r   r   r   r   r   r  r   r   r?   r=   Foor    s    A#r?   r  rn  rO   )r/   r$   r  r7   r8   )rg   r  s     r=   test_UnboundMethod_ticket_1156,TestVectorize.test_UnboundMethod_ticket_1156  st    	# 	# 	9SUYY/		!=99Q<1,	.9SWW-ceRYYq\B99Q<1,	.r?   c                 D   [        S 5      nU" [        R                  " S5      5      nU" [        R                  " SS5      5      n[        S 5      nU" [        R                  " SS5      5      nU" [        R                  " S5      5      n[        X&5        [        X55        g )Nc                     U $ r6   r   r  s    r=   r]  @TestVectorize.test_execution_order_ticket_1487.<locals>.<lambda>      r?   rY   r,  c                     U $ r6   r   r  s    r=   r]  r    r  r?   )r$   r7   r8   r0   )rg   f1res1ares1bf2res2bres2as          r=    test_execution_order_ticket_1487.TestVectorize.test_execution_order_ticket_1487  st    {#299Q< 299S!$%{#299S!$%299Q< U"U"r?   c                 X    [         R                  " S 5      nSn[        X!" U5      5        g )Nc                     U $ r6   r   r  s    r=   r]  7TestVectorize.test_string_ticket_1892.<locals>.<lambda>      1r?   d0123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789)r7   r$   r0   )rg   r  rn  s      r=   test_string_ticket_1892%TestVectorize.test_string_ticket_1892  s#    LL%Q!r?   c                 n   [         R                  [         R                  [         R                  [         R                  [         R
                  [         R                  /nU HS  n[         R                  " / SQUS9n[         R                  " S 5      " U5      nUR                  UR                  :X  a  MS   e   g )Nr   r   c                 
    X -   $ r6   r   r  s    r=   r]  =TestVectorize.test_dtype_promotion_gh_29189.<locals>.<lambda>  s    qur?   )
r7   r  r  r  r  r)  r*  asarrayr$   r   )rg   dtypesr   r  r,  s        r=   test_dtype_promotion_gh_29189+TestVectorize.test_dtype_promotion_gh_29189  so    ((BHHbhh

BJJ

SE

9E2A_-a0A77agg%%% r?   c                    ^ S/m[         U4S j5       nSUl        [        R                  " S5      n[	        U" U5      X"-  5        [        TS   [        U5      5        g )Nr   c                 (   > TS==   S-  ss'   U S-  $ )Nr   rQ   rO   r   )r  _callss    r=   r  #TestVectorize.test_cache.<locals>.f  s    1INI6Mr?   TrZ   )r$   cacher7   r8   r/   r0   rr  )rg   r  r  r  s      @r=   
test_cacheTestVectorize.test_cache  sT    		 
	 IIaL1Q4'VAYA'r?   c                     [         R                  " S 5      nSUl        [         R                  " S5      n[	        U" U5      U5        g )Nc                     U $ r6   r   r  s    r=   r]  +TestVectorize.test_otypes.<locals>.<lambda>  r  r?   r   rZ   )r7   r$   r  r8   r/   rg   r  r  s      r=   test_otypesTestVectorize.test_otypes  s2    LL%IIaL1Q4#r?   c                 b  ^ [         R                  " S5      m[        U4S j[        /S9nU" S 5      R	                  5       TL d   eU" S /5      R	                  5       TL d   e/ SQm[        U4S j[        /S9nU" S 5      R	                  5       TL d   eU" S /5      R	                  5       TL d   eg )NrY   c                    > T$ r6   r   rl  s    r=   r]  8TestVectorize.test_otypes_object_28624.<locals>.<lambda>      r?   r  r   c                    > T$ r6   r   rl  s    r=   r]  r    r  r?   )r7   r8   r$   r   item)rg   r  r,  s     @r=   test_otypes_object_28624&TestVectorize.test_otypes_object_28624  s     IIaLk6(3w||~"""$y~~1$$$k6(3w||~"""$y~~1$$$r?   c                    [        [        R                  " S5      S/S/45        [        [        R                  " S5      S/S/45        [        [        R                  " S5      SS/S/45        [        [        R                  " S5      S/S/45        [        [        R                  " S	5      S/SS/45        [        [        R                  " S
5      / SQS/45        [        [        R                  " S5      S/S/45        [        [        R                  " S5      S/S/45        [        [        R                  " S5      SS/S/45        [        [        R                  " S5      S/S/45        [        [        R                  " S5      S/SS/45        [        [        R                  " S5      / SQS/45        [        [        5         [        R                  " S5        S S S 5        [        [        5         [        R                  " S5        S S S 5        [        [        5         [        R                  " S5        S S S 5        g ! , (       d  f       Nk= f! , (       d  f       NN= f! , (       d  f       g = f)Nz(x)->()r  r   z	(x,y)->()rl  z(x),(y)->()r  z(x)->(y)z(x)->(y),()z(),(a,b,c),(d)->(d,e))r   )rh   r   r   )r  )r  ez(x )->()z( x , y )->(  )z(x),( y) ->()z(  x)-> (y )  z (x)->( y),( )z*(  ), ( a,  b,c )  ,(  d)   ->   (d  ,  e)z
(x)(y)->()z	(x),(y)->z
((x))->(x))r0   nfb_parse_gufunc_signaturer1   rd   r   s    r=   test_parse_gufunc_signature)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 :&''5 ':&''4 ':&''5 '&	 '&&&&&s$   I4I"I$
I
I!$
I2c                 T    S n[        USS9nU" / SQ/ SQ5      n[        U/ SQ5        g )Nc                     X:  a  X-
  $ X-   $ r6   r   rt  s     r=   ru  8TestVectorize.test_signature_simple.<locals>.addsubtract  rw  r?   z	(),()->()	signaturerx  ry  rz  r{  r|  s       r=   test_signature_simple#TestVectorize.test_signature_simple  s+    	 k[9lL)1l+r?   c                 V    S n[        USS9nU" SS/SS//5      n[        USS/5        g )Nc                 "    U R                  5       $ r6   r  r\  s    r=   r  4TestVectorize.test_signature_mean_last.<locals>.mean!  s    668Or?   z(n)->()r+  rQ   rY   rO   rM   r{  )rg   r  r  r  s       r=   test_signature_mean_last&TestVectorize.test_signature_mean_last   s:    	 di01v1v1q!f%r?   c                 ^    S n[        USS9nU" SS/SS//5      n[        USS/SS//5        g )	Nc                 &    X R                  5       -
  $ r6   r1  r\  s    r=   center3TestVectorize.test_signature_center.<locals>.center)  s    vvx<r?   (n)->(n)r+  rQ   rY   rO   rM   r`   r{  )rg   r7  r  r  s       r=   test_signature_center#TestVectorize.test_signature_center(  sC    	  f
31v1v1AwQ01r?   c                     [        S SS9nU" / SQ5      n[        [        U[        5      =(       a    [	        U5      S:H  5        [        US   / SQ5        [        US   / SQ5        g )Nc                     X 4$ r6   r   r  s    r=   r]  :TestVectorize.test_signature_two_outputs.<locals>.<lambda>1      r?   	()->(),()r+  r   rO   r   rQ   )r$   r+   r  r  rr  r/   rg   r  r  s      r=   test_signature_two_outputs(TestVectorize.test_signature_two_outputs0  sP    &+>iL
1e$4Q151Q4+1Q4+r?   c                 d   [        [        R                  SS9nU" SS// SQ5      n[        U/ SQ/ SQ/5        U" SS//// SQ5      n[        U/ SQ/ SQ///5        U" SS/SS/// SQ5      n[        U/ SQ/ SQ// SQ/ SQ//5        U" SS// SQ/ SQ/5      n[        U/ SQ/ SQ// SQ/ SQ//5        g )	Nz(a),(b)->(a,b)r+  rQ   rO   r   rZ  r   r   )r$   r7   r:   r/   rA  s      r=   test_signature_outer"TestVectorize.test_signature_outer7  s    bhh*:;q!fi 1y)45Axj)$1I 67891v1v	*1	95 )957 	8 q!fy),-1	95 )957 	8r?   c                     [        S SS9nU" / SQ5      n[        USS/5        U" / SQ/ SQ/5      n[        USS/SS//5        g )	Nc                     U S S $ Nr`   r   r  s    r=   r]  <TestVectorize.test_signature_computed_size.<locals>.<lambda>H  
    #2r?   z(n)->(m)r+  r   rQ   rO   r#  rY   r{  rA  s      r=   test_signature_computed_size*TestVectorize.test_signature_computed_sizeG  sL    &*=iL1q!f%y)$%11v1v./r?   c                 |    S	S jn[        USS1S9n[        U" / SQ5      / SQ5        [        U" / SQSS9/ SQ5        g )
Nc                 
    X-   $ r6   r   rt  s     r=   r  2TestVectorize.test_signature_excluded.<locals>.fooQ  r  r?   ()->()r   )r,  r  r   r#  r   r  r  r{  r  s      r=   test_signature_excluded%TestVectorize.test_signature_excludedO  s8    	 cX>1Y<31Y!,i8r?   c                     [        S SS/S9nU" / SQ5      n[        UR                  [        R                  " S5      5        [	        U/ SQ5        g )Nc                     U $ r6   r   r  s    r=   r]  5TestVectorize.test_signature_otypes.<locals>.<lambda>Y  r  r?   r9  r*  r,  r  r   )r$   r0   r   r7   r/   rA  s      r=   test_signature_otypes#TestVectorize.test_signature_otypesX  s<    kZLiLQWWbhhy121i(r?   c                    [        [        R                  SS9n[        [        S5         U" SS/5        S S S 5        [        [
        S5         U" SS5        S S S 5        [        [
        S5         U" SS// SQ5        S S S 5        [        [        R                  S	S9n[        [        S5         U" SS5        S S S 5        g ! , (       d  f       N= f! , (       d  f       N= f! , (       d  f       Nk= f! , (       d  f       g = f)
Nz(n),(n)->(n)r+  zwrong number of positionalrQ   rO   zdoes not have enough dimensions$inconsistent size for core dimensionr   rQ  )r$   operatorr9   r2   r'  rd   r  s     r=   test_signature_invalid_inputs+TestVectorize.test_signature_invalid_inputs^  s    hlln= ,HIq!fI J =?aG? !BDq!fi D hllh7 ,HIaG JI JI? ?D D
 JIs/   B?
C.C!,
C2?
C
C!
C/2
D c                 z   [        S SS9n[        [        S5         U" / SQ5        S S S 5        [        S SS9n[        [        S5         U" S	5        S S S 5        [        S
 SS9n[        [        S5         U" S	S/5        S S S 5        g ! , (       d  f       Ni= f! , (       d  f       NN= f! , (       d  f       g = f)Nc                     U S S $ rI  r   r  s    r=   r]  >TestVectorize.test_signature_invalid_outputs.<locals>.<lambda>o  rK  r?   r9  r+  r[  r   c                     U $ r6   r   r  s    r=   r]  ra  t  r  r?   r@  zwrong number of outputsrQ   c                     X 4$ r6   r   r  s    r=   r]  ra  x  r?  r?   rQ  rO   )r$   r2   rd   r  s     r=   test_signature_invalid_outputs,TestVectorize.test_signature_invalid_outputsm  s    &*= BDiLD k[9 -FGaD H &(; -FGq!fI HGD D
 HG HGs#   B

	B6B,

B
B),
B:c                 >   [         R                  " S 5      n[         R                  " SS/[        S9n[	        [
        S5         U" U5        S S S 5        SUl        [        U" U5      U5        [         R                  " S SS	9n[	        [
        S5         U" U5        S S S 5        [         R                  " S
 SSS9n[        U" U5      U5        [         R                  " S SSS9n[        U" U5      U5        [         R                  " S SS	9n[        U" UR                  5      UR                  5        [         R                  " S SSS9n[	        [
        S5         U" U5        S S S 5        g ! , (       d  f       GN&= f! , (       d  f       N= f! , (       d  f       g = f)Nc                     U $ r6   r   r  s    r=   r]  5TestVectorize.test_size_zero_output.<locals>.<lambda>~  r  r?   r   rZ   r   r  r   c                     U $ r6   r   r  s    r=   r]  rh    r  r?   rQ  r+  c                     U $ r6   r   r  s    r=   r]  rh    r  r?   rW  c                     U $ r6   r   r  s    r=   r]  rh    r  r?   r9  c                     U $ r6   r   r  s    r=   r]  rh    r  r?   c                     U /$ r6   r   r  s    r=   r]  rh    s    A3r?   z()->(n)znew output dimensions)	r7   r$   rA   intr2   rd   r  r/   r=  r  s      r=   test_size_zero_output#TestVectorize.test_size_zero_output|  s(   LL%HHaV3' X6aD 7 1Q4#LL9 X6aD 7 LLE1Q4#LL
3G1Q4#LL
;1QSS6133'LL)CH -DEaD FE) 76 76 FEs$   	E+	E=	F+
E:=
F
Fc                     " S S[         R                  5      n[         R                  " / SQ/ SQ/ SQ/5      R                  U5      n[         R                  " / SQ/ SQ/ SQ/5      R                  U5      n[         R                  " [         R
                  S	S
9nU" X#5      n[        [        U5      U5        [        U/ SQ/ SQ/ SQ/5        [         R                  " S 5      nU" X#5      n[        [        U5      U5        [        XRU-  5        g )Nc                       \ rS rSrSrg)/TestVectorize.test_subclasses.<locals>.subclassi  r   NrJ  r   r?   r=   rK  rs    rL  r?   rK  )r  r  r  r  )r  r  r  r   )r  r  r   r9  z(m,m),(m)->(m)r+  )r  r  r   )r  r   r  )r:  r;  r	  c                 
    X-  $ r6   r   rl  s     r=   r]  /TestVectorize.test_subclasses.<locals>.<lambda>  s    r?   )r7   rM  r   rN  r$   matmulr0   rO  )rg   rK  rc  r  matvecr  mults          r=   rP  TestVectorize.test_subclasses  s    	rzz 	 HHl""$ %%)T(^ 	
 HHlL,?@EEhObii3CD1LT!Wh'Q|\BC ||./JT!Wh'QAr?   c                 T    [         R                  S 5       nUR                  S:X  d   eg )Nc                 
    X-   $ r6   r   rt  s     r=   r  #TestVectorize.test_name.<locals>.f2  s	    5Lr?   r  )r7   r$   r   )rg   r  s     r=   	test_nameTestVectorize.test_name  s,    		 
	 {{d"""r?   c                 R    [         S 5       nU" / SQ/ SQ5      n[        U/ SQ5        g )Nc                     X:  a  X-
  $ X-   $ r6   r   rt  s     r=   ru  1TestVectorize.test_decorator.<locals>.addsubtract  s    uuur?   rx  ry  rz  r{  )rg   ru  r  s      r=   test_decoratorTestVectorize.test_decorator  s,    		 
	 l31l+r?   c                 ~    [         S 5       n[        R                  R                  S:  a  UR                  S:X  d   eg g )Nc                     U $ )	Docstringr   r  s    r=   r  'TestVectorize.test_docstring.<locals>.f  s	     Hr?   rO   r  )r$   sysr   optimizer  r  s     r=   test_docstringTestVectorize.test_docstring  s?    		 
	 99!99+++ "r?   c                 j    S n[        US5      n[        R                  " U5      nU" S5      S:X  d   eg )Nc                 
    X-   $ r6   r   rl  s     r=   r  'TestVectorize.test_partial.<locals>.foo  r  r?   rY   rQ   rM   )r   r7   r$   )rg   r  r  vbars       r=   test_partialTestVectorize.test_partial  s2    	 c1o||C Aw!||r?   c                     [        SS/S9S 5       nU" / SQ5      n[        UR                  [        R                  " S5      5        [	        U/ SQ5        UR
                  S:X  d   eg )Nr9  r*  rW  c                     U $ r6   r   r  s    r=   r  8TestVectorize.test_signature_otypes_decorator.<locals>.f  r  r?   r   r  )r$   r0   r   r7   r/   r   rA  s      r=   test_signature_otypes_decorator-TestVectorize.test_signature_otypes_decorator  s[    	Z	<	 
=	 iLQWWbhhy121i(zzS   r?   c                 ~    [        [        5         [        R                  " SS9nS S S 5        g ! , (       d  f       g = f)NrY   )pyfuncr1   r'  r7   r$   )rg   As     r=   test_bad_inputTestVectorize.test_bad_input  s$    9%A&A &%%s   .
<c                     [        [        5         [        R                  " S5      S 5       nS S S 5        g ! , (       d  f       g = f)Nstringc                      g)Nr  r   r   r?   r=   r  +TestVectorize.test_no_keywords.<locals>.foo  s    r?   r  )rg   r  s     r=   test_no_keywordsTestVectorize.test_no_keywords  s1    9%\\(# $ &%%s	   6
Ac                     [        S S/5      nU" S/5      n[        UR                  [        R                  " S5      5        g )Nc                     U $ r6   r   r  s    r=   r]  ?TestVectorize.test_positional_regression_9477.<locals>.<lambda>  r  r?   r*  rO   )r$   r0   r   r7   rA  s      r=   test_positional_regression_9477-TestVectorize.test_positional_regression_9477  s4     {i[1qcFQWWbhhy12r?   c                     Sn[         R                  " / SQSS9n[        [         R                  " S SU/S9" U5      U5        g )Nzdatetime64[ns])z
2024-01-01z
2024-01-02z
2024-01-03r   c                     U $ r6   r   r  s    r=   r]  8TestVectorize.test_datetime_conversion.<locals>.<lambda>  s    !r?   z(i)->(j)rW  )r7   r   r/   r$   )rg   otyper   s      r=   test_datetime_conversion&TestVectorize.test_datetime_conversion  sC     hhA-/2<<z05w88;=>A	Cr?   r   N)3r   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-  r3  r:  rB  rE  rL  rR  rX  r]  rd  ro  rP  r}  r  r  r  r  r  r  r  r  r   r   r?   r=   rq  rq    s    	,	,!*##	#
#&	)!#"=	:6#
%.	#&($% 6D	,&2,8 09)6(#	,,!'3Cr?   rq  c                      \ rS rSr " S S5      r\R                  R                  \(       + SS9\R                  R                  \	SS9\R                  R                  SS\R                  4S	/5      S
 5       5       5       rSrg)	TestLeaksi  c                   .    \ rS rSrSrS r\S 5       rSrg)TestLeaks.Ai  r  c                     gr  r   rg   r  s     r=   boundTestLeaks.A.bound  r  r?   c                      gr  r   )r  s    r=   unboundTestLeaks.A.unbound  s    r?   r   N)	r   r   r   r   itersr  staticmethodr  r   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                    SS K n[        U R                  U5      nUR                  5          [        R
                  " U5      n[        U R                  R                  5       H^  nU R                  5       n[        R                  " [        Xq5      SS5      Ul
        UR                  [        R                  " S5      5      nM`     S n[        [        R
                  " U5      XR-   5        [        S5       H  nUR                  5         M     [        [        R
                  " U5      U5        UR                  5         g ! UR                  5         f = f)Nr   rQ   r   rZ   )gcr  r  disabler  getrefcountrf   r  r7   
frompyfuncr  r8   r0   collectenable)	rg   r  incrr  A_funcrefcountr   rh   r!  s	            r=   test_frompyfunc_leaksTestLeaks.test_frompyfunc_leaks  s     	&


