o
    Z۷i_                    @   s  d dl Z d dlZd dlZd dlZd dlZd dlZd dlZd dlZd dl	m
Z
mZmZmZ d dlmZ d dlmZ d dlmZmZ d dlmZmZ d dlmZ d dlmZ d d	lmZ d d
lmZ d dlm Z  e!j"dkZ#ej$%dZ&dd Z'dd Z(dd Z)dd Z*dd Z+dd Z,G dd deZ-G dd de-Z.G dd de.eZ/G d d! d!e-eZ0G d"d# d#eZ1G d$d% d%eZ2G d&d' d'eZ3G d(d) d)e3Z4e45  G d*d+ d+e3Z6e65  G d,d- d-e3Z7e75  G d.d/ d/e3Z8e85  G d0d1 d1e3Z9e95  G d2d3 d3e3Z:e:5  G d4d5 d5e3Z;e;5  G d6d7 d7e3Z<e<5  G d8d9 d9e3Z=e=5  G d:d; d;e3Z>e>5  G d<d= d=eZ?G d>d? d?eZ@G d@dA dAeZAG dBdC dCeZBeCdDkrfeD  dS dS )E    N)guvectorizenjittypeof	vectorize)types)
from_dtype)LoweringErrorTypingError)TestCaseMemoryLeakMixin)supported_ufuncs)numpy_support)
cpu_target)BaseContext)ufunc_db   win32c                    s   t   fdd}dS )zAn 'expectedFailure' like decorator that only expects compilation errors
    caused by unimplemented functions that fail in no-python modec                     s4   z | i | W tj t y   tt w N)r	   unittest_ExpectedFailuresysexc_info_UnexpectedSuccess)argskwargsfunc M/home/ubuntu/vllm_env/lib/python3.10/site-packages/numba/tests/test_ufuncs.pywrapper   s   z_unimplemented.<locals>.wrapperN)	functoolswraps)r   r   r   r   r   _unimplemented   s   r"   c                 C   sT   i }d dd t| jD }d|| j}t|t | |d }d| j|_|S )N,c                 S   s   g | ]}d  |qS )za{0})format.0ir   r   r   
<listcomp>(       z'_make_ufunc_usecase.<locals>.<listcomp>zdef fn({0}):
    np.{1}({0})fnz{0}_usecase)joinrangenargsr$   __name__execglobals)ufuncldictarg_strfunc_strr*   r   r   r   _make_ufunc_usecase&   s   r5   c                 C   4   i }t d| t | |d }dt| |_|S )Nzdef fn(x):
    return {0}(x)r*   usecase_{0}r/   r$   r0   hashr.   ufunc_opr2   r*   r   r   r   _make_unary_ufunc_op_usecase0   
   r<   c                 C   r6   )Nzdef fn(x,y):
    return x{0}yr*   r7   r8   r:   r   r   r   _make_binary_ufunc_op_usecase8   r=   r>   c                    sR   t  tri }td t | |d }dt |_|S  fdd}|}|S )zGenerates a function to be compiled that performs an inplace operation

    ufunc_op can be a string like '+=' or a function like operator.iadd
    zdef fn(x,y):
    x{0}yr*   r7   c                    s    | | d S r   r   xyr;   r   r   
inplace_opK      z2_make_inplace_ufunc_op_usecase.<locals>.inplace_op)
isinstancestrr/   r$   r0   r9   r.   )r;   r2   r*   rC   r   rB   r   _make_inplace_ufunc_op_usecase@   s   
rG   c                 C   s   dd t | |D S )z5Convert python values into numpy scalar objects.
    c                 S   s$   g | ]\}}t t||qS r   )npdtyperF   type)r&   tyvalr   r   r   r(   T   s   $ z#_as_dtype_value.<locals>.<listcomp>)zip)tyargsr   r   r   r   _as_dtype_valueQ   s   rO   c                       s@   e Zd Z fddZejddd
ddZ		ddd	Z  ZS )BaseUFuncTestc                    s@  t t|   tdtjftdtjftdtjftdtjftdtjftdtjftdtjftdtjftdtjftdtjft	dtj	ft	dtj	ft	dtj	ft
dtj
ft
dtj
ft
dtj
ftjddgddttjdd	ftjddgd
dttjdd	ftjg dddttjdd	ftjg dddttjdd	ftjg dddttj	dd	ftjg dddttj
dd	ftjddgtjdttjdd	ftjddgtjdttjdd	ftjddgtjdttjdd	ftjddgtjdttjdd	fg| _d S )Nr                          ?u4rI   Cu8)rR   r   rQ   i4i8)rS   rT   rU   f4f8)superrP   setUprH   uint32r   int32uint64int64float32float64arrayArrayint8int16uint8uint16inputsself	__class__r   r   r_   Y   sD       """
zBaseUFuncTest.setUpN)maxsizeFc                 C   s   t ||dd|S )NT)_nrtno_rewrites)r   )rn   pyfuncr   nrtr   r   r   _compile   s   zBaseUFuncTest._compilec                 C   s   |}t |tjr|j}|j}nd}|tjv r*|r!t||d}|S t||d}|S |tjv rC|r:t||d}|S t||d}|S |rNt||d}|S t||d}|S )NrQ   rX   )rE   r   rg   ndimrI   signed_domainunsigned_domain)rn   
input_typeint_output_typefloat_output_typerK   rw   output_typer   r   r   _determine_output_type   s,   

z$BaseUFuncTest._determine_output_type)F)NN)	r.   
__module____qualname__r_   r    	lru_cacherv   r~   __classcell__r   r   ro   r   rP   W   s    
&rP   c                   @   s2   e Zd Zdd Zg g ddddfddZdd	 ZdS )
BasicUFuncTestc                 C   s   t |S r   )r5   rn   r1   r   r   r   r5         z"BasicUFuncTest._make_ufunc_usecaseNifcFc                    s(  |  t | |}t| j| }	|	D ]}
|
d }|
d }t|t}|r'| n|f|j  ||v r2q|r>t	 d dk r>q d j
j|vrGq| |||}|f|j }|f|j }|| }| ||}t d tjr fdd|D } fdd|D }ndd |D }dd |D }d}tjd	d
-}td |g  |R   d}|D ]}t|jtrt|j|rd	}qW d    n1 sw   Y  |g  |R   t||D ]8\}}dg d|j|||||j
|}ztjj||d|d W q ty   |rtd|
|| n Y qw qd S )Nr   rQ   c                    $   g | ]}t j d  j|jjdqS r   rW   rH   zerosshaperI   namer&   out_tyr   r   r   r(      s    z3BasicUFuncTest.basic_ufunc_test.<locals>.<listcomp>c                    r   r   r   r   r   r   r   r(      s    c                 S      g | ]}t jd |jjdqS rQ   rW   rH   r   rI   r   r   r   r   r   r(          c                 S   r   r   r   r   r   r   r   r(      r   FT)recordalwayszinvalid value encountered
)zufunc '{0}' failedzinputs ({1}):z{2}zgot({3})z{4}zexpected ({5}):z{6}   )decimalerr_msgz!Output mismatch for invalid input) reset_module_warningsr.   r5   listrl   rE   tupleninrH   anyrI   kindr~   noutrv   ndarraywarningscatch_warningssimplefilter
issubclasscategoryRuntimeWarningrF   message
startswithrM   r+   r$   testingassert_array_almost_equalAssertionErrorprint)rn   r1   skip_inputsadditional_inputsr{   r|   kindspositive_onlyrt   rl   input_tupleinput_operandrz   is_tupler}   input_typesoutput_typesargtyscfuncresultsexpectedinvalid_flagwarnlistwarnmsgthiswarn
expected_iresult_imsgr   r   r   basic_ufunc_test   s   