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

 0(;IIKBIIKs   C=D: :Er   N)r   r   r   r   r  r%  ri  skipifr(   r*   rj  r  r  r   r   r?   r=   r  r    s      [[L(1IJ[[!C  E [[\agg, 	E Kr?   r  c                       \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rS rS r\R                   R#                  SS9S 5       rSrg)TestDigitizei  c                     [         R                  " SS5      n[         R                  " SS5      n[        [        X5      [         R                  " S5      5        g )Nri  rZ   r  r
  r7   r8   r/   r   rg   r  binss      r=   test_forwardTestDigitize.test_forward!  s9    IIb!yyQ8A,biim<r?   c                     [         R                  " SSS5      n[         R                  " SSS5      n[        [        X5      [         R                  " S5      5        g )NrZ   ri  r`   r  r
  r  r  s      r=   test_reverseTestDigitize.test_reverse&  s=    IIaR yyB#8A,biim<r?   c                     [        S5      n[        R                  " UR                  5       UR	                  5       S5      n[        [        R                  " [        X5      S:g  5      5        g )Nr   r   r'   r7   r  r  r?  r+   r   r   )rg   r  bins      r=   test_randomTestDigitize.test_random+  sD    Hkk!%%'1557B/x'1,-.r?   c                 z    / SQn/ SQn/ SQn[        [        X5      U5        / SQn[        [        XS5      U5        g )N)rQ   rZ   rM   r   ry   r
  r   )rQ   rZ   r   )rQ   rO   rQ   rY   rO   rY   r   )r   rQ   rQ   rO   rO   rY   r   T)r/   r   )rg   r  r  default_answerright_answers        r=   test_right_basicTestDigitize.test_right_basic0  s6    #.8A,n=,8AT2LAr?   c                     [         R                  " SS5      n[         R                  " SS5      n[        [        XS5      [         R                  " S5      5        g )Nri  rZ   rM   Tr
  r  r  s      r=   test_right_openTestDigitize.test_right_open8  s;    IIb!yyQ8AT2BIIbMBr?   c                     [         R                  " SSS5      n[         R                  " SSS5      n[        [        XS5      [         R                  " S5      5        g )NrZ   ri  r`   rM   Tr
  r  r  s      r=   test_right_open_reverse$TestDigitize.test_right_open_reverse=  s?    IIaR yyB#8AT2BIIbMBr?   c           	          [        S5      n[        R                  " UR                  5       UR	                  5       S5      n[        [        R                  " [        XS5      S:g  5      5        g )Nr   Tr  r  s      r=   test_right_open_random#TestDigitize.test_right_open_randomB  sF    H{{1557AEEGR0x."456r?   c                    / SQn/ SQn[        [        XS5      / SQ5        [        [        XS5      / SQ5        / SQn[        [        XS5      / SQ5        [        [        XS5      / S	Q5        / S
Qn[        [        XS5      / SQ5        [        [        XS5      / SQ5        / SQn[        [        [        X5        / SQn[        [        [        X5        g )N)r`   r   rQ   rO   r   F)r   rO   rY   rY   T)r   r   rO   rY   r   )rY   rO   r   r   )rY   rY   rO   r   r   )r   r   rM   rM   )r   r   r   rM   r   )rQ   rQ   r   rQ   )r/   r   r1   rd   r  s      r=   test_monotonicTestDigitize.test_monotonicG  s    8AU3\B8AT2LA8AU3\B8AT2LA8AU3\B8AT2LAj(A4j(A4r?   c                 l    / SQn/ SQn[        [        [        X5        X!p![        [        [        X5        g )N)rQ   rO   y      @      ?r   )r1   r'  r   r  s      r=   test_casting_errorTestDigitize.test_casting_errorW  s)    i134i13r?   c           	      \    " S S[         R                  5      n[         R                  " S5      R                  U5      n[         R                  " SS5      R                  U5      n[	        [        [        X2S5      U5      (       + 5        [	        [        [        X2S5      U5      (       + 5        g )Nc                       \ rS rSrSrg)(TestDigitize.test_return_type.<locals>.Ai`  r   NrJ  r   r?   r=   r  r  `  rL  r?   r  rZ   rQ   rY   FT)r7   rM  r8   rN  r+   r  r   )rg   r  rh   r   s       r=   r  TestDigitize.test_return_type^  sv    	

 	IIaLa IIaO  #Jxe4a889Jxd3Q778r?   c                 X    Sn[        [        R                  " XS-
  US-   /5      S5        g Nl          rQ   r0   r7   r   r  s     r=   test_large_integers_increasing+TestDigitize.test_large_integers_increasingg  s&    R[[UAEN3Q7r?   z9gh-11022: np._core.multiarray._monoticity loses precisionr  c                 X    Sn[        [        R                  " XS-   US-
  /5      S5        g r  r  r  s     r=   test_large_integers_decreasing+TestDigitize.test_large_integers_decreasingl  s(     R[[UAEN3Q7r?   r   N)r   r   r   r   r  r  r  r  r  r  r  r  r  r  r  r%  ri  xfailr  r   r   r?   r=   r  r    si    =
=
/
BC
C
7
5 498
 [[J  L8L8r?   r  c                        \ rS rSrS rS rSrg)
TestUnwrapit  c                     [        [        SSS[        R                  -  -   /5      SS/5        [	        [        R
                  " [        [        [        S5      S-  5      5      [        R                  :  5      5        g )NrQ   rO   r   r  )r/   r#   r7   r  r+   r   r   r'   r   s    r=   r}  TestUnwrap.test_simplev  sR    61a!bee)m"451v>tF48c>23bee;<=r?   c                 0   [        [        SS/SS9SS/5        [        [        R                  " [        [        [        S5      S-  SS95      S:  5      5        [        R                  " / SQ5      n[        R                  " US5      n[        [        USS9U5        [        R                  " / S	Q5      n[        R                  " US
5      n[        US
S9n[        U/ SQ5        [        US
SS9n[        U/ S	Q5        UR                  UR                  :X  d   eg )NrQ   r      periodrO   r     )r   K         r  )r   r  r  r  r  i     )r   r  r  r  r  r     )r  discont)
r/   r#   r+   r7   r   r   r'   r   modr   )rg   
simple_seqwrap_seq
uneven_seqwrap_uneven
no_discont
sm_disconts          r=   test_periodTestUnwrap.test_period|  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?   r   N)r   r   r   r   r}  r  r   r   r?   r=   r  r  t  s    >5r?   r  O
AllIntegerFloatM)r   rQ   r   c                       \ rS rSrS\S\SS4S jrS\S\SS4S jrS\S\SS4S jrS\S\SS4S	 jr	S\S\SS4S
 jr
Srg)TestFilterwindowsi  r   r  returnNc                    [         R                  " X!S9S   n[        U5      nUS:X  a  [         R                  nO/[         R                  " UR
                  [         R                  5      nUR
                  U:X  d   e[        U[        U5      5        US:  a!  [        U[         R                  " / 5      5        g US:X  a!  [        U[         R                  " S5      5        g [        [         R                  " USS9SS5        g )	Nr   r   r  rQ   r   r         @rM   )r7   r   r   r*  r+  r   r0   r   r/   re   r-   r$  rg   r   r  scalarr-  	ref_dtypes         r=   test_hanningTestFilterwindows.test_hanning  s    !)"-FOC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 15!<r?   c                    [         R                  " X!S9S   n[        U5      nUS:X  a  [         R                  nO/[         R                  " UR
                  [         R                  5      nUR
                  U:X  d   e[        U[        U5      5        US:  a!  [        U[         R                  " / 5      5        g US:X  a!  [        U[         R                  " S5      5        g [        [         R                  " USS9SS5        g )	Nr   r   r  rQ   r   r   g(\@rM   )r7   r   r   r*  r+  r   r0   r   r/   re   r-   r$  r  s         r=   test_hammingTestFilterwindows.test_hamming  s    !)"-FOC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 161=r?   c                    [         R                  " X!S9S   n[        U5      nUS:X  a  [         R                  nO/[         R                  " UR
                  [         R                  5      nUR
                  U:X  d   e[        U[        U5      5        US:  a!  [        U[         R                  " / 5      5        g US:X  a!  [        U[         R                  " S5      5        g [        [         R                  " USS9SS5        g )	Nr   r   r  rQ   r   r   g^)@rM   )r7   r   r   r*  r+  r   r0   r   r/   re   r-   r$  r  s         r=   test_bartlettTestFilterwindows.test_bartlett      !)"-VC<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 161=r?   c                    [         R                  " X!S9S   n[        U5      nUS:X  a  [         R                  nO/[         R                  " UR
                  [         R                  5      nUR
                  U:X  d   e[        U[        U5      5        US:  a!  [        U[         R                  " / 5      5        g US:X  a!  [        U[         R                  " S5      5        g [        [         R                  " USS9SS5        g )	Nr   r   r  rQ   r   r   g=
ףp=@rM   )r7   r   r	   r*  r+  r   r0   r   r/   re   r-   r$  r  s         r=   test_blackmanTestFilterwindows.test_blackman  r(  r?   c                     [         R                  " X!S9S   n[        US5      nUS:X  a  [         R                  nO/[         R                  " UR
                  [         R                  5      nUR
                  U:X  d   e[        U[        U5      5        US:  a!  [        U[         R                  " / 5      5        g US:X  a!  [        U[         R                  " S5      5        g [        [         R                  " USS9SS5        g )	Nr   r   r   r  rQ   r   r   r}  )r7   r   r   r*  r+  r   r0   r   r/   re   r-   r$  r  s         r=   test_kaiserTestFilterwindows.test_kaiser  s    !)"-61C<

Iv||RZZ@Iww)### 	Qq	" A:q"((2,/q[q"''!*-qq 12r:r?   r   )r   r   r   r   strrn  r   r#  r&  r*  r-  r   r   r?   r=   r  r    s    =# =# =$ =*># ># >$ >*>3 >3 >4 >*>3 >3 >4 >*; ; ; ;r?   r  c                   &    \ rS rSrS rS rS rSrg)TestTrapezoidi  c                     [         R                  " SSS5      n[        [         R                  " SUS-  -  5      [         R                  " S[         R
                  -  5      -  SS9n[        USS5        g )	Nr   r,  r  rO   )r  rQ   r{   )r7   r8   r    r3  r  r  r-   )rg   r  r  s      r=   r}  TestTrapezoid.test_simple	  sS    IIc2r"bffS16\*RWWQY-??CHAq!$r?   c                    [         R                  " SSS5      n[         R                  " SSS5      n[         R                  " SSS5      n[         R                  " U5      US   US   -
  -  nUS==   S-  ss'   US==   S-  ss'   [         R                  " U5      US   US   -
  -  nUS==   S-  ss'   US==   S-  ss'   [         R                  " U5      US   US   -
  -  nUS==   S-  ss'   US==   S-  ss'   US S 2S S 4   US S S 2S 4   -   US S S S 24   -   nXtS S 2S S 4   -  R                  SS9nXuS S S 2S 4   -  R                  SS9n	XvS S S S 24   -  R                  SS9n
[	        XqS S 2S S 4   SS	9n[        X5        [	        XrS S S 2S 4   SS	9n[        X5        [	        XsS S S S 24   SS	9n[        X5        [	        XqSS	9n[        X5        [	        XrSS	9n[        X5        [	        XsSS	9n[        X5        g )
Nr   rQ   rY   rO   ry   r^   r`   r   )r  r   )r7   r  	ones_liker$  r    r-   )rg   r  r,  r  wxwywzqqxqyqzr  s               r=   	test_ndim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q$//!D$M2BBQd]##((a(0T1d]##((a(0T4]##((a(0 aQd]+!4A"aT1d]+!4A"aT4]+!4A" a1%A"a1%A"a1%A"r?   c                 r   [         R                  " S5      nX-  nUS:H  n[         R                  R                  X#S9nSn[	        [        XA5      U5        [         R                  R                  XS9n[	        [        XF5      U5        [         R                  R                  XS9n[	        [        X&5      U5        g )NrZ   rO   rK  g      *@)r7   r8   r   r   r-   r    )rg   r  r,  rL  ymr  xms          r=   r  TestTrapezoid.test_masked,	  s     IIaLEAvUU[[[&Ib,a0UU[[[&Ib-q1UU[[[&Ia,a0r?   r   N)r   r   r   r   r}  r>  r  r   r   r?   r=   r1  r1    s    %##J1r?   r1  c                   d   \ rS rSrS rS rS r\R                  R                  S\
R                  \
R                  \
R                  /5      S 5       r\R                  R                  S\
R                  \
R                   \
R"                  \
R$                  \
R&                  /5      S 5       rS rS	rg
)TestSinci=	  c                     [        [        S5      S:H  5        [        [        R                  " SSS5      5      n[	        U[        U5      S5        g )Nr   rQ   r`   r  r{   )r+   r   r7   r  r.   r   rg   r-  s     r=   r}  TestSinc.test_simple?	  s9    Q1RC()!!VAY2r?   c                     SS/n[        [        R                  " U5      5      n[        [        U5      5      n[        [	        U5      5      n[        X#5        [        X$5        g )Nr   r8  )r   r7   r   r=  r  r/   )rg   r  r   r   r   s        r=   test_array_likeTestSinc.test_array_likeE	  sG    H"((1+$q']%(^2"2"r?   c                    [         R                  " S[         R                  S9S-  S:H  n[        U5      n[        UR	                  [         R
                  5      5      n[        X#5        UR                  [         R
                  :X  d   eg )NrM   r   rO   rQ   )r7   r8   r  r   r(  r*  r,   r   )rg   r  r.  r"  s       r=   test_bool_dtypeTestSinc.test_bool_dtypeM	  s^    YYq)A-2a,-)||rzz)))r?   r   c                     [         R                  " SUS9n[        U5      n[        UR                  [         R                  5      5      n[        X45        UR                  [         R                  :X  d   eg NrM   r   )r7   r8   r   r(  r*  r,   r   )rg   r   r  r.  r"  s        r=   test_int_dtypesTestSinc.test_int_dtypesT	  sP    IIau%a,-)||rzz)))r?   c                 x    [         R                  " SUS9n[        U5      R                  UR                  :X  d   eg rP  )r7   r8   r   r   )rg   r   r  s      r=   test_float_dtypesTestSinc.test_float_dtypes\	  s.    
 IIau%Aw}}'''r?   c                     [         R                  " S5      n[        [        U5      [         R                  " S5      5        g )Nr   r  )r7   r  r/   r   r	  r  s     r=   test_float16_underflowTestSinc.test_float16_underflowd	  s'    JJqM 	47BJJsO4r?   r   N)r   r   r   r   r}  rJ  rM  r%  ri  rj  r7   r  r  r  rQ  r  r)  
longdoubler  rD   rT  rW  r   r   r?   r=   rE  rE  =	  s    3#* [[Wrxx299&EF* G* [[ZZR]]BLL"--P(	(5r?   rE  c                       \ rS rSrS rSrg)
TestUniqueij	  c                    [         R                  " / SQ5      n[        [         R                  " [	        U5      / SQ:H  5      5        [        [	        [         R                  " / SQ5      5      [         R                  " S/5      :H  5        / SQn[        [         R                  " [	        U5      / SQ:H  5      5        [         R                  " / SQ5      n[        [         R                  " [	        U5      / SQ:H  5      5        g )	N)	rM   rY   rO   rQ   rQ   rO   rY   rM   r   )r   rQ   rO   rY   rM   )rQ   rQ   rQ   rQ   rQ   rQ   )widgethamr  r  r  r^  )r  r  r^  r]  )      @      @r        ?      $@r   r_  )r  r`  r_  r   )r7   r   r+   r   r"   r  s     r=   r}  TestUnique.test_simplel	  s    HH01vayO345rxx01RXXqc]BC9vay$CCDEHH:;vay$AABCr?   r   N)r   r   r   r   r}  r   r   r?   r=   r[  r[  j	  s    Dr?   r[  c                        \ rS rSrS rS rSrg)TestCheckFiniteiv	  c                     / SQnSS[         R                  /nSS[         R                  /n[         R                  " U5        [	        [
        [         R                  U5        [	        [
        [         R                  U5        g )Nr   rQ   rO   )r7   infr  asarray_chkfiniter1   rd   r   s       r=   r}  TestCheckFinite.test_simplex	  sW    266N266N
Qj""6"6:j""6"6:r?   c                     / SQn[         R                  " US[         R                  S9n[        UR                  [         R                  :H  5        g )Nr   r   )r   r   )r7   rf  r*  r+   r   ru   s     r=   test_dtype_order TestCheckFinite.test_dtype_order	  s4      #RZZ@2::%&r?   r   N)r   r   r   r   r}  ri  r   r   r?   r=   rc  rc  v	  s    ;'r?   rc  c            	          \ rS rSr\R
                  " / SQ/ SQ/ SQ/5      r\R
                  " / SQ/ SQ/ SQ/5      r\R
                  " / SQ/ S	Q/ S
Q/5      r\R
                  " / SQ/ SQ/ SQ/ SQ/ SQ/ SQ/5      r	S r
S rS rS rS rS rS rS r\R&                  R)                  S\R*                  \R,                  \R.                  \R0                  /5      S 5       rSrg)TestCorrCoefi	  )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@)rm  r  p]4?)rn  ro  r  )r  rm  rn  ?'L?(8?4V}?)rm  r  ro  w{,H5?jS,?)rn  ro  r  )h?5#A?)rp  rs  rv  r  toBC,)rq  rt  rw  ry  r  @02v?)rr  ru  rx  rz  r{  r  c                 Z    [        [        R                  " / SQ/ SQ5      SS/SS//5        g )Nr   )rQ   r   rQ   r        )r-   r7   r
   r   s    r=   test_non_arrayTestCorrCoef.test_non_array	  s'    BKK	9= #Yb	2	4r?   c                    [        U R                  5      n[        XR                  5        [	        [
        R                  " [
        R                  " U5      S:*  5      5        [        U R                  U R                  5      n[        X R                  5        [	        [
        R                  " [
        R                  " U5      S:*  5      5        g r  )
r
   r  r-   r  r+   r7   r   r  r(  r  )rg   tgt1tgt2s      r=   r}  TestCorrCoef.test_simple	  sx    D)),rvvd|s*+,'D)),rvvd|s*+,r?   c           	      J   [        5        n[        R                  " S5        [        [        [
        U R                  SS9  UR                  [        5        [        [        U R                  SS9U R                  5        [        [        U R                  U R                  SS9U R                  5        [        [        U R                  SS9U R                  5        [        [        U R                  U R                  SS9U R                  5        S S S 5        g ! , (       d  f       g = f)Nalwaysr`   ddofrY   )r4   warningssimplefilterr3   DeprecationWarningr
   r  filterr-   r  r(  r  rg   sups     r=   	test_ddofTestCorrCoef.test_ddof	  s     C!!(++XtvvBGJJ)*b 9499Eb A499Ma 8$))Da @$))L !  s   D D
D"c           	         [        5        n[        R                  " S5        [        [        [
        U R                  U R                  SS5        [        [        [
        U R                  SS9  UR                  [        5        [        [        U R                  SS9U R                  5        S S S 5        g ! , (       d  f       g = f)Nr  rQ   r   )bias)r4   r  r  r3   r  r
   r  r(  r  r-   r  r  s     r=   	test_biasTestCorrCoef.test_bias	  sx     C!!(++Xtvvtvvq!L+XtvvAFJJ)*a 8$))D !  s   BB22
C c                    [         R                  " / SQ/ SQ/5      n[        U5      n[         R                  " SS/SS//5      n[        X#5        [	        [         R
                  " [         R                  " U5      S:*  5      5        g Nr   r  y               @r  r  r   r  )r7   r   r
   r,   r+   r   r  )rg   r  r  r  s       r=   test_complexTestCorrCoef.test_complex	  s_    HHi./qkhhT
S"I./!rvvc{c)*+r?   c                     [         R                  " / SQ/5      n[         R                  " / SQ/5      n[        [         R                  " X5      [         R                  " SS/SS//5      5        g r  )r7   r   r,   r
   rg   r  r,  s      r=   test_xyTestCorrCoef.test_xy	  sK    HHi[!HHl^$A)288b$Z#r4K+LMr?   c           	         [         R                  " SS9   [         R                  " S[        5        [	        [        [        R                  " / 5      5      [        R                  5        [	        [        [        R                  " / 5      R                  SS5      5      [        R                  " / 5      R                  SS5      5        [	        [        [        R                  " / 5      R                  SS5      5      [        R                  " [        R                  [        R                  /[        R                  [        R                  //5      5        S S S 5        g ! , (       d  f       g = fNTrecordr  r   rO   )
r  catch_warningsr  RuntimeWarningr/   r
   r7   r   r  r|   r   s    r=   
test_emptyTestCorrCoef.test_empty	  s    $$D1!!(N;x5rvv>x(<(<Q(BC!xx|33Aq9;x(<(<Q(BC!xx"&&"&&)9BFFBFF;K(LMO 211   D;E
E'c                 >   SS/SS//n[         R                  " SS9   [        U5      nS S S 5        [        W[         R                  " SS/SS//5      5        [        [         R                  " [         R                  " U5      S:*  5      5        g ! , (       d  f       Nk= f)Ng0.++g}Ô%ITraise)r   r  r}  )r7   errstater
   r.   r   r+   r   r  )rg   r  r   s      r=   test_extremeTestCorrCoef.test_extreme	  su    e_ufo.[[W%A &!!RXXCy3).D%EFrvvayC'() &%s   B
B	test_typec                 n    U R                   R                  U5      n[        X!S9nXR                  :X  d   eg Nr   )r  r(  r
   r   )rg   r  cast_Ar  s       r=   test_corrcoef_dtype TestCorrCoef.test_corrcoef_dtype	  s.    y)v/II%%%r?   r   N)r   r   r   r   r7   r   r  r(  r  r  r~  r}  r  r  r  r  r  r  r%  ri  rj  halfsingledoublerY  r  r   r   r?   r=   rl  rl  	  s    
	-	-	,	.	/A 		,	-	,	.	/A 88	%	$	&	()D 88	I	I	K	M	J	J	LMD4-
ME,N
O* [[[277BIIryy"--*XY& Z&r?   rl  c                      \ rS rSr\R
                  " SS/SS/SS//5      R                  r\R
                  " SS/SS//5      r\R
                  " / SQSS9r	\R
                  " / S	Q5      r
\R
                  " S
/S/S/S/S/S//5      R                  r\R
                  " SS/SS//5      r\R                  " S\R                  S9r\R
                  " / SQ5      r\R
                  " SS/SS//5      r\R                  " S5      r\R
                  " / SQ5      rS rS rS rS rS rS rS rS rS rS r\R>                  RA                  S\RB                  \RD                  \RF                  \RH                  /5      S 5       r%S  r&S!r'g")#TestCovi	  r   rO   rQ   r  r}  )r  r  r   )ndmin)rQ   rM   rQ   r  r   皙?gٿrY   r   )r  r  r  gUUUUUU?gUUUUUU)g&S:?go_?g#~j?gZӼ?gQ|?c                 V    [        [        U R                  5      U R                  5        g r6   )r,   r   x1r  r   s    r=   rm   TestCov.test_basic	  s    DGGdii0r?   c                     [         R                  " / SQ/ SQ/5      n[         R                  " SS/SS//5      n[        [        U5      U5        [        [        U[         R                  " S5      S9U5        g )Nr   r  r  r   r  rY   aweights)r7   r   r,   r   re   )rg   r  r  s      r=   r  TestCov.test_complex	  sW    HHi./hhT
S"I./A$A
3S9r?   c                     [         R                  " / SQ/5      n[         R                  " / SQ/5      n[        [        X5      [         R                  " SS/SS//5      5        g r  )r7   r   r,   r   r  s      r=   r  TestCov.test_xy	  sF    HHi[!HHl^$A	288b$Z#r,C#DEr?   c           	         [         R                  " SS9   [         R                  " S[        5        [	        [        [        R                  " / 5      5      [        R                  5        [	        [        [        R                  " / 5      R                  SS5      5      [        R                  " / 5      R                  SS5      5        [	        [        [        R                  " / 5      R                  SS5      5      [        R                  " [        R                  [        R                  /[        R                  [        R                  //5      5        S S S 5        g ! , (       d  f       g = fr  )
r  r  r  r  r/   r   r7   r   r  r|   r   s    r=   r  TestCov.test_empty	  s    $$D1!!(N;s288B<0"&&9s288B<#7#71#=>!xx|33Aq9;s288B<#7#71#=>!xx"&&"&&)9BFFBFF;K(LMO 211r  c           	      z   [         R                  " SS9   [         R                  " S[        5        [	        [        U R                  SS9[        R                  " [        R                  [        R                  * /[        R                  * [        R                  //5      5        S S S 5        g ! , (       d  f       g = f)NTr  r  rZ   r  )
r  r  r  r  r/   r   r  r7   r   re  r   s    r=   test_wrong_ddofTestCov.test_wrong_ddof
  su    $$D1!!(N;s4773!xx"&&266'):+-66'266):)<  => 211s   BB,,
B:c           	          [        [        U R                  5      [        U R                  SS95        [        R                  " / SQ5      n[        [        U R                  U5      [        U R                  USS95        g )NF)rowvar)g+?g4@?g&S?go_?gJ4?)r,   r   x3r7   r   rg   r,  s     r=   test_1D_rowvarTestCov.test_1D_rowvar
  sO    DGGc$''%&@AHH=>DGGQTWWa)FGr?   c                 z    [        [        U R                  SS9[        R                  " U R                  SS95        g )NrQ   r  )r,   r   r  r7   varr   s    r=   test_1D_varianceTestCov.test_1D_variance
  s&    DGG!,bffTWW1.EFr?   c                 (   [        [        U R                  U R                  S9[        U R                  5      5        [        [        U R
                  U R                  S9U R                  5        [        [        U R
                  U R                  S9U R                  5        U R                  S-   n[        [        [        U R
                  US9  [        R                  " S[        R                  S9n[        [        [        U R
                  US9  [        R                  " S[        R                  S9n[        [        [        U R
                  US9  S[        R                  " S[        R                  S9-  n[        [        [        U R
                  US9  g )N)fweightsr8  rO   rY   r   rO   r`   rY   )r,   r   r  frequencies
x2_repeatsr  r  unit_frequenciesr  r1   r'  r7   re   r  RuntimeErrorrd   )rg   nonintr  s      r=   test_fweightsTestCov.test_fweights
  s   DGGd.>.>?DOO,	.DGGd.>.>?			#DGGd.C.CD			#!!C'idgg?GGF"''*lC1=GGARWW%lC1="''**j#tww;r?   c                    [        [        U R                  U R                  S9U R                  5        [        [        U R                  SU R                  -  S9[        U R                  U R                  S95        [        [        U R                  U R
                  S9U R                  5        [        R                  " S5      n[        [        [        U R                  US9  [        R                  " S5      n[        [        [        U R                  US9  S[        R                  " S5      -  n[        [        [        U R                  US9  g )Nr  r  r  rO   r}  rY   )r,   r   r  r  r  unit_weightsr  r7   re   r1   r  rd   rG  s     r=   test_aweightsTestCov.test_aweights%
  s    DGGdll;TYYGDGGcDLL.@ADGGdll;	=DGGd.?.?@$))LGGFOlC1=GGAJlC1=2771:j#tww;r?   c                    [        [        U R                  U R                  U R                  S9[        U R
                  5      5        [        [        U R                  U R                  U R                  S9U R                  5        [        [        U R                  U R                  U R                  S9U R                  5        [        [        U R                  U R                  U R                  S9U R                  5        [        [        U R                  U R                  SU R                  -  S9[        U R                  U R                  S95        [        [        U R                  U R                  U R                  S9U R                  5        g )N)r  r  r  r  )r,   r   r  r  r  r  r  r  r  r  r  r  r   s    r=   test_unit_fweights_and_aweights'TestCov.test_unit_fweights_and_aweights1
  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                 n    U R                   R                  U5      n[        X!S9nXR                  :X  d   eg r  )r  r(  r   r   )rg   r  cast_x1r  s       r=   test_cov_dtypeTestCov.test_cov_dtypeE
  s.    ''..+'+II%%%r?   c                     [         R                  " S5      n[         R                  " USSS9n[         R                  " UR                  SSS9n[	        X2SS9  g )Nr  r   T)r  r  F)strict)r7   re   r   r=  r,   r  s       r=   test_gh_27658TestCov.test_gh_27658K
  sA    GGFO66!!D1!E26r?   r   N)(r   r   r   r   r7   r   r=  r  r  r  r  r  r  re   r  r  r  r  r  r  rm   r  r  r  r  r  r  r  r  r  r%  ri  rj  r  r  r  rY  r  r  r   r   r?   r=   r  r  	  s   	Aq6Aq6Aq6*	+	-	-B88b#Yb	*+D	/	+B((9%KC53%#useDEGGJ88c4[4+./Dwwq0hh'G88gx(8W*=>?D771:L	:	;B1:F
O>H
G< 
<#( [[[277BIIryy"--*XY& Z&
7r?   r  c                   &    \ rS rSrS rS rS rSrg)Test_I0iR
  c                    [        [        S5      [        R                  " S5      5        [        R                  " / SQ5      n[        R                  " / SQ5      n[        [        U5      U5        [        [        U* 5      U5        [        R                  " SS/SS/S	S
/SS/SS//5      n[        [        U5      [        R                  " SS/SS/SS/SS/SS//5      5        [        R                  " S/5      n[	        UR
                  S5        [        [        R                  " S/5      [        R                  " S/5      5        g )Nr8  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   r0   rC   r/   )rg   r  r"  r(  i0_0s        r=   r}  Test_I0.test_simpleT
  s   sGHH'(	*
 HHIJ88[\BqE8,BrFH-HHx,!:.!:.!:.!:.	0 1
 	qEHHz:.!:.!:.!:.!:.	0 1	2 uubT{TZZ&255";"7r?   c                   ^ [         R                  " S5      m " U4S jS5      n[        [         R                  " U" 5       5      U5      (       d   e[         R                  " T5      n[         R                  " U" 5       5      n[        X#5        g )NrM   c                   6   > \ rS rSr Y R                  rS rSrg)*Test_I0.test_non_array.<locals>.array_likeis
  c                     U $ r6   r   )rg   r   contextreturn_scalars       r=   __array_wrap__9Test_I0.test_non_array.<locals>.array_like.__array_wrap__v
  s    r?   r   N)r   r   r   r   __array_interface__r  r   r\  s   r=   
array_liker  s
  s    "#"7"7r?   r  )r7   r8   r  r  r   r/   )rg   r  r3  r  rh   s       @r=   r~  Test_I0.test_non_arrayp
  s_    IIaL	 	 "&&.
;;;;eeAheeJL!3$r?   c                     [         R                  " SS/5      n[        R                  " [        SS9   [        U5      nS S S 5        g ! , (       d  f       g = f)Nr   y      ?       @z#i0 not supported for complex valuesr!  )r7   r   r%  r&  r'  r   rL  s      r=   r  Test_I0.test_complex
  s9    HHa[!]]9,QRQ%C SRRs   A
Ar   N)r   r   r   r   r}  r~  r  r   r   r?   r=   r  r  R
  s    88% r?   r  c                        \ rS rSrS rS rSrg)
TestKaiseri
  c                    [        [        R                  " [        SS5      5      5        [	        [        SS5      [        R
                  " / 5      5        [	        [        SS5      [        R
                  " SS/5      5        [	        [        SS5      [        R
                  " / SQ5      5        [	        [        SS5      [        R
                  " / S	Q5      5        g )
NrQ   r  r   rO    oF?rZ   )r  vT=?r  r  r  gg?)?YJ?r  r  r   )r+   r7   isfiniter   r-   r   r   s    r=   r}  TestKaiser.test_simple
  s    F1cN+,F1cNHHRL	*F1cNHHj*%=>	@F1cNHH &> ?	@ 	F1g.HH &> ?	@r?   c                     [        SS5        g )NrY   rM   )r   r   s    r=   test_int_betaTestKaiser.test_int_beta
  s    q!r?   r   N)r   r   r   r   r}  r  r   r   r?   r=   r  r  
  s    @r?   r  c                   V    \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rS rS rSrg)TestMeshgridi
  c           
          [        / SQ/ SQ5      u  p[        U[        R                  " / SQ/ SQ/ SQ/ SQ/5      5        [        U[        R                  " / SQ/ SQ/ SQ/ SQ/5      5        g )Nr   rM   rZ   rz   r{   r  )rZ   rZ   rZ   )rz   rz   rz   )r{   r{   r{   r   r/   r7   r   rg   XYs      r=   r}  TestMeshgrid.test_simple
  s\    )\21bhh	(1(1(1(3 4 	5 	1bhh	(1(1(1(3 4 	5r?   c                 f    [        / SQ5      u  n[        U[        R                  " / SQ5      5        g )Nr  r  )rg   r  s     r=   test_single_inputTestMeshgrid.test_single_input
  s!    |$1bhh|45r?   c                 V    / n[        / [        U6 5        [        / [        USS065        g )Nr   F)r/   r   r  s     r=   test_no_inputTestMeshgrid.test_no_input
  s)    2x/2x:E:;r?   c           	          / SQn/ SQn[        XSS9u  p4[        U[        R                  " / SQ/ SQ/ SQ/5      5        [        U[        R                  " / SQ/ SQ/ SQ/5      5        SS	/n[	        [        X5      S
   R
                  S:H  5        [	        [        XSS9S
   R
                  S:H  5        [	        [        XU5      S
   R
                  S:H  5        [	        [        XUSS9S
   R
                  S:H  5        [        [        [         XSS9  g )Nr   r
  ijindexingr   )rO   rO   rO   rO   )rY   rY   rY   rY   ry   rn  r   r  rY   rM   )rM   rY   rO   )rY   rM   rO   notvalid)r   r/   r7   r   r+   rC   r1   rd   )rg   r  r,  r  r  r  s         r=   test_indexingTestMeshgrid.test_indexing
  s    !.1bhh(4(4(6 7 	8 	1bhh(4(4(6 7 	8
 Fq!''612-a066&@Aq!!$**i78q40399YFGj(A:Fr?   c           	          [        / SQ/ SQSS9u  p[        U[        R                  " / SQ/5      5        [        U[        R                  " S/S/S/S//5      5        g )	Nr   r
  TsparserM   rZ   rz   r{   r  r  s      r=   test_sparseTestMeshgrid.test_sparse
  sK    )\$?1bhh	{341bhhaS1#s';<=r?   c                 6    [        [        [        / SQ/ SQSS9  g )Nr   r
  r  )ra  )r1   r'  r   r   s    r=   test_invalid_arguments#TestMeshgrid.test_invalid_arguments
  s     	it	=r?   c                    [         R                  " SS[         R                  S9n[         R                  " SS[         R                  S9n[         R                  " X5      u  p4[        UR                  UR                  :H  5        [        UR                  UR                  :H  5        [         R                  " XSS9u  p4[        UR                  UR                  :H  5        [        UR                  UR                  :H  5        [         R                  " XSS9u  p4[        UR                  UR                  :H  5        [        UR                  UR                  :H  5        g )Nr   r   r   r  T)r   r  )r7   r8   r)  r*  r   r+   r   )rg   r  r,  r  r  s        r=   r  TestMeshgrid.test_return_type
  s     IIa2::.IIb"BJJ/{{1 177"#177"# {{1d+177"#177"# {{1-177"#177"#r?   c                     [         R                  " SS/5      n[         R                  " SS/5      n[         R                  " XSSS9u  p4SUSS S 24'   [        USS S 24   S5        [        US	S S 24   U5        g )