zBasicUFuncTest.basic_ufunc_testc                 C   s  |  | tjdk rd S tdtdftdtdftdtdftdtdftdtdftdtdftdtdftdtdftdtdftdtdftdtdftdtdftjg dtjdtjg dtjdftjg dtjdtjg dtjdff}| |}|D ]O\}}t|t|f}t	
t	jdd}||f }| ||}	t|tjrtj|jtjd}
ntjdtjd}
t|
}|||| |	|||
 tj||
 qd S )	N)rQ      rR   r   rQ   )rR   rR   r   r   rQ   rQ   rW   )r   rQ   r   rQ   r   rQ   rX   )r   r   numpy_versionrH   rc   rb   rf   r5   r   r   rg   bool_rv   rE   r   r   r   
zeros_liker   assert_equal)rn   comparison_ufuncr   rt   abr   r}   r   r   resultr   r   r   r   signed_unsigned_cmp_test  sH   




z'BasicUFuncTest.signed_unsigned_cmp_test)r.   r   r   r5   r   r   r   r   r   r   r      s    
_r   c                   @   s  e Zd ZdddZdd Zdd Zdd	 Zd
d Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zejfd&d'Zd(d) Zd*d+ Zd,d- Zd.d/ Zd0d1 Zd2d3 Zd4d5 Zd6d7 Zd8d9 Z d:d; Z!d<d= Z"d>d? Z#d@dA Z$dBdC Z%dDdE Z&dFdG Z'dHdI Z(dJdK Z)dLdM Z*dNdO Z+dPdQ Z,dRdS Z-dTdU Z.dVdW Z/dXdY Z0dZd[ Z1d\d] Z2d^d_ Z3d`da Z4dbdc Z5ddde Z6dfdg Z7dhdi Z8djdk Z9dldm Z:dndo Z;dpdq Z<drds Z=dtdu Z>dvdw Z?dxdy Z@dzd{ ZAd|d} ZBd~d ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNdd ZOdd ZPdd ZQdd ZRdd ZSdd ZTeUdd ZVeUdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd ZadS )
TestUFuncsNc                 C   s:   t jt jt t jddt t jddg}| j||d d S NrQ   rX   )r   )r   rd   re   rg   r   )rn   r   r   r   r   r   basic_int_ufunc_test7  s   zTestUFuncs.basic_int_ufunc_testc                 C      |  tj d S r   )r   rH   addrm   r   r   r   test_add_ufuncC     zTestUFuncs.test_add_ufuncc                 C   r   r   )r   rH   subtractrm   r   r   r   test_subtract_ufuncF  r   zTestUFuncs.test_subtract_ufuncc                 C   r   r   )r   rH   multiplyrm   r   r   r   test_multiply_ufuncI  r   zTestUFuncs.test_multiply_ufuncc                 C   s   d }t j}| jtj|d d S Nr{   )r   re   r   rH   dividern   int_out_typer   r   r   test_divide_ufuncL  s
   
zTestUFuncs.test_divide_ufuncc                 C      | j tjdd d S Nfr   )r   rH   	logaddexprm   r   r   r   test_logaddexp_ufuncU     zTestUFuncs.test_logaddexp_ufuncc                 C   r   r   )r   rH   
logaddexp2rm   r   r   r   test_logaddexp2_ufuncX  r   z TestUFuncs.test_logaddexp2_ufuncc                 C   s   | j tjtjd d S r   )r   rH   true_divider   re   rm   r   r   r   test_true_divide_ufunc[  s   
z!TestUFuncs.test_true_divide_ufuncc                 C   r   r   )r   rH   floor_dividerm   r   r   r   test_floor_divide_ufunc_  r   z"TestUFuncs.test_floor_divide_ufuncc                 C   s.   t t jddt jg}| jtjt j|d d S )NrQ   rX   )r{   r   )r   rg   r`   r   rH   negativerc   )rn   r   r   r   r   test_negative_ufuncb  s   
zTestUFuncs.test_negative_ufuncc                 C   r   r   )r   rH   positiverm   r   r   r   test_positive_ufunci  r   zTestUFuncs.test_positive_ufuncc                 C   r   )NT)r   )r   rH   powerrm   r   r   r   test_power_ufuncl  r   zTestUFuncs.test_power_ufuncc                 C   r   )Nfcr   )r   rH   float_powerrm   r   r   r   test_float_power_ufunco  r   z!TestUFuncs.test_float_power_ufuncc                 C   r   Niur   )r   rH   gcdrm   r   r   r   test_gcd_ufuncr  r   zTestUFuncs.test_gcd_ufuncc                 C   r   r   )r   rH   lcmrm   r   r   r   test_lcm_ufuncu  r   zTestUFuncs.test_lcm_ufuncc                 C   r   r   )r   rH   	remainderrm   r   r   r   test_remainder_ufuncx  r   zTestUFuncs.test_remainder_ufuncc                 C   s<   t t t jjt dftjfg}| jt jd|d d S )N   ifcur   r   )rH   rb   iinfomaxr   r   mod)rn   r   r   r   r   test_mod_ufunc{  s
   "