Nr(  r)  gffffff
@g@FT)r   r   r   rQ   )r7   r   r   r0   )rg   r  r  r  r,  s        r=   test_writebackTestMeshgrid.test_writeback
  sk    HHc3Z HHc3Z {{1D9!Q$Qq!tWa Qq!tWa r?   c                 4   [         R                  " S [        SS5       5       6 u  pp4nSn[        UR                  U5        [        UR                  U5        [        UR                  U5        [        UR                  U5        [        UR                  U5        g )Nc              3   .   #    U  H  nS /U-  v   M     g7f)r   Nr   )r  r   s     r=   r  -TestMeshgrid.test_nd_shape.<locals>.<genexpr>
  s     %C{!qcAg{s   rQ   rz   )rO   rQ   rY   rM   rZ   )r7   r   rf   r0   rC   )rg   rh   r   r   r  r#  expected_shapes          r=   test_nd_shapeTestMeshgrid.test_nd_shape
  sm    %CuQ{%CDaA(QWWn-QWWn-QWWn-QWWn-QWWn-r?   c                     [         R                  " S/SS// SQ5      u  pn[        U/ SQ// SQ//5        [        U/ SQ// SQ//5        [        U/ SQ// SQ//5        g )Nr   rQ   rO   rX   r   r   rN   r7   r   r0   r   s       r=   test_nd_valuesTestMeshgrid.test_nd_values
  sW    ++qcAq695aQ)yk23Q)yk23Q)yk23r?   c                     [         R                  " S/SS// SQSS9u  pn[        U/ SQ/ SQ//5        [        U/ SQ/ S	Q//5        [        U/ SQ/ SQ//5        g )
Nr   rQ   rO   rX   r  r  r   r   rN   r2  r   s       r=   test_nd_indexingTestMeshgrid.test_nd_indexing   sV    ++qcAq69tDaQ)Y/01Q)Y/01Q)Y/01r?   r   N)r   r   r   r   r}  r  r  r  r!  r$  r  r)  r/  r3  r6  r   r   r?   r=   r  r  
  s:    	56<
G(>
=$0!.42r?   r  c                   J    \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 rSrg)TestPiecewisei  c           	      |   [        SS/SS/S/5      n[        USS/5        [        SS/SS//S/5      n[        USS/5        [        SS/[        R                  " SS/5      S/5      n[        USS/5        [        SS/[        R                  " SS/5      S/5      n[        USS/5        [        SS/[        R                  " SS/5      /S/5      n[        USS/5        [        SS/SS//S /5      n[        USS/5        [	        [
        S[         SS/SS/// 5        [	        [
        S[         SS/SS/// SQ5        g )	Nr   TFrQ   c                     grI  r   r  s    r=   r]  +TestPiecewise.test_simple.<locals>.<lambda>  s    r?   r`   z1 or 2 functions are expectedr   )r   r/   r7   r   r2   rd   r  s     r=   r}  TestPiecewise.test_simple	  sP   q!ftUmaS11q!f% q!fe}os31q!f% q!fbhhe}5s;1q!f% q!fbhh1v.41q!f% q!frxxA/01#61q!f%q!ft}o}=1q"g&J(G1v	4J(G1v		;r?   c                 N    [        SS/SS/SS//SS/5      n[        USS/5        g )NrQ   rO   TFrY   rM   r   r/   r  s     r=   test_two_conditions!TestPiecewise.test_two_conditions&  s3    q!fe}udm<q!fE1q!f%r?   c                 >    [        S/ SQ/ SQ5      n[        US5        g )NrY   )TFF)rM   rO   r   rM   )r   r0   r  s     r=   $test_scalar_domains_three_conditions2TestPiecewise.test_scalar_domains_three_conditions*  s    a-y9Qr?   c                     [        SS/SS/S/5      n[        USS/5        [        SS/SS/SS/5      n[        USS/5        g )NrQ   rO   TFr   rY   r?  r  s     r=   test_defaultTestPiecewise.test_default.  sR    q!ftUmaS11q!f% q!ftUmaV41q!f%r?   c                 J   [         R                  " S5      n[        XS:  SS/5      n[        UR                  S:H  5        [        US:H  5        Sn[        USS/SS/5      n[        UR                  S:H  5        [        US:H  5        [        U/ SQ/ S	Q5      n[        US5        g )
NrY   rM   r   rZ   TFrQ   rp  r   )r7   r   r   r+   r   r/   r  s      r=   r  TestPiecewise.test_0d7  s    HHQKaQA'!Qa$A/!Q a-y91a r?   c           	      *   Sn[        XS:*  US:  /SS/5      n[        US5        Sn[        XS:*  US:  US:*  -  US:  // SQ5      n[        US5        [        [        S[         XS:*  US:  /S/5        [        [        S[         XS:*  US:  // S	Q5        g )
NrY   rM   r   rZ   r   rO   z2 or 3 functions are expectedrQ   r   )r   r0   r/   r2   rd   r  s      r=   test_0d_comparison TestPiecewise.test_0d_comparisonF  s    aq&!a%1a&1Q aq&1q5Q!V"4a!e<iH1a J(Gq61q5/A3	0J(Gq61q5/<	9r?   c                     [         R                  " S5      n[         R                  " US:  5      n[        X/SS/5      n[        US5        g )NrY   rQ   rO   )r7   r   r   r0   )rg   r  r   r,  s       r=   test_0d_0d_condition"TestPiecewise.test_0d_0d_conditionU  s<    HHQKHHQUOaq!f%Qr?   c                     [         R                  " / SQ/ SQ/5      n[        XS:  US:  // SQ5      n[        U[         R                  " / SQ/ SQ/5      5        g )N)g      g      r  )r8  r  r  r   rO   r  )r}  r}  r}  )r  r  r  )r7   r   r   r/   r  s      r=   test_multidimensional_extrafunc-TestPiecewise.test_multidimensional_extrafunc[  sR    HH(%' (aa%a*51bhh(4(6 7 	8r?   c                      " S S[         R                  5      n[         R                  " S5      R                  U5      n[	        X"S:  US:  // SQ5      n[        [        U5      U5        [        U/ SQ5        g )Nc                       \ rS rSrSrg)/TestPiecewise.test_subclasses.<locals>.subclassic  r   NrJ  r   r?   r=   rK  rU  c  rL  r?   rK  r  r   rM   )r}  r  r  )r}  r}  r  r  r  )r7   rM  r8   rN  r   r0   rO  )rg   rK  r  r  s       r=   rP  TestPiecewise.test_subclassesb  s\    	rzz 	IIbMx(ab&!q&)=9T!Wh'Q./r?   r   N)r   r   r   r   r}  r@  rC  rF  r  rK  rN  rQ  rP  r   r   r?   r=   r9  r9    s/    ;:&&!980r?   r9  c                      \ rS rSrS rS rS rS rS rS r	S r
S	 rS
 r\R                  R                  SSS/5      S 5       rS r\R                  R%                  \(       + SS9S 5       r\R                  R                  SSS//S/5      S 5       r\R                  R                  S\R.                  S   5      S 5       rS rS rSrg)TestBincountik  c                     [         R                  " [         R                  " S5      5      n[        U[         R                  " S5      5        g )NrM   )r7   bincountr8   r/   re   r  s     r=   r}  TestBincount.test_simplem  s*    KK		!%1bggaj)r?   c                     [         R                  " [         R                  " / SQ5      5      n[        U[         R                  " / SQ5      5        g )N)rQ   rZ   rO   rM   rQ   )r   rO   rQ   r   rQ   rQ   )r7   rZ  r   r/   r  s     r=   test_simple2TestBincount.test_simple2q  s-    KK121bhh'9:;r?   c                     [         R                  " S5      n[         R                  " / SQ5      n[         R                  " X5      n[	        X25        g )NrM   )皙?333333?r8  r,  )r7   r8   r   rZ  r/   rg   r  r-  r,  s       r=   test_simple_weightTestBincount.test_simple_weightu  s4    IIaLHH)*KK1 r?   c                     [         R                  " / SQ5      n[         R                  " / SQ5      n[         R                  " X5      n[        U[         R                  " / SQ5      5        g )NrQ   rO   rM   rZ   rO   r`  ra  r8  r,  r`  )r   r`  r8  r   r8  r,  r7   r   rZ  r/   rb  s       r=   test_simple_weight2 TestBincount.test_simple_weight2{  sA    HH_%HH./KK1bhh'ABCr?   c                    [         R                  " / SQ5      n[         R                  " USS9n[        U[         R                  " / SQ5      5        / n[         R                  " USS9n[        U[         R                  " / 5      5        g )N)r   rQ   r   rQ   rQ   rY   	minlength)rO   rY   r   r   rh  r  s      r=   test_with_minlength TestBincount.test_with_minlength  sZ    HH_%KKQ'1bhhy12KKQ'1bhhrl+r?   c                    [         R                  " / SQ5      n[         R                  " USS9n[        U[         R                  " / SQ5      5        [         R                  " USS9n[        U[         R                  " / SQ5      5        g )N)r   rQ   rQ   rO   rO   rY   rY   rO   rl  )rQ   rO   rO   rO   r   rh  r  s      r=   )test_with_minlength_smaller_than_maxvalue6TestBincount.test_with_minlength_smaller_than_maxvalue  sW    HH*+KKQ'1bhh|45KKQ'1bhh|45r?   c                     [         R                  " / SQ5      n[         R                  " / SQ5      n[         R                  " XS5      n[        U[         R                  " / SQ5      5        g )Nrf  rg  ry   )r   r`  r8  r   r8  r,  r   r   rh  rb  s       r=   test_with_minlength_and_weights,TestBincount.test_with_minlength_and_weights  sC    HH_%HH./KKa 1bhh'GHIr?   c                 x    [         R                  " / [        S9n[         R                  " U5      n[	        X5        g r  )r7   r   rn  rZ  r/   r  s      r=   r  TestBincount.test_empty  s'    HHRs#KKN1 r?   c                     [         R                  " / [        S9n[         R                  " USS9n[	        U[         R
                  " S[        S95        g )Nr   rZ   rl  )r7   r   rn  rZ  r/   rA   r  s      r=   test_empty_with_minlength&TestBincount.test_empty_with_minlength  s7    HHRs#KKQ'1bhhq45r?   rm  r   rY   c                 p    [        [        R                  " / US9[        R                  " U[        S95        g )Nrl  r   )r/   r7   rZ  rA   rn  )rg   rm  s     r=   test_empty_listTestBincount.test_empty_list  s%    2;;rY?88IS9	;r?   c                   ^ [         R                  " / [        S9m[        [        SU4S j5        [        [
        SU4S j5        [         R                  " S5      m[        [        SU4S j5        [        [
        SU4S j5        g )	Nr   z"'str' object cannot be interpretedc                  .   > [         R                  " T SS9$ Nfoobarrl  r7   rZ  r  s   r=   r]  <TestBincount.test_with_incorrect_minlength.<locals>.<lambda>      BKKX$Fr?   zmust not be negativec                  .   > [         R                  " T SS9$ Nr`   rl  r  r  s   r=   r]  r        BKKR$@r?   rZ   c                  .   > [         R                  " T SS9$ r  r  r  s   r=   r]  r    r  r?   c                  .   > [         R                  " T SS9$ r  r  r  s   r=   r]  r    r  r?   )r7   r   rn  r2   r'  rd   r8   r  s    @r=   test_with_incorrect_minlength*TestBincount.test_with_incorrect_minlength  sj    HHRs#I@F	H 	J2@	B IIaLI@F	H 	J2@	Br?   r  r  c                    [         R                  " [        R                  " [        R                  5      5      n[         R                  " [        R                  " [        R
                  5      5      n[        S5       H  n[        R                  " / SQ5        M     [        [         R                  " [        R                  " [        R                  5      5      U5        [        [         R                  " [        R                  " [        R
                  5      5      U5        [        S5       H  n[        R                  " / SQ/ SQ5        M      [        [         R                  " [        R                  " [        R                  5      5      U5        [        [         R                  " [        R                  " [        R
                  5      5      U5        g )Nr   r   r   )	r  r  r7   r   intpr  rf   rZ  r0   )rg   intp_refcountdouble_refcountjs       r=   test_dtype_reference_leaks'TestBincount.test_dtype_reference_leaks  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?   valsrO   c                 ,   [         R                  " U5      n[        [        5         [         R                  " U5        S S S 5        [        [        5         [         R                  " U5        S S S 5        g ! , (       d  f       N== f! , (       d  f       g = fr6   )r7   r	  r1   rd   rZ  )rg   r  vals_arrs      r=   test_error_not_1dTestBincount.test_error_not_1d  sW     ::d#:&KK! ':&KK '& '&&&s   A4B4
B
Br  r  c                 |    [         R                  " / SQUS9n[         R                  " U5      n/ SQn[        X45        g )Nr   rQ   rQ   rY   rO   rQ   r{   r   rQ   rY   rQ   rQ   r   r   r   rQ   rh  )rg   r  rh   r.  r"  s        r=   test_gh_28354TestBincount.test_gh_28354  s-    HH*"5Q+6,r?   c                 d    [         R                  " [         R                  " S5      S S S2   5        g )Nr  rO   )r7   rZ  r8   r   s    r=   test_contiguous_handling%TestBincount.test_contiguous_handling  s     
BIIe$SqS)*r?   c                 p     " S S5      nU" 5       n[         R                  " U5      n/ SQn[        X45        g )Nc                       \ rS rSrS rSrg)0TestBincount.test_gh_28354_array_like.<locals>.Ai  c                 L    [         R                  " / SQ[         R                  S9$ )Nr  r   )r7   r   r  r   s    r=   	__array__:TestBincount.test_gh_28354_array_like.<locals>.A.__array__  s    xx 5RYYGGr?   r   N)r   r   r   r   r  r   r   r?   r=   r  r    s    Hr?   r  r  )r7   rZ  r/   )rg   r  rh   r.  r"  s        r=   test_gh_28354_array_like%TestBincount.test_gh_28354_array_like  s1    	H 	H CQ+6,r?   r   N)r   r   r   r   r}  r]  rc  ri  rn  rq  rt  r  ry  r%  ri  rj  r|  r  r  r(   r  r  r7   	typecodesr  r  r  r   r   r?   r=   rX  rX  k  s    *<!D,6J!
6
 [[[1a&1; 2;B" [[L(1IJL KL [[V1vh]3 4 [[T2<<#=>- ?-+-r?   rX  c                       \ rS rSrS rS rS rS rS r\	R                  " \R                  S S S	 // S
QS9S 5       rS rS rS rS rS rS rS rS rS rSrg)
TestInterpi  c           	          [        [        [        S/ / 5        [        [        [        SS/SS/5        [        [        [        SSS/SS/SS9  [        [        [        S/ / SS9  [        [        [        SS/SS/SS9  g )Nr   rQ   rO   r  h  )r1   rd   r   r   s    r=   test_exceptionsTestInterp.test_exceptions  sl    j&!R4j&!aS1a&9j&!aVaVAFj&!RC@j&!aS1a&Er?   c                     [         R                  " SSS5      n[         R                  " SSS5      n[         R                  " SSS5      n[        [         R                  " X1U5      U5        g )Nr   rQ   rZ   rp   )r7   r  r-   r   rg   r  r,  x0s       r=   rm   TestInterp.test_basic  sM    KK1a KK1a [[Ar"BIIbQ/4r?   c           	         [        SS5       GH  n[        R                  " U[        R                  S9n[        R                  " U[        R                  S9n[        R
                  " SSUS-
  U/[        R                  S9nUS S S2   n[        XBU5      n[        XRU5      n[        R
                  " / SQ[        S9nUS S S2   n	[        Xh5        [        Xy5        [        XBUSS9n[        XRUSS9n[        R
                  " / SQ[        S9nUS S S2   n	[        Xh5        [        Xy5        [        XBUS	S
9n[        XRUS	S
9n[        R
                  " / SQ[        S9nUS S S2   n	[        Xh5        [        Xy5        [        XBUSS	S9n[        XRUSS	S9n[        R
                  " / SQ[        S9nUS S S2   n	[        Xh5        [        Xy5        GM     g )NrQ   r   r   r`   r   r   left)r   rQ   rQ   rQ   rO   right)rQ   rQ   rQ   rO   )r  r  )r   rQ   rQ   rO   )	rf   r7   r8   r  re   r   r   r  r0   )
rg   sizexpypincptsdecptsincresdecresinctgtdectgts
             r=   test_right_left_behavior#TestInterp.test_right_left_behavior  s    !RLD4ryy1BRYY/BXXr1dQh5RYYGFDbD\FF+FF+FXXl%8FDbD\F((F3FF3FXXl%8FDbD\F((F!4FF!4FXXl%8FDbD\F((F!<FF!<FXXl%8FDbD\F((A !r?   c                 .   [         R                  " SSS5      n[         R                  " SSS5      nSn[        [         R                  " X1U5      U5        Sn[        [         R                  " X1U5      U5        [         R                  " S5      n[        [         R                  " X1U5      U5        [         R
                  " S5      n[        [         R                  " X1U5      U5        [         R                  n[        [         R                  " X1U5      U5        g )Nr   rQ   rZ   ra  )r7   r  r-   r   r)  r*  r  r  s       r=   test_scalar_interpolation_point*TestInterp.test_scalar_interpolation_point  s    KK1a KK1a BIIbQ/4BIIbQ/4ZZ^BIIbQ/4ZZ^BIIbQ/4VVBIIbQ/4r?   c                 l   / SQn/ SQnSS[         R                  S/n[        [         R                  " XU5      SS[         R                  [         R                  S/5        SS[         R                  S/n[        [         R                  " XU5      SS[         R                  [         R                  S/5        g )NrQ   rO   r  rY   rM   r  rQ   rO   rM   )r7   re  r-   r   r  )rg   r  r  fps       r=    test_non_finite_behavior_exact_x+TestInterp.test_non_finite_behavior_exact_x(  s    BFFABIIaR01a2KLBFFABIIaR01a2KLr?   c                     [        U S5      $ r  rH   r  s    r=   r]  TestInterp.<lambda>2      -1%r?   c                     [        SU 5      $ r  r  r  s    r=   r]  r  3  r  r?   c                 D    [        U [        R                  " U S5      5      $ )NrW   )rH   r7   multiplyr  s    r=   r]  r  4  s    -2;;q"#56r?   )rE   zcomplex-realzcomplex-imagzcomplex-both)paramsidsc                     UR                   $ )z'scale function used by the below tests )param)rg   requests     r=   scTestInterp.sc0  s     }}r?   c           
      t   [        [        R                  " S[        R                  S/U" SS/5      5      U" [        R                  5      5        [        [        R                  " SS[        R                  /U" SS/5      5      U" [        R                  5      5        [        [        R                  " SSS/U" [        R                  S/5      5      U" [        R                  5      5        [        [        R                  " SSS/U" S[        R                  /5      5      U" [        R                  5      5        g)ztest that nans are propagated r8  rQ   r   r   N)r0   r7   r   r  rg   r  s     r=   test_non_finite_any_nan"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           
         [        [        R                  " S[        R                  * [        R                  7/U" SS/5      5      U" [        R                  5      5        [        [        R                  " SSS/U" [        R                  * [        R                  7/5      5      U" [        R                  5      5        [        [        R                  " SSS/U" [        R                  7[        R                  * /5      5      U" [        R                  5      5        [        [        R                  " S[        R                  * [        R                  7/U" SS/5      5      U" S5      5        g)z1Test that interp between opposite infs gives nan r8  r   r   rQ   Nr0   r7   r   re  r  r  s     r=   test_non_finite_infTestInterp.test_non_finite_infF  s    RYYsbffWrvvg$6!";M8NOQSTVTZTZQ[\RYYs1A$6RVVGbffW;M8NOQSTVTZTZQ[\RYYs1A$6RVVGbffW;M8NOQSTVTZTZQ[\ 	RYYsbffWrvvg$6";M8NOQSTVQWXr?   c           
         [        [        R                  " S[        R                  * S/U" [        R                  * S/5      5      U" [        R                  5      5        [        [        R                  " S[        R                  * S/U" [        R                  7S/5      5      U" [        R                  5      5        [        [        R                  " S[        R                  * S/U" S[        R                  * /5      5      U" [        R                  5      5        [        [        R                  " S[        R                  * S/U" S[        R                  7/5      5      U" [        R                  5      5        [        [        R                  " SS[        R                  7/U" [        R                  * S/5      5      U" [        R                  5      5        [        [        R                  " SS[        R                  7/U" [        R                  7S/5      5      U" [        R                  5      5        [        [        R                  " SS[        R                  7/U" S[        R                  * /5      5      U" [        R                  5      5        [        [        R                  " SS[        R                  7/U" S[        R                  7/5      5      U" [        R                  5      5        g)z?Test that interp where both axes have a bound at inf gives nan r8  rQ   r   r   Nr  r  s     r=   test_non_finite_half_inf_xf&TestInterp.test_non_finite_half_inf_xfO  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           
      H   [        [        R                  " S[        R                  * [        R                  * /U" SS/5      5      U" S5      5        [        [        R                  " S[        R                  * S/U" SS/5      5      U" S5      5        [        [        R                  " SS[        R                  7/U" SS/5      5      U" S5      5        [        [        R                  " S[        R                  7[        R                  7/U" SS/5      5      U" S5      5        g)z0Test interp where the x axis has a bound at inf r8  r   r   rQ   Nr0   r7   r   re  r  s     r=   test_non_finite_half_inf_x%TestInterp.test_non_finite_half_inf_xZ  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           
          [        [        R                  " SSS/U" S[        R                  * /5      5      U" [        R                  * 5      5        [        [        R                  " SSS/U" S[        R                  7/5      5      U" [        R                  75      5        [        [        R                  " SSS/U" [        R                  * S/5      5      U" [        R                  * 5      5        [        [        R                  " SSS/U" [        R                  7S/5      5      U" [        R                  75      5        [        [        R                  " SSS/U" [        R                  * [        R                  * /5      5      U" [        R                  * 5      5        [        [        R                  " SSS/U" [        R                  7[        R                  7/5      5      U" [        R                  75      5        g)z0Test interp where the f axis has a bound at inf r8  r   rQ   r   Nr  r  s     r=   test_non_finite_half_inf_f%TestInterp.test_non_finite_half_inf_fa  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           	         [         R                  " SSS5      n[         R                  " SSS5      S[         R                  " SSS5      -   S-  -   nSnUSU-   S-  -   n[        [         R                  " X1U5      U5        SnSn[        [         R                  " X1X%S9U5        S	nSn[        [         R                  " X1X&S
9U5        / SQn/ SQnSS[         R                  S/nSS[         R                  S-   [         R                  S/n[        [         R                  " XU5      U5        / SQn/ SQn/ SQn/ SQn[        [         R                  " XUSS9U5        g )Nr   rQ   rZ   r  ra  r`          @      @r  r   r  r  r         @      ?rM   y              ?iLiViG   r3  r  r   im     iBi^  i)      @      ?y      $@       @      @      @y      @      @)y      @      ?r  y     !@      ?y      @      ?r  y      
@      
@y      @      @y      @      @r  r  )r7   r  r-   r   re  )	rg   r  r,  r  y0r  r  r  r  s	            r=   test_complex_interpTestInterp.test_complex_interpj  s&   KK1a KK1a AAq!(<$<#DD1r6T/!BIIbQ/4BIIbQ:DABIIbQ<eD#rvvq1BIIaR0!44#0'BIIaR<a@r?   c                    [         R                  " SSS5      n[         R                  " SSS5      n[         R                  " S5      n[        [         R                  " X1U5      U5        [         R                  " / SQ5      n[         R                  " / SQ5      n[         R                  " [         R                  " S5      XE5      n[        US5        [        [        U[         R                  5      5        [         R                  " [         R                  " S5      XESS	9n[        US
5        [        [        U[         R                  5      5        g )Nr   rQ   rZ   ra  r  )rQ   r`   rQ   r  rM   r  r8  )	r7   r  r   r-   r   r0   r+   r  r*  )rg   r  r,  r  r  r  r.  s          r=   )test_zero_dimensional_interpolation_point4TestInterp.test_zero_dimensional_interpolation_point  s    KK1a KK1a XXb\BIIbQ/4XXi XXj!288A;/VQ
62::./288C=";VS!
62::./r?   c                     [         R                  " SSS5      n[         R                  " U5      n[        [         R                  " [         R
                  X5      S5        g )Nr   r   g-C6?r  )r7   r8   sinr-   r   r  )rg   r  r  s      r=   test_if_len_x_is_small!TestInterp.test_if_len_x_is_small  s:    YYq"f%VVBZBIIbeeR4c:r?   c           	      8   / SQn/ SQn/ SQn/ SQn[        [        R                  " XUSS9U5        [        R                  " USS9R	                  S	S
5      n[        R                  " USS9R	                  S	S
5      n[        [        R                  " XUSS9U5        g )Nr  r  )rZ   r   rY   rM   )g      @r       !@g      @r  g      
@      @g      @r  r  r   r   rO   r`   ry  )r-   r7   r   r   r|   )rg   r  r  r  r,  s        r=   r  TestInterp.test_period  s~    4#6BIIaR<a@HHQc"**1b1HHQc"**1b1BIIaR<a@r?   r   N)r   r   r   r   r  rm   r  r  r  r%  fixturer7   r*  r  r  r  r  r  r  r  r  r  r  r   r   r?   r=   r  r    s    F5$)L5M ^^