zTestUFuncs.test_mod_ufuncc                 C   r   r   )r   rH   fmodrm   r   r   r   test_fmod_ufunc  r   zTestUFuncs.test_fmod_ufuncc                 C   sv   t t t jjtjft t t jjtjft t t jjtjft 	t t j	jtj	fg}| j
||d d S )N)r   )rH   r`   r   r   r   rb   rd   finfominre   r   )rn   r1   r   r   r   r   test_abs_ufunc  s   
zTestUFuncs.test_abs_ufuncc                 C   s   | j tjd d S )N)r1   )r  rH   absoluterm   r   r   r   test_absolute_ufunc     zTestUFuncs.test_absolute_ufuncc                 C   r   r   )r   rH   fabsrm   r   r   r   test_fabs_ufunc  r   zTestUFuncs.test_fabs_ufuncc                 C   r   Ncfr   )r   rH   rintrm   r   r   r   test_rint_ufunc  r   zTestUFuncs.test_rint_ufuncc                 C   r   r   )r   rH   signrm   r   r   r   test_sign_ufunc  r   zTestUFuncs.test_sign_ufuncc                 C   r   r   )r   rH   conjrm   r   r   r   test_conj_ufunc  r   zTestUFuncs.test_conj_ufuncc                 C   r   r  )r   rH   exprm   r   r   r   test_exp_ufunc  r   zTestUFuncs.test_exp_ufuncc                 C   r   r  )r   rH   exp2rm   r   r   r   test_exp2_ufunc  r   zTestUFuncs.test_exp2_ufuncc                 C   r   r  )r   rH   logrm   r   r   r   test_log_ufunc  r   zTestUFuncs.test_log_ufuncc                 C   r   r  )r   rH   log2rm   r   r   r   test_log2_ufunc  r   zTestUFuncs.test_log2_ufuncc                 C   r   r  )r   rH   log10rm   r   r   r   test_log10_ufunc  r   zTestUFuncs.test_log10_ufuncc                 C   r   r  )r   rH   expm1rm   r   r   r   test_expm1_ufunc  r   zTestUFuncs.test_expm1_ufuncc                 C   r   r  )r   rH   log1prm   r   r   r   test_log1p_ufunc  r   zTestUFuncs.test_log1p_ufuncc                 C   r   r  )r   rH   sqrtrm   r   r   r   test_sqrt_ufunc  r   zTestUFuncs.test_sqrt_ufuncc                 C   r   r   )r   rH   squarerm   r   r   r   test_square_ufunc  r   zTestUFuncs.test_square_ufuncc                 C   r   r   )r   rH   cbrtrm   r   r   r   test_cbrt_ufunc  r   zTestUFuncs.test_cbrt_ufuncc                 C   s`   t t jddt jt t jddt jt t jddt jt t jddt jg}| jtj|d d S r   )	r   rg   r`   ra   rb   rc   r   rH   
reciprocalrn   to_skipr   r   r   test_reciprocal_ufunc  s   z TestUFuncs.test_reciprocal_ufuncc                 C   r   r   )r   rH   	conjugaterm   r   r   r   test_conjugate_ufunc  r   zTestUFuncs.test_conjugate_ufuncc                 C   r   r  )r   rH   sinrm   r   r   r   test_sin_ufunc  r   zTestUFuncs.test_sin_ufuncc                 C   r   r  )r   rH   cosrm   r   r   r   test_cos_ufunc  r   zTestUFuncs.test_cos_ufuncc                 C   r   r  )r   rH   tanrm   r   r   r   test_tan_ufunc  r   zTestUFuncs.test_tan_ufuncc                 C   r   r  )r   rH   arcsinrm   r   r   r   test_arcsin_ufunc  r   zTestUFuncs.test_arcsin_ufuncc                 C   r   r  )r   rH   arccosrm   r   r   r   test_arccos_ufunc  r   zTestUFuncs.test_arccos_ufuncc                 C   r   r  )r   rH   arctanrm   r   r   r   test_arctan_ufunc  r   zTestUFuncs.test_arctan_ufuncc                 C   r   r  )r   rH   arctan2rm   r   r   r   test_arctan2_ufunc  r   zTestUFuncs.test_arctan2_ufuncc                 C   r   r   )r   rH   hypotrm   r   r   r   test_hypot_ufunc  r   zTestUFuncs.test_hypot_ufuncc                 C   r   r  )r   rH   sinhrm   r   r   r   test_sinh_ufunc  r   zTestUFuncs.test_sinh_ufuncc                 C   r   r  )r   rH   coshrm   r   r   r   test_cosh_ufunc  r   zTestUFuncs.test_cosh_ufuncc                 C   r   r  )r   rH   tanhrm   r   r   r   test_tanh_ufunc  r   zTestUFuncs.test_tanh_ufuncc                 C   r   r  )r   rH   arcsinhrm   r   r   r   test_arcsinh_ufunc  r   zTestUFuncs.test_arcsinh_ufuncc                 C   r   r  )r   rH   arccoshrm   r   r   r   test_arccosh_ufunc  r   zTestUFuncs.test_arccosh_ufuncc                 C   sb   t t jddt jt t jddt jt t jddt jt t jddt jg}| jtj|dd d S )NrQ   rX   r  )r   r   )	r   rg   r`   ra   rb   rc   r   rH   arctanhr*  r   r   r   test_arctanh_ufunc  s   	zTestUFuncs.test_arctanh_ufuncc                 C   r   r   )r   rH   deg2radrm   r   r   r   test_deg2rad_ufunc  r   zTestUFuncs.test_deg2rad_ufuncc                 C   r   r   )r   rH   rad2degrm   r   r   r   test_rad2deg_ufunc  r   zTestUFuncs.test_rad2deg_ufuncc                 C   r   r   )r   rH   degreesrm   r   r   r   test_degrees_ufunc	  r   zTestUFuncs.test_degrees_ufuncc                 C   r   r   )r   rH   radiansrm   r   r   r   test_radians_ufunc  r   zTestUFuncs.test_radians_ufuncc                 C   r   r   )r   rH   bitwise_andrm   r   r   r   test_bitwise_and_ufunc  r   z!TestUFuncs.test_bitwise_and_ufuncc                 C   r   r   )r   rH   
bitwise_orrm   r   r   r   test_bitwise_or_ufunc  r   z TestUFuncs.test_bitwise_or_ufuncc                 C   r   r   )r   rH   bitwise_xorrm   r   r   r   test_bitwise_xor_ufunc  r   z!TestUFuncs.test_bitwise_xor_ufuncc                 C   r   r   )r   rH   invertrm   r   r   r   test_invert_ufunc  r   zTestUFuncs.test_invert_ufuncc                 C   r   r   )r   rH   bitwise_notrm   r   r   r   test_bitwise_not_ufunc  r   z!TestUFuncs.test_bitwise_not_ufuncc                 C   r   r   )r   rH   greaterrm   r   r   r   test_greater_ufunc-  r   zTestUFuncs.test_greater_ufuncc                 C   r   r   )r   rH   greater_equalrm   r   r   r   test_greater_equal_ufunc0  r   z#TestUFuncs.test_greater_equal_ufuncc                 C   r   r   )r   rH   lessrm   r   r   r   test_less_ufunc3  r   zTestUFuncs.test_less_ufuncc                 C   r   r   )r   rH   
less_equalrm   r   r   r   test_less_equal_ufunc6  r   z TestUFuncs.test_less_equal_ufuncc                 C   r   r   )r   rH   	not_equalrm   r   r   r   test_not_equal_ufunc9  r   zTestUFuncs.test_not_equal_ufuncc                 C   r   r   )r   rH   equalrm   r   r   r   test_equal_ufunc<  r   zTestUFuncs.test_equal_ufuncc                 C   r   r   )r   rH   logical_andrm   r   r   r   test_logical_and_ufunc?  r   z!TestUFuncs.test_logical_and_ufuncc                 C   r   r   )r   rH   
logical_orrm   r   r   r   test_logical_or_ufuncB  r   z TestUFuncs.test_logical_or_ufuncc                 C   r   r   )r   rH   logical_xorrm   r   r   r   test_logical_xor_ufuncE  r   z!TestUFuncs.test_logical_xor_ufuncc                 C   r   r   )r   rH   logical_notrm   r   r   r   test_logical_not_ufuncH  r   z!TestUFuncs.test_logical_not_ufuncc                 C   r   r   )r   rH   maximumrm   r   r   r   test_maximum_ufuncK  r   zTestUFuncs.test_maximum_ufuncc                 C   r   r   )r   rH   minimumrm   r   r   r   test_minimum_ufuncN  r   zTestUFuncs.test_minimum_ufuncc                 C   r   r   )r   rH   fmaxrm   r   r   r   test_fmax_ufuncQ  r   zTestUFuncs.test_fmax_ufuncc                 C   r   r   )r   rH   fminrm   r   r   r   test_fmin_ufuncT  r   zTestUFuncs.test_fmin_ufuncc                 C   s&   t jddgt jdttjddfgS )NTFrW   rQ   rX   )rH   rf   r   r   rg   rm   r   r   r   bool_additional_inputsZ  s   z!TestUFuncs.bool_additional_inputsc                 C      | j tjd|  d d S Nifcbr   )r   rH   isfinitery  rm   r   r   r   test_isfinite_ufunc`     
zTestUFuncs.test_isfinite_ufuncc                 C   rz  r{  )r   rH   isinfry  rm   r   r   r   test_isinf_ufuncf  r  zTestUFuncs.test_isinf_ufuncc                 C   rz  r{  )r   rH   isnanry  rm   r   r   r   test_isnan_ufuncl  r  zTestUFuncs.test_isnan_ufuncc                 C   r   r   )r   rH   signbitrm   r   r   r   test_signbit_ufuncr  r   zTestUFuncs.test_signbit_ufuncc                 C   r   r   )r   rH   copysignrm   r   r   r   test_copysign_ufuncu  r   zTestUFuncs.test_copysign_ufuncc                 C   r   r   )r   rH   	nextafterrm   r   r   r   test_nextafter_ufuncx  r   zTestUFuncs.test_nextafter_ufuncc                 C   r   r   )r   rH   modfrm   r   r   r   test_modf_ufunc{     zTestUFuncs.test_modf_ufuncc                 C   r   r   )r   rH   frexprm   r   r   r   test_frexp_ufunc  r  zTestUFuncs.test_frexp_ufuncc                 C   r   r   )r   rH   floorrm   r   r   r   test_floor_ufunc  r   zTestUFuncs.test_floor_ufuncc                 C   r   r   )r   rH   ceilrm   r   r   r   test_ceil_ufunc  r   zTestUFuncs.test_ceil_ufuncc                 C   r   r   )r   rH   truncrm   r   r   r   test_trunc_ufunc  r   zTestUFuncs.test_trunc_ufuncc                 C   sB   t jt jt j gt jdttjddfg}| jt jd|d d S )NrW   rQ   rX   r   r   )rH   rf   infre   r   rg   r   spacing)rn   
additionalr   r   r   test_spacing_ufunc  s   

zTestUFuncs.test_spacing_ufuncc                 C   s  |j }t|}dtjfdtjfdtjftjddgddttjddftjddgddttjddftjd	dgd
dttjddfg}|}ttjddttjddg}|}t	
|||D ]}|\}}	}
|d }|d }|	d }|	d }|dkr|ttjddks|ttjddkrq`|dkr|ttjddkr|tjkrttjddrq`|dkr|ttjddkr|tjkrttjddrq`t|tjst|tjrt|
tjsq`|||
f}| ||}t|tjrtj|j|
jjd}tj|j|
jjd}n.t|tjrtj|j|
jjd}tj|j|
jjd}ntjd|
jjd}tjd|
jjd}|||| |||| t|
d|
}|tjtjfv rMdnd}| j|||d q`d S )NrQ   rR   rU   r   rY   rW   rX   r[   rS   r]   r   r   rI   singledouble)prec)r.   r5   r   rb   rc   re   rH   rf   rg   	itertoolsproductr`   rE   rv   r   r   sizerI   r   getattrrd   	complex64assertPreciseEqual)rn   r1   
ufunc_nameinputs1inputs2r   rt   valsinput1input2r}   input1_operandinput1_typeinput2_operandinput2_typer   r   r   r   scalar_typer  r   r   r   binary_ufunc_mixed_types_test  s     






z(TestUFuncs.binary_ufunc_mixed_types_testc                 C   s  t tj}tjdddtjdddddtjdddddtjdddddtjdddddtjdddddg}tjdddddtjdddddtjdddddtjddddddtjddddddtjddddddg}t||D ]:\}}ttj	|j
d}ttj|j
d}||f}| ||}	tj|j|jd}
t||
 |	|| | ||
 qt tj}tjdddtjdddddtjddddddtjdddddtjdddddtjddddddtjddddddtjddddddtjddddddg	}|}t||D ]I\}}ttj	|j
d}ttj	|j
d}ttj	t|j
|j
d}|||f}| ||}	t||}
tj|
jdd}|	||| | ||
 q*d S )	N   rY   rW   rQ   	   r[      rX   )r5   rH   r   arangereshaper   rM   r   rg   rb   rw   rc   rv   r   rI   r  r   r  r  r   )rn   rt   input_operandsoutput_operandsr@   r   rz   r}   r   r   r   input1_operandsinput2_operandsrA   r  r  r   r   r   test_broadcasting  s^   
	


zTestUFuncs.test_broadcastingc                 C   sF   t t jdd}||f}t||fdd }| |j| jj| d S )NrQ   rX   c                 S      t | |S r   rH   r   a0a1r   r   r   myadd2  s   z2TestUFuncs.test_implicit_output_npm.<locals>.myadd)r   rg   rb   r   assertEqual	overloads	signaturereturn_type)rn   arr_tysigr  r   r   r   test_implicit_output_npm,  s
   

z#TestUFuncs.test_implicit_output_npmc                 C   s@  dd }t jdddt jdddddt jddddddt jdddddt jdddddt jddddddt jddddddt jddddddt jddddddg	}|}t||D ]4\}}ttj|jd	}ttj|jd	}||f}| j	||d
d}	t 
||}
|	||}t j|
| qid S )Nc                 S   r  r   r  r  r   r   r   rt   9     zATestUFuncs.test_broadcast_implicit_output_npm_nrt.<locals>.pyfuncr  rY   rW   r  r  rQ   rX   Tru   )rH   r  r  r  r  r   rg   rb   rw   rv   r   r   assert_array_equal)rn   rt   r  r  r@   rA   r  r  r   r   r   r   r   r   r   &test_broadcast_implicit_output_npm_nrt8  s*   
z1TestUFuncs.test_broadcast_implicit_output_npm_nrtc                 C   sd  dd }t ddddd}t j|dd	}|ddjd }t|}|jjr,|jd
ks.J t|}|jj	r;|jdks=J t|}|jdksHJ |jjrNJ |jj	rTJ t
t|||gd}|||fg7 }|||fg7 }|||fg7 }|D ]9\}	}
t|	t|
f}| j||dd}||	|
}||	|
}| |jj|jj | |jj	|jj	 t j|| qvd S )Nc                 S   r  r   r  r  r   r   r   rt   V  r  z=TestUFuncs.test_implicit_output_layout_binary.<locals>.pyfuncr   rQ      r   r   ForderrX   A   Tr  )rH   linspacer  rf   Tr   flagsc_contiguouslayoutf_contiguousr   r  permutationsrv   r  r   r  )rn   rt   XYZXtyYtyZty	testcasesarg0arg1r   r   r   r   r   r   r   "test_implicit_output_layout_binaryU  s:   



z-TestUFuncs.test_implicit_output_layout_binaryc                 C   s  dd }t ddddd}t j|dd	}|ddjd }t|}|jjr,|jd
ks.J t|}|jj	r;|jdks=J t|}|jdksHJ |jjrNJ |jj	rTJ |||fD ]2}t|f}	| j
||	dd}
||}|
|}| |jj|jj | |jj	|jj	 t j|| qYd S )Nc                 S   
   t | S r   rH   r#  )r  r   r   r   rt   {     
z<TestUFuncs.test_implicit_output_layout_unary.<locals>.pyfuncr   rQ   r  r   r   r  r  rX   r  Tr  )rH   r  r  rf   r  r   r  r  r  r  rv   r  r   r  )rn   rt   r  r  r  r  r  r  r  r   r   r   r   r   r   r   !test_implicit_output_layout_unaryz  s2   


z,TestUFuncs.test_implicit_output_layout_unaryr   )br.   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  rH   absr  r	  r  r  r  r  r  r  r  r  r  r   r"  r$  r&  r(  r,  r.  r0  r2  r4  r6  r8  r:  r<  r>  r@  rB  rD  rF  rH  rJ  rL  rN  rP  rR  rT  rV  rX  rZ  r\  r^  r`  rb  rd  rf  rh  rj  rl  rn  rp  rr  rt  rv  rx  ry  r~  r  r  r  r  r  r"   r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r   6  s    
	