%%6	


YY	]MRA80";
Ar?   r  c            	       P   \ rS rSrS rS rS rS rS r\	R                  R                  S\R                  S   5      S	 5       r\R                  S
    V VVs/ s H  nU[        R                  4PM     snnn \R                   \R                   4\R"                  \R"                  4\R                  \R                  4\R$                  \R$                  4\R&                  " S5      \R                  4/-   r\	R                  R                  SS/\R*                  S4\R,                  S4/5      \	R                  R                  SS/\5      \	R                  R                  / SQ/ SQ5      S 5       5       5       r\R                  S
   \R                  S   -   S-   r\	R                  R                  S\5      S 5       r\	R                  R                  S\5      S 5       r\	R                  R                  S\5      S 5       rS rS rS rS rS r S r!\	R                  R                  S\R,                  S4\"" \R,                  S S!9S"4/5      S# 5       r#S$ r$S% r%S& r&S' r'S( r(S) r)S* r*\	R                  R                  S+S,S-S,//5      \	R                  R                  S./ S/QS09S1 5       5       r+S2 r,\	R                  R                  S3/ S4Q5      S5 5       r-S6 r.S7 r/\	R                  R                  SS8S9/5      \	R                  R                  S:/ S;Q5      S< 5       5       r0S=r1g>s  snnn f )?TestPercentilei  c           
         [         R                  " S5      S-  n[        [         R                  " US5      S5        [        [         R                  " US5      S5        [        [         R                  " US5      S5        [         R                  US	'   [        [         R                  " US5      [         R                  5        [        [         R                  " USS
S9[         R                  5        [        [         R                  " USSS9[         R                  5        [        [         R                  " USS[         R
                  " U5      S9[         R                  5        g )Nry   r8  r   r  r  r   rp   r  rQ   nearestmethodinverted_cdfr  r  )r7   r8   r0   
percentiler  r6  r  s     r=   rm   TestPercentile.test_basic  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~"$,,q/3FF	
r?   c           	         [        S5       Vs/ s H  n[        US5      PM     nn[        R                  " U[        S5      5      n[	        U[        S5      5        [	        [        U5      [        5        [        R                  " U[        S5      5      n[	        U[        SS5      5        [	        [        U5      [        5        [        R                  " U[        S5      5      n[	        U[        SS5      5        [	        [        U5      [        5        [        R                  " U[        S5      /5      n[	        U[        R                  " [        SS5      /5      5        [	        [        U5      [        R                  5        g s  snf )Nry   rO   r   r  r{   rp   rM   )rf   r   r7   r  r0   rO  r   rM  )rg   r   r  r  s       r=   test_fractionTestPercentile.test_fraction  s    %*1X.XXa^X.MM!Xa[)Q$T!Wh'MM!Xc]+QA'T!Wh'MM!Xb\*QA'T!Wh'MM!hrl^,Q(1a.!123T!Wbjj)! /s   Fc                     [         R                  " S5      n[         R                  " USS S S5        [         R                  " USS S SS5        [         R                  " S5      n[         R                  " USS USS5        g )NrZ   Flinearr  )r7   re   r  )rg   r  os      r=   test_apiTestPercentile.test_api  s\    GGAJ
aD$.
aD$x8GGDM
aD!UH5r?   c                 N   [         R                  " / SQSS9n[        [        [         R                  US5        [         R                  " / SQSS9n[        [        [         R                  US5        [         R                  " / SQSS9n[        [        [         R                  US5        g N)y      ?      @y @      ?y?ffffff@Gr   r8  Dr   )r7   r   r1   r'  r  rg   arr_cs     r=   r  TestPercentile.test_complex  sk    =SIis;=SIis;=SIis;r?   c                     [         R                  " / SQ/ SQ/ SQ/ SQ/ SQ/5      n[        [         R                  " USSS9/ SQ5        g )Nr   )rM   rM   rY   rp   r   r   )r7   r   r/   r  r  s     r=   test_2DTestPercentile.test_2D  s<    HHi	! "
 	2==BQ7Cr?   r   r  c                 D   [         R                  " S[         R                  SSS/US9n[         R                  " USSS9n[         R                  R                  U[         R                  5        [         R                  R                  UR                  UR                  5        g )Nr       A@      D@      I@r   r  r  )r7   r	  r  r  testingr0   r   )rg   r   r   r  s       r=   test_linear_nan_1D!TestPercentile.test_linear_nan_1D  sp     jj$dD9Gmm 	

RVV,


		3995r?   r  r  functionquantiler  r!  input_dtypeexpected_dtype)r  weightedr"  )
)r	  Fr  )r	  Tr  )averaged_inverted_cdfF     ;@)closest_observationFr  )interpolated_inverted_cdfFr  )hazenFr,  )weibullF   )r  Fr2  )median_unbiasedFr  )normal_unbiasedFg      ;@c                    [         R                  " U5      n[         R                  " / SQUS9nU(       a  [         R                  " U5      OS n	U[         R                  L a6  U[         R
                  L a  U" S5      n[         R                  R                  n
O[         R                  R                  n
U" XX9S9nU
" XR                  U5      5        US;   a  US:X  aM  [         R                  R                  [         R                  " U5      R                  [         R                  5        g [         R                  R                  [         R                  " U5      R                  [         R                  " U5      5        g [         R                  R                  [         R                  " U5      R                  [         R                  " U5      5        g )N)r  g      4@r   r!  r"  r   z0.4r
  )r	  r-  r  )r7   r   r	  r6  rY  r'  r#  r-   assert_array_almost_equal_nulprO  r0   r*  )rg   r&  r'  r  r*  r"  r(  r)  r   r  test_functionr.  s               r=   test_linear_interpolation(TestPercentile.test_linear_interpolation  s.   0 .1jj7{K'/",,s#T"--'2;;& 'u-JJ::MJJEEM#Hf11(;<<<c!

''

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

''

6(:(@(@(*(=? JJ##BJJv$6$<$<$&HH^$<>r?   c           	          [        [        R                  " [        R                  " SUS9SSS9S5        [        [        R                  " [        R                  " SUS9SSS9S5        g )	Nr   r   rp   lowerr  rM   higherrZ   r0   r7   r  r8   rg   r   s     r=   test_lower_higher TestPercentile.test_lower_higher+  sR    R]]299Ru#=r*1345	7R]]299Ru#=r*2456	8r?   c           	         [        [        R                  " [        R                  " SUS9SSS9S5        [        [        R                  " [        R                  " SUS9S-   S	SS9S
5        [        [        R                  " [        R                  " SUS9SSS9S5        [        [        R                  " [        R                  " SUS9S	SS9S
5        g )Nr   r   3   midpointr  r  rn  rQ   rp   rZ   r
        @r<  r=  s     r=   test_midpointTestPercentile.test_midpoint2  s    R]]299Ru#=r*467:	<R]]299Qe#<q#@"*4678	:R]]299Ru#=r*467:	<R]]299Ru#=r*4678	:r?   c           	          [        [        R                  " [        R                  " SUS9SSS9S5        [        [        R                  " [        R                  " SUS9SSS9S5        g )	Nr   r   rA  r  r  rZ   1   rM   r<  r=  s     r=   test_nearestTestPercentile.test_nearest=  sR    R]]299Ru#=r*3567	9R]]299Ru#=r*3567	9r?   c                 R   [         R                  R                  S5      n[         R                  " US5      n[         R                  R                  X!R                  5       5        [         R                  " US5      n[         R                  R                  X!R                  5       5        g )NrZ   r  r   )r7   r  r'   r  r#  r0   r?  r  )rg   r   r.  s      r=   'test_linear_interpolation_extrapolation6TestPercentile.test_linear_interpolation_extrapolationD  sd    iinnQsC(


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


	2r?   c                     [         R                  " S5      S-  n[        [         R                  " U/ SQ5      / SQ5        g )Nry   r8  )r   r  rp   )r   r   r  )r7   r8   r0   r  r  s     r=   test_sequenceTestPercentile.test_sequenceM  s)    IIaL3R]]1l3^Dr?   c           	      t   [         R                  " S5      R                  SS5      n[        [         R                  " US5      / SQ5        / SQ/ SQ/ SQ/n[        [         R                  " USS	S
9U5        / SQ/ SQ/ SQ/n[        [         R                  " USSS
9[         R
                  " U5      R                  5        [         R                  " S5      R                  SSSS5      n[        [         R                  " US5      R                  S5        [        [         R                  " US5      R                  S5        [        [         R                  " USS	S
9R                  S5        [        [         R                  " USSS
9R                  S5        [        [         R                  " USSS
9R                  S5        [        [         R                  " USSS
9R                  S5        [        [         R                  " USSS
9R                  S5        [        [         R                  " USSS9R                  S5        [        [         R                  " USSS9R                  S5        [        [         R                  " USS	SS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USSSS9R                  S5        g )Nr7  rY   rM   )r  rp   r  )g      @rC  r  )rO   rY   rM   rZ   r
  )ry   rn  r   r
  r   r   )      ?r  rY   )r<  rC  r{   )r  r  r
  rQ   r  rZ   rz   r  rp   r>  )r  rp   r  rH  )rO   rM   rZ   rz   )rO   rY   rZ   rz   rO   )rO   rY   rM   rz   )rY   rY   rZ   rz   r;  r  r   r  )r7   r8   r|   r0   r  r   r=  rC   )rg   r  r0r  s       r=   r4  TestPercentile.test_axisQ  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           	      b   [         R                  " S5      R                  SS5      n[        [         R                  " US5      S5        [        [         R                  " [         R                  " US5      5      5        [         R                  " / SQ5      n[        [         R                  " USSS9U5        [        [         R                  " USSS9R                  UR                  5        [         R                  " / S	Q5      n[        [         R                  " USS
S9U5        [        [         R                  " USS
S9R                  UR                  5        [         R                  " S
5      n[        [         R                  " USUS9S5        [        US5        [         R                  " S5      n[        [         R                  " USSUS9U5        [        XB5        [         R                  " S5      n[        [         R                  " USS
US9U5        [        XC5        [         R                  " S5      R                  SS5      n[        [         R                  " USSS9S5        [        [         R                  " [         R                  " US5      5      5        [         R                  " / SQ5      n[         R                  " USSSS9n[        XR5        [        UR                  UR                  5        [         R                  " / SQ5      n[         R                  " USSS
S9n[        Xc5        [        UR                  UR                  5        [         R                  " SUR                  S9n[         R                  " USSUS9n[        US5        [        US5        [         R                  " SUR                  S9n[         R                  " USSSUS9n[        Xr5        [        XB5        [         R                  " SUR                  S9n[         R                  " USSS
US9n[        Xs5        [        XC5        g )Nr7  rY   rM   rp   rC  r  r  r   r:  r   r   r  rC  r  rQ   r!  r   r!  r:  r  r  )r  r   )r  r  r;  r   r   r  r!  rZ   r  r   r!  )r7   r8   r|   r0   r  r+   isscalarr   rC   r-   emptyr   )rg   r  rT  r  r!  c0c1r   s           r=   test_scalar_qTestPercentile.test_scalar_qu  s   IIbM!!!Q'R]]1b)3/BMM!R012XX&'R]]1bq126R]]1bq177BXXo&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(XXl#]]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           
         [        [        [        R                  SS/SSS9  [        [        [        R                  S/S5        [        [        [        R                  S/S5        [        [        [        R                  S/[	        [        S5      5      S/-   5        [        [        [        R                  S/[	        [        S5      5      S	/-   5        g )
NrQ   rO   8   r  r  e   r`   rp   r*  )r1   rd   r7   r  r=  rf   r   s    r=   test_exceptionTestPercentile.test_exception  s    j"--!Q%	'j"--!c:j"--!b9j"--!d59o6MNj"--!d59o6NOr?   c                 J    [        [        R                  " / SQS5      S5        g )Nr   r   rQ   )r0   r7   r  r   s    r=   test_percentile_list#TestPercentile.test_percentile_list  s    R]]9a0!4r?   zpercentile, with_weightsFr	  r  Tc           
         U(       a  [         O[        n[        R                  " / SQ5      n[        R                  " SUS9nSnU(       a  [        R
                  " U5      OS nU" XFXWS9nXL d   e[        U" XFUS9U5        [        R                  " / SQ/ SQ/5      n[        R                  " SUS9nU(       a  [        R
                  " U5      OS nU" XFSXWS	9nXL d   e[        U" XFUSS
9U5        [        R                  " SUS9nU" XFSXWS	9  [        U" XFUSS
9U5        [        R                  " S5      R                  SS5      nU(       a  [        R                  " / SQ/ SQ/5      n	O[        R                  " / SQ/ SQ/5      n	[        R                  " SUS9n
U(       a  [        R
                  " U5      OS n[        U" USSXS	9U	5        [        X5        [        R                  " / SQ/ SQ/5      n[        R                  " S5      n
[        [        R                  " USSU
S9U5        [        X5        [        R                  " / SQ/ SQ/5      n	[        R                  " SUR                  S9n
[        R                  " USSSU
S9n[        X5        [        X5        [        R                  " / SQ/ SQ/5      n[        R                  " SUR                  S9n
[        R                  " USSSU
S9n[        X5        [        X5        g )Nr   rH  r   )r!  r  r  r   rP  r   )r   r!  r  r  r   rQ   r7  rY   rM   rF  r
  )r   r  r  r  rW  )rO   rM   rR  )rQ  r<  r  rX  r  rZ  r:  r\  )r   rM   ry   )rQ   rZ   rn  )rn  r  r7   r   rA   r6  r0   r8   r|   r^  r  r   )rg   r  with_weights	out_dtyper  r,  r  r  r  rT  r!  r  r   s                r=   test_percentile_out"TestPercentile.test_percentile_out  s`    (CU	HHYHHT+%1",,q/tq4vvZg6:HHi! "HHV9-%1",,q/tq!<vvZgA>BHHV9-1aQ8ZgA>BIIbM!!!Q'<67B+-=>?BhhvY/%1",,q/tq(Er	
 	SXX)?;<hhvR]]1hQC@"ES XX|\23hhvQWW-MM!XgA3GQSXXy),-hhvQWW-MM!XgA3GQSr?   c           
         [         R                  " S5      R                  SSSS5      n[        [         R                  " USSS9R
                  S5        [        [         R                  " USSS9R
                  S	5        [        [         R                  " USSS9R
                  S
5        [        [         R                  " USSS9R
                  S5        [        [         R                  " USSS9R
                  S5        [        [         R                  " USSS9R
                  S
5        [        [         R                  " USSS9R
                  S	5        [        [         R                  " USSS9R
                  S5        [        [         R                  " USSSS9R
                  S
5        [        [         R                  " USSSS9R
                  S
5        [        [         R                  " [         R                  " USS/SS95      R
                  S5        [        [         R                  " [         R                  " USS/SS95      R
                  S5        [        [         R                  " [         R                  " USS/SS95      R
                  S5        [        [         R                  " [         R                  " USS/SS95      R
                  S5        g )Nr  r
  rQ   rO   rp   r   r   )rQ   rO   rQ   )r
  rO   rQ   )r
  rQ   rQ   rY   )r
  rQ   rO   r`   rW   r]   r  rB  rS  r   )rO   rQ   rO   rQ   )rO   r
  rO   rQ   )rO   r
  rQ   rQ   )rO   r
  rQ   rO   )r7   r8   r|   r/   r  rC   r   rg   r  s     r=   test_percentile_empty_dim(TestPercentile.test_percentile_empty_dim  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                 J   [         R                  " / SQ5      n[         R                  " US/SS9  [        U[         R                  " / SQ5      5        [         R                  " / SQ5      n[         R                  " US/5        [        U[         R                  " / SQ5      5        g )NrO   rY   rM   rQ   rp   Foverwrite_inputr7   r   r  r0   ru   s     r=   test_percentile_no_overwrite+TestPercentile.test_percentile_no_overwrite  sf    HH\"
a"u5Q./HH\"
a"Q./r?   c           	         [         R                  " SSSS9n[         R                  " [         R                  " S5      USS9  [	        U[         R                  " SSSS95        [         R                  " SSSS9R                  5       n[         R                  " [         R                  " S5      USS9  [	        U[         R                  " SSSS9R                  5       5        g )Nr        Y@rZ   )numrB  r  )r7   r  r  r8   r/   r:  )rg   r  s     r=   test_no_p_overwrite"TestPercentile.test_no_p_overwrite  s    KKDa(
biioq<1bkk"d:;KKDa(//1
biioq<1bkk"d:AACDr?   c                    [         R                  " / SQ5      n[         R                  " US/SS9n[        U[         R                  " S/5      5        [         R                  " / SQS/SS9n[        U[         R                  " S/5      5        g )Nru  rp   Trv  r  rx  r   s      r=   test_percentile_overwrite(TestPercentile.test_percentile_overwrite  s`    HH\"MM!bT48Q#(MM,dCQ#(r?   c                 r   [         R                  R                  SS9n[         R                  " U/S-  5      n[	        [         R
                  " USSS9[         R
                  " US5      5        [         R                  " USS5      n[	        [         R
                  " USS	S9[         R
                  " US5      5        UR                  SS
5      R                  5       n[	        [         R
                  " USSS9[         R
                  " US5      5        UR                  SS
5      R                  5       n[	        [         R
                  " USS/SS9[         R
                  " USS/S S95        [	        [         R
                  " USS/SS9[         R
                  " USS/SS95        [         R                  " S5      R                  S5      n[         R                  R                  UR                  5       5        [	        [         R
                  " USSS9S   [         R
                  " US S 2S S 2S S 2S4   R                  5       S5      5        [	        [         R
                  " USS/SS9S S 2S
4   [         R
                  " US S 2S S 2S
S S 24   R                  5       SS/5      5        [	        [         R
                  " USSS9S   [         R
                  " US S 2S S 2SS S 24   R                  5       S5      5        [	        [         R
                  " USSS9S   [         R
                  " USS S 2S S 2S S 24   R                  5       S5      5        [	        [         R
                  " USSS9S   [         R
                  " USS
S S 2S S 24   R                  5       S5      5        [	        [         R
                  " USSS9S   [         R
                  " USS S 2S S 2S
4   R                  5       S5      5        [	        [         R
                  " USSS9S   [         R
                  " USS S 2SS S 24   R                  5       S5      5        g )NG      r  r   r  ra   r   r`   r   rt   rQ   rr   r  r~  rP   r    rY   rZ   r{   r
  Z   r   rQ   rY   rY   rQ   r  rO   rY   rQ   rO   r   r?  rQ   rW   rQ   rY   rT   )r7   r  normaldstackr0   r  moveaxisr   r   r8   r|   shuffleravelflattenrg   r  r  r  s       r=   test_extended_axis!TestPercentile.test_extended_axis  s4   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]]1by9!<]]1Q1aZ=#8#8#:B?	AR]]1r2hY?1E]]1Q1aZ=#8#8#:RHE	GR]]1bz:1=]]1Q1aZ=#8#8#:B?	AR]]1by9!<]]1Q1aZ=#8#8#:B?	AR]]1bv6t<]]1Q1aZ=#8#8#:B?	AR]]1bw7=]]1Q1aZ=#8#8#:B?	AR]]1bv6t<]]1Q1aZ=#8#8#:B?	Ar?   c                    [         R                  " S5      n[        [        [         R                  USSS9  [        [        [         R                  USSS9  [        [        [         R                  USSS9  [        [        [         R                  USSS9  [        [
        [         R                  USSS9  [        [
        [         R                  US	SS9  [        [
        [         R                  US
SS9  g )Nr  r  r  )r   r:  r   r  rM   r   rM   rV   )r`   r`   )rY   r`   )r7   re   r1   r&   r  rd   rq  s     r=   test_extended_axis_invalid)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           	         [         R                  " S5      n[        [         R                  " USS SS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USSSS9R                  S	5        [        [         R                  " USS
SS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USSSS9R                  S5        [        [         R                  " USS/SSS9R                  S5        [        [         R                  " USS/SSS9R                  S5        g )Nr  r{   Tr  r   ra   rQ   rQ   r{   r
  r   rQ   rZ   r{   rQ   r  rY   rQ   r{   r
  rF  )r  r  rQ   rQ   r{   rQ   rQ   )rO   rQ   rQ   r{   rQ   )rO   rQ   rZ   r{   rQ   )r7   re   r0   r  rC   rq  s     r=   test_keepdimsTestPercentile.test_keepdimsJ  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?   r:  r{   rQ   r   NrQ   r  ra   )r]   r`   argnames	argvaluesc                   ^^ [         R                  " S5      mUc  STR                  -  nO?[        UTR                  5      m[	        UU4S j[        TR                  5       5       5      n[         R                  " U5      U-   n[         R                  " U5      n[         R                  " TXSUS9nXTL d   e[        UR                  U5        g )Nr  r  c              3   P   >#    U  H  oT;   a  S OTR                   U   v   M     g7frQ   NrC   r  r   	axis_normr  s     r=   r  3TestPercentile.test_keepdims_out.<locals>.<genexpr>o  &      L=J)^3]   #&Tr   r  r!  )
r7   re   r   r%   r  rf   rC   r^  r  r0   )rg   r:  r   	shape_outr!  rR  r  r  s         @@r=   test_keepdims_out TestPercentile.test_keepdims_out^  s     GGM"<qvvI,T166:I L=B166]L LIHHQK)+	hhy!q!3G}}V\\9-r?   c           
      B   [         R                  " S5      n[         R                  " S5      n[        [         R                  " USSUS9U5        [        [         R                  " USSSUS9U5        [         R                  " S5      n[        [         R                  " USSUS9U5        [        [         R                  " USSSUS9U5        [         R                  " S	5      n[        [         R                  " US
US9U5        [        [         R                  " US
SUS9U5        g )NrM   r  r   rY  r  r[  rH  rQ   r   rO   )r7   rA   re   r0   r  rg   r  r  s      r=   test_outTestPercentile.test_outx  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                    U(       a  [         R                  " S5      US.nOSU0n[        R                  " SS9   [        R                  " SS[
        5        [         R                  " S5      n[         R                  " S5      n[         R                  US	'   [        [         R                  " US
S
4SU0UD6U5        [         R                  " S5      n[        [         R                  " USS4SU0UD6U5        [         R                  " S5      n[        [         R                  " US4SU0UD6U5        S S S 5        g ! , (       d  f       g = f)Nr  r  r  r  Tr  r  rP  r  r?  r   r!  rH  rQ   r   )
r7   re   r  r  filterwarningsr  rA   r  r0   r  )rg   r  r*  kwargsr  r  s         r=   test_out_nanTestPercentile.test_out_nan  s     !#FCF'F$$D1##Hb.AAAffAdGq!Q@A@@!DAq!Q@A@@!DAq!==f=qA 211s   C6D99
Ec           	      
   [         R                  " S[        S9n[         R                  US'   [	        [         R
                  " US5      [         R                  5        [	        [         R
                  " USSS9[         R                  5        [	        [         R
                  " USS/SS9[         R                  " [         R                  /S-  5      5        [         R                  " S[        S9R                  SSS	5      n[         R                  US
'   [         R                  US'   [	        [         R
                  " US5      [         R                  5        [	        [         R
                  " US5      R                  S5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS5      n[         R                  US'   [         R                  US'   [	        [         R
                  " USS5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS/S5      n[         R                  US S 2SS4'   [         R                  US S 2SS4'   [	        [         R
                  " USS/S5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS5      n[         R                  US'   [         R                  US'   [	        [         R
                  " USS5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS/S5      n[         R                  US S 2SS4'   [         R                  US S 2SS4'   [	        [         R
                  " USS/S5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS5      n[         R                  US'   [         R                  US'   [	        [         R
                  " USS5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS/S5      n[         R                  US S 2S4'   [         R                  US S 2S4'   [	        [         R
                  " USS/S5      U5        [         R
                  " [         R                  " S[        S9R                  SSS	5      SS/SSS9n[         R                  US S 2S4'   [         R                  US S 2S4'   [	        [         R
                  " USS/SSS9U5        g )Nr  r   rO   ra  r   r   333333?rY   rM   r   rQ   rQ   rO   r  rs   rQ   r  rU   r  r  )	r7   r8   r  r  r0   r  r   r|   r   r   s      r=   test_nan_behavior 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$R]]Sz6)567	9r?   c                 \   [         R                  " [        SS9   [        R                  " / SQ[        R
                  5        S S S 5        [         R                  " [        SS9   [        R                  " / SQ[        R
                  /5        S S S 5        [        R                  " SSS5      n[        R
                  US'   [         R                  " [        SS9   [        R                  " / SQU5        S S S 5        g ! , (       d  f       N= f! , (       d  f       N= f! , (       d  f       g = f)NzPercentiles must be inr!  )rQ   rO   rY   r  r  g     X@r  r   )r%  r&  rd   r7   r  r  r  )rg   r:  s     r=   
test_nan_qTestPercentile.test_nan_q  s    ]]:-EFMM."&&1 G]]:-EFMM.266(3 GKKT2&vv!]]:-EFMM.!, GF GFFF GFs#   (C;#)DD;
D	
D
D+zm8[D]zM8[s]posr   r  r   c                 8   [         R                  " SSUS9nSX2'   [         R                  " US5      nUR                  U:X  d   e[         R                  " U5      (       d   e[         R                  " USS/5      nUR                  U:X  d   e[         R                  " U5      R                  5       (       d   e[         R                  " SSUS9R                  SS	5      nSX2S
4'   [         R                  " USSS9n[        [         R                  " U5      / SQ5        g Nr   r  r   NaTr  r~  H   r`   rY   rQ   r   ro  )r7   r8   r  r   isnatr   r|   r/   rg   r   r  rh   r  s        r=   test_nat_basicTestPercentile.test_nat_basic  s    
 IIa5)mmAr"yyE!!!xx}}}mmABx(yyE!!!xx}  """"IIau-55b!<q&	mmAr*288C=*>?r?   r   N)2r   r   r   r   rm   r  r  r  r  r%  ri  rj  r7   r  r$  r*  r  r)  rY  r   H_F_TYPE_CODESr'  r  r7  
TYPE_CODESr>  rD  rH  rK  rN  r4  ra  rf  ri  r   rn  rr  ry  r~  r  r  r  r  r  r  r  r  r  r  r   )r  int_typer7   s   000r=   r  r    sb   
*&6<D [[Wbll7&;<6 =6 ')ll<&@&@(  ,&@JJ