NC%r   c                   @   s  e Zd Zdd Zdg g ddfddZdg g dddfdd	Zd
d Zdd Zdd Z	d\ddZ		d\ddZ
dd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zd&d' Zd(d) Zd*d+ Zd,d- Zd.d/ Zd0d1 Zd2d3 Zd4d5 Zd6d7 Zd8d9 Zd:d; Zd<d= Zd>d? Z d@dA Z!dBdC Z"dDdE Z#dFdG Z$dHdI Z%dJdK Z&dLdM Z'dNdO Z(dPdQ Z)dRdS Z*dTdU Z+dVdW Z,dXdY Z-dZd[ Z.dS )]TestArrayOperatorsc                 C   s&   |  |jj|jj tj|| d S r   )r  rI   r   rH   r   r   )rn   r   gotr   r   r   _check_results  s   z!TestArrayOperators._check_resultsTNc                 C   sz   t |}t| j}|| |}	|D ](}
|
\}}||v s"t|tjs#q| j|	|f|d}|	|}||}| || qd S )Nr  )	r<   r   rl   extendrE   r   rg   rv   r  )rn   operatorru   r   r   r{   r|   operator_funcrl   rt   r   r   rz   r   r   r  r   r   r   unary_op_test  s   


z TestArrayOperators.unary_op_testFc                 C   s  t |}t| j}	|	| |}
tjd}|	D ]g}|\}}tt	|d|}|}||v r.q|r9tj
d|dd }t|tjrN|}|}|rMt||k rMqn|ddd|}t|}|rc||k rcq||f}| j|
||d}|
||}|||}| || qd S )NrQ   rI   rW   r   d   
   r  )r>   r   rl   r  rH   randomRandomStater   as_dtyper  r   rE   r   rg   r   uniformastyper   rv   r  )rn   r  ru   r   r   r{   r|   positive_rhsr  rl   rt   random_stater   input_operand1rz   input_dtypeinput_type1zeroinput_operand0input_type0r   r   r   r  r   r   r   binary_op_test  sB   




z!TestArrayOperators.binary_op_testc                 C   s0   dt jfdt jftddgt t jddfgS )NTFrQ   rX   )r   booleanrH   rf   rg   rm   r   r   r   bitwise_additional_inputs  s   z,TestArrayOperators.bitwise_additional_inputsc              	   O   sH   | dg }|tjtjttjddttjddg7 }| j|i |S )Nr   rQ   rX   )
setdefaultr   rd   re   rg   r  )rn   r   kwsr   r   r   r   binary_int_op_test  s   z%TestArrayOperators.binary_int_op_testc                 O   s(   | dg }||  7 }| j|i |S )Nr   )r  r  r   )rn   r   r  r   r   r   r   binary_bitwise_op_test  s   z)TestArrayOperators.binary_bitwise_op_testc                    s   t |}|}|r| j}	ntjj}	 fdd|D }
fddD }fddD }|| }t|
|D ]-\}}t|}t|}||f}| ||}|	 }||| |	 }||| |	|| q5d S )Nc                       g | ]	}t j |d qS rW   rH   rf   r&   rI   )
lhs_valuesr   r   r(         z6TestArrayOperators.inplace_op_test.<locals>.<listcomp>c                    r  r  r  r  )
rhs_valuesr   r   r(     r  c                    s   g | ]} D ]}||qqS r   r   )r&   vrI   )
rhs_dtypesr   r   r(         )
rG   r  rH   r   assert_allcloser  r  r   rv   copy)rn   r  r  r  
lhs_dtypesr
  preciser  rt   	assertion
lhs_inputs
rhs_arraysrhs_scalars
rhs_inputslhsrhslhs_typerhs_typer   r   r   r  r   )r  r
  r  r   inplace_op_test  s0   



z"TestArrayOperators.inplace_op_testc                 C   s*   | j |||tjtjftjtjtjf|dS )Nr  )r  rH   rd   re   rc   )rn   r  r  r  r  r   r   r   inplace_float_op_test  s
   

z(TestArrayOperators.inplace_float_op_testc                 C   s*   |  |||tjtjtjftjtjf d S r   )r  rH   ri   ra   rc   r`   rn   r  r  r  r   r   r   inplace_int_op_test  s   