3JJ

3JJ

3MM2==9HHSM2::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)A@	HJ( [[S1q!f+.[[
  	.	 /.F [[/ 2 BB$;9z	- [[Ww&89[[UK0@ 1 :@us   L!r  )r	  r+  r-  r.  r/  r0  r  r2  r3  r  r:  r;  rB  r	  c                   Z   \ rS rSrS rS rS rS rS rS r	S r
\R                  R                  S	\R                  S
   5      S 5       r\R                  R                  S\5      S 5       r\R                  R                  S\5      S 5       r\R*                  " \" \R.                  \R2                  " SSS9\R4                  " SSSSS9S9S9S 5       rS r\R                  R                  SSS/5      \R                  R                  S\5      \R                  R                  S/ SQ5      S 5       5       5       r\R                  R                  SSS/5      \R                  R                  S\5      \R                  R                  S/ SQ5      S 5       5       5       r\R                  R                  S\5      \R                  R                  S/ SQ5      S  5       5       r \R                  R                  S\5      \R                  R                  S/ S!Q5      S" 5       5       r!\R                  R                  S\5      S# 5       r"\R                  R                  S\5      S$ 5       r#S% r$\R                  R                  S\%" \&" \5      \&" \5      -
  5      5      S& 5       r'S' r(S( r)S)r*g*)+TestQuantilei  c                     X:  U-
  $ r6   r   )rg   r  r,  alphas       r=   rx  TestQuantile.V  s    %r?   c                 x    / SQn[         R                  " US5      n[         R                  R                  USSS9  g )N)r  r`  r  g?g
ףp=
?rQ   )maxulp)r7   r'  r#  assert_array_max_ulp)rg   r  rh   s      r=   test_max_ulpTestQuantile.test_max_ulp
  s2    KK4  	

''4':r?   c                     [         R                  " S5      S-  n[        [         R                  " US5      S5        [        [         R                  " US5      S5        [        [         R                  " US5      S5        g )Nry   r8  r   r  rQ   r   r  )r7   r8   r0   r'  r  s     r=   rm   TestQuantile.test_basic  sS    IIaL3R[[A&+R[[A&,R[[C($/r?   c                 l   [         R                  " S/5      n[         R                  " SS5      n[        X!S   5        [        [	        U5      UR
                  5        [         R                  " / SQ5      n[         R                  " X5      n[        X15        [        UR
                  UR
                  5        g )NTFr   )FTT)r7   r   r'  r0   rO  r   r/   )rg   rh   tf_quant	quant_ress       r=   test_correct_quantile_value(TestQuantile.test_correct_quantile_value  sw    HHdV;;tU+Xt$T(^QWW-HH()KK%	9(Y__agg.r?   c           	         [        S5       Vs/ s H  n[        US5      PM     nn[        R                  " US5      n[	        US5        [	        [        U5      [        5        [        R                  " US5      n[	        U[        SS5      5        [	        [        U5      [        5        [        R                  " US5      n[	        US5        [	        [        U5      [        R                  5        [        R                  " U[        SS5      5      n[	        U[        SS5      5        [	        [        U5      [        5        [        R                  " U[        SS5      /5      n[	        U[        R                  " [        SS5      /5      5        [	        [        U5      [        R                  5        [        R                  " U[        SS5      //5      n[	        U[        R                  " [        SS5      //5      5        [	        [        U5      [        R                  5        [        R                  " S5      n[	        [        R                  " U[        SS5      5      [        SS5      5        g s  snf )	Nry   rO   r   rQ   r{   r8  r  rM   )
rf   r   r7   r'  r0   rO  r*  r   rM  r8   )rg   r   r  r:  s       r=   r  TestQuantile.test_fraction"  s   %*1X.XXa^X.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                 N   [         R                  " / SQSS9n[        [        [         R                  US5        [         R                  " / SQSS9n[        [        [         R                  US5        [         R                  " / SQSS9n[        [        [         R                  US5        g r  )r7   r   r1   r'  r'  r  s     r=   r  TestQuantile.test_complexA  sk    =SIieS9=SIieS9=SIieS9r?   c                 h   [         R                  " / SQ5      nUR                  5       n[         R                  " [         R                  " S5      USS9  [        X!5        UR                  5       nUR                  5       n[         R                  " [         R                  " S5      USS9  [        X!5        g )N)r   rQ  r  r8  r  r|  rB  r  )r7   r   r   r'  r8   r/   r:  )rg   p0r  s      r=   r~   TestQuantile.test_no_p_overwriteJ  sr    XX/0GGI
BIIdOQz:1!YY[HHJ
BIIdOQz:1!r?   r   r  c                     [         R                  " [         R                  " SS/US9S/SS9nUR                  U:X  d   eg )NrQ   rO   r   r8  r  r  )r7   r'  r   r   )rg   r   r  s      r=   test_quantile_preserve_int_type,TestQuantile.test_quantile_preserve_int_typeV  s:    kk"((Aq67#!*,yyE!!!r?   r  c                     / SQn[         R                  " USS/US9n[        U[         R                  " SS/5      5        g )N)r   r
  r7  r   rQ   )r:  r  r   r7  )r7   r'  r0   r   )rg   r  r   r'  s       r=   test_q_zero_oneTestQuantile.test_q_zero_one\  s6     ;;sq!fV<XrxxR12r?   c                 >   [         R                  " SSS5      n[         R                  " [         R                  " / SQ5      S-  X!S9n[	        [         R
                  " U5      U5        [         R                  " / SQX!S9n[	        [         R
                  " U5      U5        g )Nr   rQ   re  )r   rQ   rQ   rO   rO   rY   rY   rM   rZ   rZ   rQ   rQ   rn  rn  rn  ry   ry   r{   r,  r  )r  r  r   r  )r7   r  r'  r   r0   r  )rg   r  r  r'  s       r=   test_quantile_monotonic$TestQuantile.test_quantile_monotonicc  sy    
 [[As#;;rxx )2  358 9:<MRWWX&1 ;;/CRWWX&1r?   rY   r  )	min_value	max_valueFu <7u <7~)allow_infinity	allow_nanr  r  )r   rC   elements)r   c                     [         R                  " SSS5      n[         R                  " X5      n[        [         R                  " U5      U5        g )Nr   rQ   g{Gz?)r7   r8   r'  r0   r  )rg   r   r  r'  s       r=   test_quantile_monotonic_hypo)TestQuantile.test_quantile_monotonic_hypoq  s7     YYq!T";;s'RWWX&1r?   c                 .   [         R                  " / SQ/ SQ/5      n[         R                  US   S'   [         R                  " US5      n[         R                  " U5      (       d   e[        [         R                  " US5      [         R                  5        g )N)r  r:  r  )r  r   r  r   rQ   r8  )r7   r   r  r'  r]  r0   )rg   rh   r.  s      r=   test_quantile_scalar_nan%TestQuantile.test_quantile_scalar_nan{  sd    HHm\23&&!QQ${{6""""R[[C("&&1r?   r  Tr  )r`  r8  ?c           
         U(       a   U[         ;  a  [        R                  " S5        [        R                  R                  S5      nSnUR	                  U5      nU(       a  UR                  SSUS9OS n[        R                  " XcX'S9nUS;   aD  [        R                  " [        R                  " U R                  XU5      5      5      S	U-  :  d   eg [        XS-  5      XS-  :X  a6  U(       d/  [        [        R                  " U R                  XU5      US
9SSS9  g [        [        R                  " U R                  XU5      US
9SSU-  [        R                  " USU-
  /5      -  S9  g )N Weights not supported by method.  f   r   r   lowhighr  r
  )r;  r,  r  g+=)atolrQ   )methods_supporting_weightsr%  skipr7   r  default_rngintegersr'  r  r  rx  rn  r,   r   r  )	rg   r  r  r  rngr;   r,  r-  r  s	            r=   %test_quantile_identification_equation2TestQuantile.test_quantile_identification_equation  s    v%??KK:;ii##D)
 JJqM4;CLLQRaL0KK;[ 66"''$&&u"567#'AAA^qy(

466!.:AE BJJtvvaE':AFURWWeQY%788:r?   c           	      2   U(       a   U[         ;  a  [        R                  " S5        [        R                  R                  S5      nSnUR	                  U5      nU(       a  UR                  SSUS9OS n[        R                  " XcX'S9nSn	[        [        R                  " X-   X2US9X-   5        [        [        R                  " X-  X2US9X-  5        U(       a  g [        R                  " U* S	U-
  US
9* nUS:X  a}  XS-  [        XS-  5      :X  d*  [        R                  " XS-  5      [        XS-  5      S	-   :X  a   [        U[        R                  " XcSS
95        g [        U[        R                  " XcSS
95        g US:X  a  XS-  [        XS-  5      :X  a   [        U[        R                  " XcSS
95        g [        R                  " XS-  5      [        XS-  5      S	-   :X  a&  [        U[        R                  " XcS	U-  -   SS
95        g [        U[        R                  " XcSS
95        g US:X  a&  [        U[        R                  " XcS	U-  -   US
95        g US:X  aY  XS-  [        XS-  5      :X  a&  [        U[        R                  " XcS	U-  -   US
95        g [        U[        R                  " XcUS
95        g US:X  a   [        U[        R                  " XcSS
95        g US:X  a   [        U[        R                  " XcSS
95        g [        U[        R                  " XcUS
95        g )Nr  r  r  r   r   r	  r
  g      +@rQ   r  r	  r;  r:  r-  r.  r  )r  r%  r  r7   r  r  r  r'  r,   rn  round)
rg   r  r  r  r  r;   r,  r-  r:  r   s
             r=   'test_quantile_add_and_multiply_constant4TestQuantile.test_quantile_add_and_multiply_constant  sy    v%??KK:;ii##D)
 JJqM4;CLLQRaL0KK; 	AE5K	 	AE5K	 [[!QYv66^#	S^+88AI&#ai.1*<<2;;q#IJ2;;q#HI,,yC	N*2;;q#IJ!)$AI(::r{{1a!emHEG  2;;q#HI22Ar{{1a!emFKLy yC	N*2;;q!a%-#OP2;;q#GHwAr{{1HEFxAr{{1GDE Ar{{1FCDr?   c                 p   [         R                  R                  S5      nSnUR                  U5      n[         R                  " XRUS9n[         R                  " U5      n[         R                  " XRXS9n[        X5        S[         R                  " U5      -  n[         R                  " XRXS9n[        X5        g )Nr  r  r  r
  g     @ @)r7   r  r  r'  r6  r,   )	rg   r  r  r  r;   r,  r:  r-  qws	            r=   test_quantile_constant_weights+TestQuantile.test_quantile_constant_weights  s     ii##D)
 JJqMKK0LLO[[&<BLLO#[[&<r?   )r   r`  r8  r  rQ   c                 :   [         R                  R                  S5      nSnUR                  U5      nUR                  SSU[         R                  S9n[         R
                  " XRXS9n[         R
                  " [         R                  " XV5      X!S9n[        Xx5        g )Nr  r  r   r   )r
  r  r  r   r
  r  )r7   r  r  r  r  r'  r  r,   )	rg   r  r  r  r;   r,  r-  r  r:  s	            r=   "test_quantile_with_integer_weights/TestQuantile.test_quantile_with_integer_weights  sv     ii##D)
 JJqMLLQRarxxL@[[&<KK		!>r?   c                 r   [         R                  R                  S5      nUR                  S5      n[         R                  " UR                  S5      5      nSn[         R                  " X5XASS9n[         R
                  " SS9n[        S	5       H6  n[        S
5       H$  n	[         R                  " X8S S 2U	4   XQUS9XxU	4'   M&     M8     [        Xg5        / SQn[         R                  " X5XASS9n[         R
                  " SS9n[        S	5       H9  n[        S
5       H'  n	[         R                  " X8S S 2U	4   XQUS9US S 2X4'   M)     M;     [        Xg5        SS/SS/SS//n[         R                  " X5XASS9nUR                  S5      n[        Xg5        [         R                  " UR                  S5      5      nSn[         R                  " X5XASS9n[         R
                  " SS9n[        S	5       H=  n[        S
5       H+  n	[         R                  " X8S S 2U	4   XQXHS S 2U	4   S9XxU	4'   M-     M?     [        Xg5        g )Nr  )rO   r   rY   r   r8  rQ   )r  r  r   r  r  rO   rY   r
  )r   r`  r  r  r+  rQ   )rz   rO   rY   r   r`  r  r  r+  )rY   rO   rO   rY   )	r7   r  r  r  r'  rA   rf   r,   r|   )
rg   r  r  r,  r-  r  r:  q_resr   r  s
             r=   #test_quantile_with_weights_and_axis0TestQuantile.test_quantile_with_weights_and_axis  s   ii##D) JJz"FF3::b>"KK!Cv&qA1X kkAgJad  
 	! +KK!Cy)qA1X!#AgJa"ag  
 	! SC:Qx0KK!Cl+! FF3::j)*KK!Cv&qA1X kkAgJa1ajd  
 	!r?   c                     / SQn[         R                  " S5      n[         R                  " USUSS9n[         R                  " USUSS9nXCS   :X  d   eXSS   :X  d   eg )	N)r   r   rQ   rO   rY   r   rz   r   r	  r  rQ   rO   rM   )r7   r8   r'  )rg   r  r-  r,  y_miny_maxs         r=   test_quantile_weights_min_max*TestQuantile.test_quantile_weights_min_max=  sZ     IIaLAq!NCAq!NC!}}!}}r?   c                     SS/nSS/n[         R                  " [        SS9   [        R                  " USUSS9  S S S 5        g ! , (       d  f       g = f)	NrQ   rO   r  zWeights must be non-negativer!  r8  r	  r  r%  r&  rd   r7   r'  )rg   r,  r-  s      r=   -test_quantile_weights_raises_negative_weights:TestQuantile.test_quantile_weights_raises_negative_weightsH  sB    F1I]]:-KLKK3.A MLLs   A
Ac                     SS/nSS/nSn[         R                  " [        US9   [        R                  " USX1S9  S S S 5        g ! , (       d  f       g = f)NrQ   rO   r8  z+Only method 'inverted_cdf' supports weightsr!  r  r)  )rg   r  r,  r-  rd  s        r=   0test_quantile_weights_raises_unsupported_methods=TestQuantile.test_quantile_weights_raises_unsupported_methodsN  sE    
 F!H;]]:S1KK39 211s   A
Ac           	      L   [        SS5      [        SS5      /n[        R                  " US/SS9n[        U[        R                  " [        SS5      5      5        [        R                  " U[        SS5      /SS9n[        U[        R                  " [        SS5      5      5        g )Nr   rQ   r   r0  r  rO   r  )r   r7   r'  r0   r   )rg   r   r'  s      r=   test_weibull_fraction"TestQuantile.test_weibull_fractionY  sy    1~x2/;;sQE)<XrxxA78;;sXa^$4YGXrxxB89r?   c           	      .   SnSn/ SQn[        S[        R                  " USS X!S95        [        S[        R                  " USS X!S95        [        S[        R                  " USS	 X!S95        [        S[        R                  " USS
 X!S95        [        S[        R                  " USS X!S95        [        S[        R                  " USS X!S95        [        S[        R                  " USS X!S95        [        S	[        R                  " X2US95        g )Nr-  r8  )
rQ   rO   rY   rM   rZ   rz   r{   ry   rn  r   rO   r   rY   r  rM   rZ   rz   r{   ry   rn  )r0   r7   r'  )rg   rc  r:  r   s       r=   test_closest_observation%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C156r?   r   N)+r   r   r   r   rx  r  rm   r  r  r  r~  r%  ri  rj  r7   r  r  quantile_methodsr  r  
hypothesisgivenr   r*  str  floatsr  r  r  r  r  r  r  r!  r&  r*  sortedsetr-  r0  r3  r   r   r?   r=   r  r    s    ;0/E>:
" [[Wbll<&@A" B"
 [[X'783 93 [[X'782 92 RZZ[[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$ [[X'AB[[W&;< = C [[X'AB+" C+"Z [[X'AB CB [[3'(3/I+JJK:	::7r?   r  c                       \ rS rSr\R
                  " \R                  " SSSSS9\R                  " SSSSS9\R                  " SSSSS9\R                  " SSSSS9S9S	 5       r\R
                  " \R                  " SSSSS9\R                  " SSSSS9\R                  " SSSSS9S
9S 5       r	\R
                  " \R                  " SSSSS9\R                  " SSSSS9\R                  " SSSSS9S
9S 5       r
S rSrg)TestLerpio  Fr   rQ   )r  r  r  r  r  r  )t0t1rh   r   c                     [         R                  " X4U5      n[         R                  " X4U5      nX:X  d  X4:X  a  XV:X  d   eg X:  X4:  :X  a  XV::  d   eg XV:  d   eg r6   r$  _lerp)rg   r>  r?  rh   r   l0l1s          r=   +test_linear_interpolation_formula_monotonic4TestLerp.test_linear_interpolation_formula_monotonicp  sT     YYqR YYqR 8qv8O8g15!8O88O8r?   )trh   r   c                     X#::  a(  U[         R                  " X#U5      s=::  a  U::  d   e   eg U[         R                  " X#U5      s=::  a  U::  d   e   eg r6   rA  )rg   rG  rh   r   s       r=   )test_linear_interpolation_formula_bounded2TestLerp.test_linear_interpolation_formula_bounded  sQ     6		!*/a/////		!*/a/////r?   c                     [         R                  " X#SSU-
  -
  5      n[         R                  " X2SU-
  5      n[        XE5        g r  )r$  rB  r,   )rg   rG  rh   r   r  r  s         r=   +test_linear_interpolation_formula_symmetric4TestLerp.test_linear_interpolation_formula_symmetric  s8     yyqAE{+		!A&$r?   c                     [         R                  " S5      n[         R                  " S5      n[         R                  " S5      n[        R                  " XU5      S:X  d   eg )NrO   rZ   r`  g@)r7   r   r$  rB  )rg   rh   r   rG  s       r=   +test_linear_interpolation_formula_0d_inputs4TestLerp.test_linear_interpolation_formula_0d_inputs  sB    HHQKHHQKHHSMyyq!S(((r?   r   N)r   r   r   r   r6  r7  r8  r9  rE  rI  rL  rO  r   r   r?   r=   r=  r=  o  s=   U5-.!=U5-.!=		E%,2eE		E%,2eEFF 		E%,-<		E%,2eE		E%,2eE	F0F0 		E%,-<		E%,2eE		E%,2eE	F%F%)r?   r=  c                      \ rS rSrS rS rS rS rS r\	R                  R                  S/ SQS	\R                  S
/\R                  S45      S 5       rS rS rS r\	R                  R%                  \SS9S 5       rS rS rS rS r\	R                  R                  S/ SQS9S 5       r\	R                  R                  SS/5      \	R                  R                  S/ SQ5      S 5       5       rS rg!)"
TestMediani  c                 l   [         R                  " S5      n[         R                  " S5      n[         R                  " S5      R                  SS5      n[	        [         R
                  " U5      S5        [        [         R
                  " U5      S5        [        [         R
                  " U5      S5        [        [         R
                  " USS9/ S	Q5        [	        [         R
                  " USS9SS
/5        [        [         R
                  " US S9S5        [         R                  " / SQ5      n[        US   US   -   S-  [         R
                  " U5      5        [         R                  " / SQ5      n[	        US   [         R
                  " U5      5        [         R                  " / SQ5      n[	        US   [         R
                  " U5      5        [	        [         R
                  " U5      R                  S5        [         R                  US'   [	        [         R
                  " U5      R                  S5        g )NrQ   rO   rz   rY   r8  r  r   r   r  r  r   rM   )6-¦?0?}r?g4?r   )rV  rU  rW  )rU  rW  rV  r`   )
r7   r   r8   r|   r0   medianr,   r-   r   r  )rg   a0a1r  rh   s        r=   rm   TestMedian.test_basic  sh   XXa[YYq\YYq\!!!Q'RYYr]A&		"s+		"s+		"1-?RYYr*QF3		"40#6HH@AQqTAaD[B.		!=HH56QqT299Q<(HH56QrUBIIaL)RYYq\&&*vv!RYYq\&&*r?   c                    [         R                  " SS/SS/SS/SS//5      nU[         R                  R                  SS	S
S94 Hc  nUR	                  5       n[         R
                  " US S9  [        UR                  5       H  n[         R
                  " X$S9  M     [        X#5        Me     [        [         R
                  " USS9SS/5        [        [         R
                  " UR                  SS9SS/5        [        [         R
                  " U5      S5        [        [         R
                  " US S9S5        [        [         R
                  " UR                  5      S5        g )NrO   rY   r   rQ   rz   r{   rM   rZ   r  r#  r  r   r   )r7   r   r  randintr   rX  rf   r   r/   r,   r=  )rg   a3rh   origaxs        r=   test_axis_keywordTestMedian.test_axis_keyword  s   XX1v1v1v1v   bii''3Y'?@A668DIIad#AFFm		!% $q' A 			"1-1v6		"$$Q/!Q8		"s+		"40#6		"$$-r?   c           	         [         R                  " SS/SS/SS/SS//5      n[         R                  " S5      n[         R                  " S5      n[         R                  " S5      R                  SS5      n[	        [         R
                  " UR                  5       S	S
9S5        [	        [         R
                  " UR                  5       S	S
9S5        [	        [         R
                  " UR                  5       S	S
9S5        [	        [         R
                  " UR                  5       S	SS9/ SQ5        [	        [         R
                  " UR                  5       S	SS9SS/5        [	        [         R
                  " UR                  5       S	S S9S5        [	        [         R
                  " UR                  5       S	SS9SS/5        [	        [         R
                  " UR                  R                  5       S	SS9SS/5        [         R                  " S[         R                  S9R                  S5      n[         R                  R                  UR                  5       5        [	        [         R
                  " US S9[         R
                  " UR                  5       S S	S95        [	        [         R
                  " USS9[         R
                  " UR                  5       SS	S95        [	        [         R
                  " USS9[         R
                  " UR                  5       SS	S95        [	        [         R
                  " USS9[         R
                  " UR                  5       SS	S95        g )NrO   rY   r   rQ   rz   r{   rM   rZ   Trv  r8  r  )rw  r   rT  r~  r   rX   r   )r   rw  )r7   r   r8   r|   r,   rX  r   r=  r)  r  r  r  )rg   r^  rY  rZ  r  a4s         r=   test_overwrite_keyword!TestMedian.test_overwrite_keyword  sU   XX1v1v1v1v   XXa[YYq\YYq\!!!Q'		"'')TBAF		"'')TBCH		"'')TBCHIIbggiA>	QIIbggiA>A	HIIbggiDA3	HIIbggiA>A	HIIbddiik4a@1a&	J YYy