z&TestArrayOperators.inplace_int_op_testc                 C   s0   |  ||| | |||tjftjtjf d S r   )r  r  rH   r   r  r   r   r   inplace_bitwise_op_test"  s   
z*TestArrayOperators.inplace_bitwise_op_testc                 C      |  d d S N+r  rm   r   r   r   test_unary_positive_array_op*  rD   z/TestArrayOperators.test_unary_positive_array_opc                 C   r  N-r"  rm   r   r   r   test_unary_negative_array_op-  rD   z/TestArrayOperators.test_unary_negative_array_opc              
   C   s<   | j dtjtjttjddttjddg|  d d S )N~rQ   rX   )r   r   )r  r   rd   re   rg   r  rm   r   r   r   test_unary_invert_array_op0  s   
z-TestArrayOperators.test_unary_invert_array_opc                 C   2   |  dg dg d |  tjg dg d d S )Nz+=rR         ?r  r         @)r  r  iaddrm   r   r   r   test_inplace_add:     z#TestArrayOperators.test_inplace_addc                 C   r)  )Nz-=r*  r,  )r  r  isubrm   r   r   r   test_inplace_sub>  r1  z#TestArrayOperators.test_inplace_subc                 C   r)  )Nz*=r*  r,  )r  r  imulrm   r   r   r   test_inplace_mulB  r1  z#TestArrayOperators.test_inplace_mulc                 C   r)  )Nz//=r*  r-  g      ?r.  )r  r  	ifloordivrm   r   r   r   test_inplace_floordivF     z(TestArrayOperators.test_inplace_floordivc                 C   s2   |  dg dg d |  tjg dg d d S )Nz/=r*  r,  r6  )r  r  itruedivrm   r   r   r   test_inplace_divK  r9  z#TestArrayOperators.test_inplace_divc                 C   r)  )Nz%=r*  r-  r  r.  )r  r  imodrm   r   r   r   test_inplace_remainderP  r1  z)TestArrayOperators.test_inplace_remainderc                 C   s:   | j dg dg ddd | j tjg dg ddd d S )Nz**=r*  r<  Fr  )r  r  ipowrm   r   r   r   test_inplace_powT  s   
z#TestArrayOperators.test_inplace_powc                 C   r)  )Nz&=r   rQ   r  r  3   r      r   *      )r  r  iandrm   r   r   r   test_inplace_andZ     z#TestArrayOperators.test_inplace_andc                 C   r)  )Nz|=rA  rC  )r  r  iorrm   r   r   r   test_inplace_or`  rI  z"TestArrayOperators.test_inplace_orc                 C   r)  )Nz^=rA  rC  )r  r  ixorrm   r   r   r   test_inplace_xorf  rI  z#TestArrayOperators.test_inplace_xorc                 C   r)  )Nz<<=r   r   iir   rQ   r      )r  r  ilshiftrm   r   r   r   test_inplace_lshiftl  r9  z&TestArrayOperators.test_inplace_lshiftc                 C   r)  )Nz>>=rN  rO  )r  r  irshiftrm   r   r   r   test_inplace_rshiftq  r9  z&TestArrayOperators.test_inplace_rshiftc                 C   s   dd }t d}||}| |d |d ko|d |d k t d}t||}| |d |d ko<|d |d k t j|| t j|| dS )z
        Verify that the unary positive operator copies values, and doesn't
        just alias to the input array (mirrors normal Numpy/Python
        interaction behavior).
        c                 S   s   | 
 }d| d< d|d< |S )Nr  r   r   rQ   r   )r  a2r   r   r   r   }  s   z<TestArrayOperators.test_unary_positive_array_op_2.<locals>.fr  r   rQ   N)rH   r   
assertTruer   r   r  )rn   r   r  rU  a3a4r   r   r   test_unary_positive_array_op_2v  s   
&
&z1TestArrayOperators.test_unary_positive_array_op_2c                 C   r  r   r  rm   r   r   r   test_add_array_op  rD   z$TestArrayOperators.test_add_array_opc                 C   r  r$  rZ  rm   r   r   r   test_subtract_array_op  rD   z)TestArrayOperators.test_subtract_array_opc                 C   r  )N*rZ  rm   r   r   r   test_multiply_array_op  rD   z)TestArrayOperators.test_multiply_array_opc                 C   s   d }t j}| jd|d d S )N/r   )r   re   r  r   r   r   r   test_divide_array_op  s   z'TestArrayOperators.test_divide_array_opc                 C   s`  t dtjft dtjft dtjft dtjft dtjft dtjft dtjft dtjft dtjft d	tjft jdd
gddt	tjddft jddgddt	tjddft jg dddt	tjddft jg dddt	tjddft jddgddt	tjddft jdd	gddt	tjddfg| _
| d d S )NrQ   r   r   r-  rS   r+  g      g      @r  rV   rW   rX   r  rY   )rR   rQ   r   rZ   )rR   rQ      r[   r\   r]   z//)rH   r`   r   ra   rb   rc   rd   re   rf   rg   rl   r  rm   r   r   r   test_floor_divide_array_op  s,       z-TestArrayOperators.test_floor_divide_array_opc                 C   r  )N%rZ  rm   r   r   r   test_remainder_array_op  rD   z*TestArrayOperators.test_remainder_array_opc                 C      | j ddd d S )Nz**Tr  rZ  rm   r   r   r   test_power_array_op  r
  z&TestArrayOperators.test_power_array_opc                 C   rf  )Nz<<Trg  r   rm   r   r   r   test_left_shift_array_op  r
  z+TestArrayOperators.test_left_shift_array_opc                 C   rf  )Nz>>Trg  ri  rm   r   r   r   test_right_shift_array_op  r
  z,TestArrayOperators.test_right_shift_array_opc                 C   r  )N&r  rm   r   r   r   test_bitwise_and_array_op  rD   z,TestArrayOperators.test_bitwise_and_array_opc                 C   r  )N|rm  rm   r   r   r   test_bitwise_or_array_op  rD   z+TestArrayOperators.test_bitwise_or_array_opc                 C   r  )N^rm  rm   r   r   r   test_bitwise_xor_array_op  rD   z,TestArrayOperators.test_bitwise_xor_array_opc                 C   r  )Nz==rZ  rm   r   r   r   test_equal_array_op  rD   z&TestArrayOperators.test_equal_array_opc                 C   r  )N>rZ  rm   r   r   r   test_greater_array_op  rD   z(TestArrayOperators.test_greater_array_opc                 C   r  )Nz>=rZ  rm   r   r   r   test_greater_equal_array_op  rD   z.TestArrayOperators.test_greater_equal_array_opc                 C   r  )N<rZ  rm   r   r   r   test_less_array_op  rD   z%TestArrayOperators.test_less_array_opc                 C   r  )Nz<=rZ  rm   r   r   r   test_less_equal_array_op  rD   z+TestArrayOperators.test_less_equal_array_opc                 C   r  )Nz!=rZ  rm   r   r   r   test_not_equal_array_op  rD   z*TestArrayOperators.test_not_equal_array_op)T)/r.   r   r   r  r  r  r  r   r  r  r  r  r  r#  r&  r(  r0  r3  r5  r8  r;  r>  r@  rH  rK  rM  rR  rT  rY  r[  r\  r^  r`  rc  re  rh  rj  rk  rn  rp  rr  rs  ru  rv  rx  ry  rz  r   r   r   r   r    sl    

*		
 
	
r  c                   @   s0   e Zd ZdZdd Zdd Zdd Zdd	 Zd
S )TestScalarUFuncsa  check the machinery of ufuncs works when the result is an scalar.
    These are not exhaustive because:
    - the machinery to support this case is the same for all the functions of a
      given arity.
    - the result of the inner function itself is already tested in TestUFuncs
    c                 C   s.  t ||D ]\}}t||}|| }|t|| }d||}	ttjtjftjtjftjtjftjtjfg}
||
v rAt	|}n&t
|jt
jrNt	|}nt
|jt
jr[t|}nt
|jt
jrgt|}||j| jjf }tdd |D r}d}ntdd |D rd}nd}| j|||	|d qd S )	Nzfor args {0} typed {1}c                 S      g | ]}|t jkqS r   )r   rd   r&   tr   r   r   r(     r)   z.TestScalarUFuncs.run_ufunc.<locals>.<listcomp>r  c                 S   r|  r   )r   re   r}  r   r   r   r(     r)   r  exact)r   r  )rM   r   rO   r$   setr   ra   rb   rc   floatrH   
issubdtyperI   inexactintegerintr   boolr  r  r  r   r  )rn   rt   	arg_types
arg_valuesrN   r   r   r  r   r   specialalltypesr  r   r   r   	run_ufunc  s6   




	

zTestScalarUFuncs.run_ufuncc                 C   sJ   dd }g d}t jft jft jft jft jft jfg}| ||| d S )Nc                 S   r  r   r  r@   r   r   r   _func  r  z7TestScalarUFuncs.test_scalar_unary_ufunc.<locals>._func)r  r  )rQ   r  )皙?)皙?)r   ra   r`   rc   rb   rd   re   r  rn   r  r  tysr   r   r   test_scalar_unary_ufunc  s   z(TestScalarUFuncs.test_scalar_unary_ufuncc                 C   sJ   dd }g d}t jt jt jt jt jt jg}| |t||t|| d S )Nc                 S   r  r   r  r?   r   r   r   r  '  r  z@TestScalarUFuncs.test_scalar_binary_uniform_ufunc.<locals>._funcr  r  rQ   r  r  r  )	r   ra   r`   rc   rb   rd   re   r  rM   r  r   r   r    test_scalar_binary_uniform_ufunc&  s   z1TestScalarUFuncs.test_scalar_binary_uniform_ufuncc                 C   sN   dd }g d}t jt jt jt jt jt jg}| |t	||t	|| d S )Nc                 S   r  r   r  r?   r   r   r   r  0  r  z>TestScalarUFuncs.test_scalar_binary_mixed_ufunc.<locals>._funcr  )
r   ra   r`   rc   rb   rd   re   r  r  r  r  r   r   r   test_scalar_binary_mixed_ufunc/  s   
z/TestScalarUFuncs.test_scalar_binary_mixed_ufuncN)r.   r   r   __doc__r  r  r  r  r   r   r   r   r{    s    3
	r{  c                   @      e Zd Zdd Zdd ZdS )TestUfuncIssuesc                 C   sP   t dgdd }tjddd}tjddd}| ||||| ||   d S )Nz(float64,float64)c                 S   s   t | |t | | S r   r  )x1x2r   r   r   foo?  s   z+TestUfuncIssues.test_issue_651.<locals>.foor  r]   rW   )r   rH   r  r  )rn   r  r   r   r   r   r   test_issue_651=  s
   
"zTestUfuncIssues.test_issue_651c                    s|   dd }|t   fdd}tg dtg dg}|D ]}||d ||td ||tg d q"d	S )
zF
        <float32 ** int> should return float32, not float64.
        c                 S   r  r   )rH   r   r?   r   r   r   r  K  r  z,TestUfuncIssues.test_issue_2006.<locals>.fooc                    s2    | |}t j|| | |j| j d S r   )rH   r   r   r  rI   )r@   rA   r  r   rt   rn   r   r   checkP  s   
z.TestUfuncIssues.test_issue_2006.<locals>.check)rQ   r  r  )              ?r  y      @      r  )r  r  r  N)r   rH   rd   r  rb   rc   )rn   r  r  xsr@   r   r  r   test_issue_2006G  s   
zTestUfuncIssues.test_issue_2006N)r.   r   r   r  r  r   r   r   r   r  ;  s    
r  c                   @   sn   e Zd ZdZdZddddddddZddd	Zd
d Zdd Zdd Z	e
dd Ze
dd Ze
dd ZdS )_LoopTypesTestera  Test code generation for the different loop types defined by ufunc.