3;;IF
		"((*%		"40		"'')$M	O		"1-		"'')!TJ	L		"1-		"'')!TJ	L		"1-		"'')!TJ	Lr?   c                     / SQn[        [        R                  " U5      S5        U/n[        [        R                  " U5      S5        [        [        R                  " USS9U5        g )Nr   rO   r   r   )r-   r7   rX  r,   )rg   r  r  s      r=   rJ  TestMedian.test_array_like  sG    BIIaL!,SBIIbM1-		"1-q1r?   c                      " S S[         R                  5      nU" / SQ5      n[        [         R                  " U5      S5        g )Nc                   (    \ rS rSrSS jrSS jrSrg),TestMedian.test_subclass.<locals>.MySubClassi  Nc                 \    [         R                  " U5      R                  U 5      nX#l        U$ r6   )r7   r	  rN  info)clsinput_arrayrm  objs       r=   __new__4TestMedian.test_subclass.<locals>.MySubClass.__new__  s%    jj-2237
r?   c                     g)Nr   )rg   r   r   r!  s       r=   r  1TestMedian.test_subclass.<locals>.MySubClass.mean  s    r?   r   r6   )NNN)r   r   r   r   rq  r  r   r   r?   r=   
MySubClassrk    s    
r?   rv  r   rt  )r7   rM  r0   rX  )rg   rv  rh   s      r=   r  TestMedian.test_subclass  s0    	 	 y!RYYq\2&r?   r   r   r  r  r  c                      " S S[         R                  5      n[         R                  " [         R                  " U5      R	                  U5      5      n[        X25      (       d   eg)z6Check that we return subclasses, even if a NaN scalar.c                       \ rS rSrSrg)-TestMedian.test_subclass2.<locals>.MySubclassi  r   NrJ  r   r?   r=   
MySubclassrz    rL  r?   r{  N)r7   rM  rX  r   rN  r  )rg   r   r{  rc  s       r=   test_subclass2TestMedian.test_subclass2  sF    	 	 IIbhhsm((45!((((r?   c                 p   [         R                  " S5      n[         R                  " S5      n[        [         R                  " USUS9U5        [         R                  " S5      n[        [         R                  " USUS9U5        [         R                  " S5      n[        [         R                  " X!S9U5        g )Nr  r  r   rY  rH  rQ   r   )r7   rA   re   r0   rX  r  s      r=   r  TestMedian.test_out  sw    HHTNGGFORYYq!+Q/HHTNRYYq!+Q/HHRLRYYq(!,r?   c           	      *   [         R                  " SS9   [         R                  " SS[        5        [        R
                  " S5      n[        R                  " S5      n[        R                  US'   [        [        R                  " USUS	9U5        [        R
                  " S
5      n[        [        R                  " USUS	9U5        [        R
                  " S5      n[        [        R                  " X!S	9U5        S S S 5        g ! , (       d  f       g = f)NTr  r  rP  r  r  r?  r   rY  rH  rQ   r   )
r  r  r  r  r7   rA   re   r  r0   rX  r  s      r=   r  TestMedian.test_out_nan  s    $$D1##Hb.AAAffAdG1aQ/3A1aQ/3A1,a0 211s   C&D
Dc                    [         R                  " S[        S9n[         R                  US'   [	        [         R
                  " U5      [         R                  5        [	        [         R
                  " USS9[         R                  5        [         R                  " S[        S9R                  SSS5      n[         R                  US'   [         R                  US	'   [	        [         R
                  " U5      [         R                  5        [	        [         R
                  " U5      R                  S5        [         R
                  " [         R                  " S[        S9R                  SSS5      S5      n[         R                  US
'   [         R                  US'   [	        [         R
                  " US5      U5        [         R
                  " [         R                  " S[        S9R                  SSS5      S5      n[         R                  US'   [         R                  US'   [	        [         R
                  " US5      U5        [         R
                  " [         R                  " S[        S9R                  SSS5      S5      n[         R                  US'   [         R                  US'   [	        [         R
                  " US5      U5        g )Nr  r   rO   r   r   rY   rM   r   r  r  rs   rQ   r  rU   )r7   r8   r  r  r0   rX  r|   r   r   s      r=   r  TestMedian.test_nan_behavior!  s   IIb&vv!RYYq\266*RYYqq)2662IIb&..q!Q7VV'
VV'
 	RYYq\266*RYYq\&&* IIbii%088AqA1E&&$&&$RYYq!_a( IIbii%088AqA1E&&$&&$RYYq!_a( IIbii%088AqA6Jvv!vv!RYYq&)1-r?   zfp errors don't work correctlyr  c                    [         R                  " / [        S9n[        R                  " SS9 n[        R
                  " SS[        5        [        [         R                  " U5      [         R                  5        [        US   R                  [        L 5        [        [        U5      S5        S S S 5        [         R                  " / [        SS	9n[        R                  " SS9 n[        R
                  " SS[        5        [        [         R                  " U5      [         R                  5        [        US   R                  [        L 5        S S S 5        [         R                  " / [        SS	9n[        [         R                  " USS
9U5        [        [         R                  " USS
9U5        [         R                  " [         R                  [        SS	9n[        R                  " SS9 n[        R
                  " SS[        5        [        [         R                  " USS
9U5        [        US   R                  [        L 5        S S S 5        g ! , (       d  f       GN= f! , (       d  f       GN= f! , (       d  f       g = f)Nr   Tr  r  rP  r   rO   rY   )r   r  r   rQ   )r7   r   r  r  r  r  r  r0   rX  r  r+   categoryrr  )rg   rh   r-  r   s       r=   r  TestMedian.test_emptyA  s    HHRu%$$D1Q##Hb.A1rvv.AaDMM^34Q#	 2 HHRuA.$$D1Q##Hb.A1rvv.AaDMM^34 2 HHRuA.RYYqq)1-RYYqq)1- HHRVV52$$D1Q##Hb.A11-q1AaDMM^34 21+ 21 21 21s&   A>I
"A)I'AI.

I
I+.
I<c           	      V   [         R                  " S5      n[        [        [         R                  " UR                  [        5      5      5      [        5        [         R                  US'   [        [        [         R                  " UR                  [        5      5      5      [        5        g )Nr:  rO   )	r7   r8   r+   rO  rX  r(  r   r  r  )rg   r  s     r=   test_objectTestMedian.test_object_  s^    IIbMRYYqxx/0159vv!RYYqxx/0159r?   c                 F   [         R                  R                  SS9n[         R                  " U/S-  5      n[	        [         R
                  " USS9[         R
                  " U5      5        [         R                  " USS5      n[	        [         R
                  " USS9[         R
                  " U5      5        UR                  SS	5      R                  5       n[	        [         R
                  " US
S9[         R
                  " U5      5        [	        [         R
                  " USS9[         R
                  " US S95        [	        [         R
                  " USS9[         R
                  " USS95        [	        [         R
                  " USS9[         R
                  " USS95        [         R                  " S5      R                  S5      n[         R                  R                  UR                  5       5        [	        [         R
                  " USS9S   [         R
                  " US S 2S S 2S S 2S4   R                  5       5      5        [	        [         R
                  " USS9S	   [         R
                  " US S 2S S 2S	S S 24   R                  5       5      5        [	        [         R
                  " USS9S   [         R
                  " US S 2S S 2SS S 24   R                  5       5      5        [	        [         R
                  " USS9S   [         R
                  " USS S 2S S 2S S 24   R                  5       5      5        [	        [         R
                  " USS9S   [         R
                  " USS	S S 2S S 24   R                  5       5      5        [	        [         R
                  " USS9S   [         R
                  " USS S 2S S 2S	4   R                  5       5      5        [	        [         R
                  " USS9S   [         R
                  " USS S 2SS S 24   R                  5       5      5        g )Nr  r  r   ra   r   r`   r   rt   rQ   rr   rP   r  )r`   r  r  r  r  rO   r  r   r?  r  r  rT   )r7   r  r  r  r0   rX  r  r   r   r8   r|   r  r  r  r  s       r=   r  TestMedian.test_extended_axise  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Aq!}4467	9RYYqy1!4YYqAq!}4467	9RYYqz215YYqAq!}4467	9RYYqy1!4YYqAq!}4467	9RYYqv.t4YYqAq!}4467	9RYYqw/5YYqAq!}4467	9RYYqv.t4YYqAq!}4467	9r?   c                 \   [         R                  " S5      n[        [        [         R                  USS9  [        [        [         R                  USS9  [        [        [         R                  USS9  [        [        [         R                  USS9  [        [
        [         R                  USS9  g )Nr  r  r   r  rM   r  rV   )r7   re   r1   r&   rX  rd   rq  s     r=   r  %TestMedian.test_extended_axis_invalid  sj    GGM"iAB7iAG<iAA6iAF;j"))QV<r?   c                 (   [         R                  " S5      n[        [         R                  " US SS9R                  S5        [        [         R                  " USSS9R                  S5        [        [         R                  " USSS9R                  S5        [        [         R                  " US	SS9R                  S
5        [        [         R                  " USSS9R                  S5        [        [         R                  " USSS9R                  S5        g )Nr  Tr  r   ra   r  r   r  r  r  rF  r  r  )r7   re   r0   rX  rC   rq  s     r=   r  TestMedian.test_keepdims  s    GGM"RYYqtd;AA!	#RYYqv=CC"	$RYYqv=CC!	#RYYqtd;AA"	$RYYq|dCII!	#RYYqy4@FF!	#r?   r   r  r  c                 j  ^^ [         R                  " S5      mUc  STR                  -  nO?[        UTR                  5      m[	        UU4S j[        TR                  5       5       5      n[         R                  " U5      n[         R                  " TUSUS9nXCL d   e[        UR                  U5        g )Nr  r  c              3   P   >#    U  H  oT;   a  S OTR                   U   v   M     g7fr  r  r  s     r=   r  /TestMedian.test_keepdims_out.<locals>.<genexpr>  r  r  Tr  )
r7   re   r   r%   r  rf   r^  rX  r0   rC   )rg   r   r  r!  rR  r  r  s        @@r=   r  TestMedian.test_keepdims_out  s     GGM"<qvvI,T166:I L=B166]L LIhhy!14$C@}}V\\9-r?   r   zm8[s]r  r  c                 4   [         R                  " SSUS9nSX2'   [         R                  " U5      nUR                  U:X  d   e[         R                  " U5      (       d   e[         R
                  " USS/5      nUR                  U:X  d   e[         R                  " U5      R                  5       (       d   e[         R                  " SSUS9R                  SS	5      nSX2S
4'   [         R                  " USS9n[        [         R                  " U5      / SQ5        g r  )	r7   r8   rX  r   r  r  r   r|   r/   r  s        r=   test_nat_behaviorTestMedian.test_nat_behavior  s    
 IIa5)iilyyE!!!xx}}}mmABx(yyE!!!xx}  """"IIau-55b!<q&	ii"288C=*>?r?   r   N)r   r   r   r   rm   ra  re  rJ  r  r%  ri  rj  r7   r  r|  r  r  r  r  r)   r  r  r  r  r  r  r  r   r   r?   r=   rR  rR    s   +,.$LB2' [[U*R,<bffbIK)K)-
1.@ [[(HI5 J5::9<=# [[
  	.	. [[Wwi0[[UK0@ 1 1@r?   rR  c                   b    \ rS rSr\R
                  R                  S/ SQ5      S 5       rS rSr	g)TestSortComplexi  ztype_in, type_out))lr  )hr   )Hr   )r   r   )r(  r   )r  r  c                     [         R                  " / SQUS9n[         R                  " U5      n[         R                  " U5      R	                  U5      n[        XE5        [        UR                  UR                  5        g )N)rZ   rY   rz   rO   rQ   r   )r7   r   sort_complexr  r(  r0   r   )rg   type_intype_outrh   r.  r"  s         r=   test_sort_realTestSortComplex.test_sort_real  sT     HH_G4#771:$$X.V&V\\8>>2r?   c                     [         R                  " / SQSS9n[         R                  " / SQSS9n[         R                  " U5      n[        X25        [        UR                  UR                  5        g )N)r        ?       r  r  r  r   )r  r  r  r  )r7   r   r  r0   r   )rg   rh   r"  r.  s       r=   test_sort_complex!TestSortComplex.test_sort_complex  sL    HH5SA88<CH#V&V\\8>>2r?   r   N)
r   r   r   r   r%  ri  rj  r  r  r   r   r?   r=   r  r    s0    [[0 3
 333r?   r  )r  )r  r  )~r]  rj  r\  r  r  	fractionsr   	functoolsr   r6  hypothesis.strategies
strategiesr8  r%  hypothesis.extra.numpyr   numpyr7   numpy.lib._function_base_impllib_function_base_implr$  r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r$   numpy._core.numericr%   numpy.exceptionsr&   numpy.randomr'   numpy.testingr(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r>   rH   rJ   r   r   r   ri  rj  r   r   r   rl  r  r  r  r  r  r  r  r#  r%  rZ  r  r  r  rV  rm  ro  rq  r  r  r  r  r  r1  rE  r[  rc  rl  r  r  r  r  r9  rX  r  r  r5  r  r  r=  rR  r  r   r?   r=   <module>r     s$      
     "  )  + +                 B 5 &    "AB ABHd1 d1N: :": :$ "KL( M( 3  3F~4 ~4B;$ ;$|h0 h0V	; 	;	: 	:E E8 80E E(J J8:I< I<Xr> r>j}" }"@' '4Z' Z'z$" $"R!CC CCL) )XR8 R8j5 56 S2<<--W0EE j)i; i; *i;X;1 ;1|+5 +5Z	D 	D' '"X& X&vm7 m7`1 1h &k2 k2\a0 a0Hw- w-tA ADO	@ O	@d  -- i7 i7X/) /)da@ a@H	3 3r?   