    This test relies on class variables to configure the test. Subclasses
    of this class can just override some of these variables to check other
    ufuncs in a different compilation context. The variables supported are:

    _funcs: the ufuncs to test
    _skip_types: letter types that force skipping the loop when testing
                 if present in the NumPy ufunc signature.
    _supported_types: only test loops where all the types in the loop
                      signature are in this collection. If unset, all.

    Note that both, _skip_types and _supported_types must be met for a loop
    to be tested.

    The NumPy ufunc signature has a form like 'ff->f' (for a binary ufunc
    loop taking 2 floats and resulting in a float). In a NumPy ufunc object
    you can get a list of supported signatures by accessing the attribute
    'types'.
    OegGr  r   r   ))r7  r  )r5  D)r5  r  )r  r  )rC  r  )r'  d)r   r  r   c                 C   s  |dv rt jg d|dS |dv rt jg d|dS |dv r't jg d|dS |d d	kr>t|d
kr5d}t jg d|dS |d dkrUt|d
krLd}t jg d|dS |dv rft jdddtdg|dS |dv rtjdkrrd}nd}t j|ddtd dg|dS td|f )z<return a suitable array argument for testing the letter typebhilq)rQ   r   r   ra  rW   BHILQ)rQ   r  r   r   ?)TFFTr   mrQ   zm8[D])r  NaTr   MzM8[D])NatrQ   r   r   fdr+  g      rT   nanFDr   y             y              y      ?      ?r  y                ztype %r not understood)rH   rf   lenr  r   platformRuntimeError)rn   a_letter_typeindexnegzeror   r   r   _arg_for_type  s4   
z_LoopTypesTester._arg_for_typec                    s   |d |j  ||j d    t| dg r$tfdd D r$d S t| dg tfdd D r7d S t| dg }|rLt fdd|D sLd S | ||  d S )N_supported_typesc                 3   s    | ]}| vV  qd S r   r   r&   l)supported_typesr   r   	<genexpr>      z/_LoopTypesTester._check_loop.<locals>.<genexpr>_skip_typesc                 3       | ]}| v V  qd S r   r   r  )
skip_typesr   r   r    r  _required_typesc                 3   r  r   r   r  )letter_typesr   r   r    s    )r   r   r  r   _check_ufunc_with_dtypes)rn   r*   r1   looprequired_typesr   )r  r  r  r   _check_loop  s   z_LoopTypesTester._check_loopc                    s>  g }|D ]}|dv r|d }| | qdd |D }tdd |D }t||} fddt|D }	|	D ]}
 j|
 q7dd |	D }||	  ||  t|||	D ]G\}}} |||\}}|jj	} j
|j|fd}|d	v rwd
nd}|dv rdn|}dg d}||j|	|||} j|||||d qUd S )N)r  r  z8[D]c                 S   s   g | ]}t |qS r   )rH   rI   r}  r   r   r   r(     r)   z=_LoopTypesTester._check_ufunc_with_dtypes.<locals>.<listcomp>c                 S   s   g | ]}t t|d dqS )rQ   rX   )r   rg   r   r}  r   r   r   r(     r  c                    s$   g | ]\}} j ||d dqS )r  r  )r  repeat)r&   r  r~  rm   r   r   r(     s    c                 S   s   g | ]}|  qS r   )r  )r&   r   r   r   r   r(     s    rQ   fFr  r  dDr  r   )z ufunc '{0}' arrays differ ({1}):z	args: {2}zexpected {3}zgot {4})r  r   ulps)appendr   r   	enumerater  shufflerM   _fixup_resultsrI   char_ulpsgetr.   r+   r$   r  )rn   r*   r1   dtypesdtypes_with_unitsr~  arg_dtyarg_nbtyr   c_argsarrpy_argsrI   py_argc_argtypecharr  r  r   r   rm   r   r    s8   
z)_LoopTypesTester._check_ufunc_with_dtypesc                 C   s   ||fS r   r   )rn   rI   r  r  r   r   r   r    r   z_LoopTypesTester._fixup_resultsc                 C   s   |j D ]}| || qd S r   )r   _inject_test)clsr1   r  r   r   r   _check_ufunc_loops  s   
z#_LoopTypesTester._check_ufunc_loopsc              	      s0    fdd}t | dj dd| d S )Nc                    s   t }| |  d S r   )r5   r  )rn   r*   r  r1   r   r   test_template  s   z4_LoopTypesTester._inject_test.<locals>.test_templateztest_{0}_{1}z->_)setattrr$   r.   replace)r  r1   r  r  r   r  r   r    s   
z_LoopTypesTester._inject_testc                 C   s   | j D ]}| | qd S r   )_ufuncsr  )r  r1   r   r   r   autogenerate  s   
z_LoopTypesTester.autogenerateNr   )r.   r   r   r  r  r  r  r  r  r  classmethodr  r  r  r   r   r   r   r  _  s*    
	'(

r  c                   @   sn   e Zd Zedd Zeej eej eej	 eej
 eej eej dZdej ZdS )TestLoopTypesIntNz?bBhHiIlLqQfdFDmMO)r.   r   r   r   r  removerH   r   r)  
left_shiftright_shiftr   r   r  r  r  r   r   r   r   r    s    r  c                   @   s*   e Zd ZejejgZdZdej	 d Z	dS ) TestLoopTypesSubtractAndNegativez?bBhHiIlLqQfdFDmMOr  N)
r.   r   r   rH   r   r   r  r  r  r  r   r   r   r   r    s    r  c                       4   e Zd ZejgZdZdej Zd fdd	Z	  Z
S )TestLoopTypesReciprocalbBhHiIlLqQfdFDr  r   c                    s.   t | j| j||d}|dv rd||dk< |S )Nr  
bBhHiIlLqQrE  r   r^   rp   r  rn   r  r  resro   r   r   r    s   z%TestLoopTypesReciprocal._arg_for_typer  )r.   r   r   rH   r)  r  r  r  r  r  r   r   r   ro   r   r    
    
r  c                       r  )TestLoopTypesPowerr  r  r   c                    s6   t | j| j||d}|dv r|dkrd||dk < |S )Nr  r  rQ   r  r   r  r  ro   r   r   r  /  s   z TestLoopTypesPower._arg_for_typer  )r.   r   r   rH   r   r  r  r  r  r  r   r   r   ro   r   r  *  r  r  c                       r  )TestLoopTypesIntLeftShiftr  r  r   c                    s@   t | j| j||d}|dkr|jjd }t|d|d }|S Nr  rQ      r   )r^   rp   r  rI   itemsizerH   cliprn   r  r  r  	bit_countro   r   r   r  B  s   z'TestLoopTypesIntLeftShift._arg_for_typer  )r.   r   r   rH   r  r  r  r  r  r  r   r   r   ro   r   r  =  r  r  c                       r  )TestLoopTypesIntRightShiftr  r  r   c                    sR   t | j| j||d}|dkr|jjd }t|d|d }|dkr't|}|S r  )r^   rp   r  rI   r  rH   r  r  r  ro   r   r   r  Y  s   

z(TestLoopTypesIntRightShift._arg_for_typer  )r.   r   r   rH   r  r  r  r  r  r  r   r   r   ro   r   r  T  r  r  c                   @   s2   e Zd ZejejejgZdZde	j
 Z
dd ZdS )TestLoopTypesFloorDivider  r  c                 C   sF   |j dkrt|t|@ }||dk|dk@ O }|| ||< ||fS )Nr   rT   )r   rH   r  r  )rn   rI   r  r  predr   r   r   r  {  s
   
z'TestLoopTypesFloorDivide._fixup_resultsN)r.   r   r   rH   r   r   divmodr  r  r  r  r  r   r   r   r   r  v  s
    
r  c                   @   sf   e Zd Zedd Zereej eej	 eej
 eej eej dZdej ZdS )TestLoopTypesFloatNr  FDmMO)r.   r   r   r   r  	iswindowsr  rH   r  r   r   r  r  r  r  r  r   r   r   r   r    s    r  c                   @   s&   e Zd Zedd ZdZdej ZdS )TestLoopTypesComplexNr  r  )r.   r   r   r   r  r  r  r  r   r   r   r   r    s    r  c                   @   s`   e Zd Zedd Zeej dZdd Z	dd Z
dd Zd	d
 Zdd Zdd Zdd ZdS )TestLoopTypesDatetimeNmMc                 C      t j}t|}| ||g d | ||g d | ||g d | ||g d | t | ||g d W d    d S 1 sEw   Y  d S )N)m8[s]m8[m]r  )r  r  r  )r  r  m8[ms])r  r  r  )r  r  r  )rH   r   r5   r  assertRaisesr   rn   r1   r*   r   r   r   test_add     "zTestLoopTypesDatetime.test_addc                 C   r  )N)M8[s]M8[m]r  )r  r  r  )r  r  r  )r  r  r  )r  r  r  )rH   r   r5   r  r  r   r  r   r   r   test_subtract  r  z#TestLoopTypesDatetime.test_subtractc                 C   t   t j}t|}| ||g d | ||g d | t | ||g d W d    d S 1 s3w   Y  d S )N)r  qm8[us])r  r  r  r  r  r  )rH   r   r5   r  r  r   r  r   r   r   test_multiply     "z#TestLoopTypesDatetime.test_multiplyc                 C   r  )N)r  r  r  )r  r  r  r  r  r  r  r  r  r  )rH   r   r5   r  r  r   r  r   r   r   test_true_divide  s   "z&TestLoopTypesDatetime.test_true_dividec                 C   r  )Nr  r  r  )rH   r   r5   r  r  r   r  r   r   r   test_floor_divide  r  z'TestLoopTypesDatetime.test_floor_dividec                 C   sT   t |}| ||g d | ||g d | ||g d | ||g d d S )N)r  r  r  )r  r  r  )r  r  r  )r  r  r  )r5   r  r  r   r   r   _check_comparison  s
   z'TestLoopTypesDatetime._check_comparisonc                 C   s0   t jt jt jt jt jt jfD ]}| | qd S r   )rH   rg  re  ra  rc  r]  r_  r   r   r   r   r   test_comparisons  s
   z&TestLoopTypesDatetime.test_comparisons)r.   r   r   r   r  r  rH   r  r  r  r  r  r  r  r   r!  r   r   r   r   r	    s    


	r	  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )TestUFuncBadArgsc                 C   N   dd }|  t tttjg| W d    d S 1 s w   Y  d S )Nc                 S   s   t | }|S )zerror: np.add requires two argsr  )r@   r   r   r   r   r     s   
z0TestUFuncBadArgs.test_missing_args.<locals>.funcr  r	   r   r   re   rn   r   r   r   r   test_missing_args     "z"TestUFuncBadArgs.test_missing_argsc                 C   s`   dd }t t jdd}||||}| t t|| W d    d S 1 s)w   Y  d S )Nc                 S   s   t | | ||}|S )zerror: too many argsr  )r@   outout2r   r   r   r   r     s   z1TestUFuncBadArgs.test_too_many_args.<locals>.funcrQ   rX   )r   rg   re   r  r	   r   )rn   r   
array_typer  r   r   r   test_too_many_args  s   "z#TestUFuncBadArgs.test_too_many_argsc                 C   r#  )Nc                 S   s   d}t | | | dS )z0error: scalar as a return value is not supportedr   Nr  r?   r   r   r   r     s   zATestUFuncBadArgs.test_no_scalar_result_by_reference.<locals>.funcr$  r%  r   r   r   "test_no_scalar_result_by_reference  r'  z3TestUFuncBadArgs.test_no_scalar_result_by_referenceN)r.   r   r   r&  r+  r,  r   r   r   r   r"    s    	r"  c                   @      e Zd Zdd ZdS ) TestUFuncCompilationThreadSafetyc                    sf   g  t dd  fddfddtdD }|D ]}|  q|D ]}|  q%|   dS )	z{
        Test that (lazy) compiling from several threads at once doesn't
        produce errors (see issue #2403).
        c                 S   s   | d S )NrQ   r   r  r   r   r   r  .  s   z7TestUFuncCompilationThreadSafety.test_lock.<locals>.fooc               
      sn   zt jdt jd} t jdt jdd }t j| | W d S  ty6 } z | W Y d }~d S d }~ww )N)r  rW   g      ?)rH   onesre   r   r  	Exceptionr  )r   r   e)errorsr  r   r   r   2  s   z;TestUFuncCompilationThreadSafety.test_lock.<locals>.wrapperc                    s   g | ]}t j d qS ))target)	threadingThreadr%   )r   r   r   r(   :  s    z>TestUFuncCompilationThreadSafety.test_lock.<locals>.<listcomp>r   N)r   r,   startr+   assertFalse)rn   threadsr~  r   )r2  r  r   r   	test_lock'  s   


z*TestUFuncCompilationThreadSafety.test_lockN)r.   r   r   r9  r   r   r   r   r.  %  s    r.  c                   @   r  )TestUfuncOnContextc                 C   s   t j}|tj}| |t ttj}| || t	 }| 
t}t| W d    n1 s3w   Y  | |jj|f d S r   )r   target_contextget_ufunc_inforH   r   assertIsInstancedictr   r  objectr  KeyError	exceptionr   )rn   	targetctxadd_infor   badkeyraisesr   r   r   test_cpu_get_ufunc_infoC  s   z*TestUfuncOnContext.test_cpu_get_ufunc_infoc                 C   sX   t tjd}| t}|tj W d    n1 sw   Y  | t	|j
d d S )Ncpuz<<numba\..*\.BaseContext object at .*> does not support ufunc)r   r   typing_contextr  NotImplementedErrorr<  rH   r   assertRegexrF   rA  )rn   rB  rE  r   r   r   test_base_get_ufunc_infoS  s   z+TestUfuncOnContext.test_base_get_ufunc_infoN)r.   r   r   rF  rK  r   r   r   r   r:  B  s    r:  c                   @   r-  )TestUfuncWriteInputc                 C   sf   t dgddd }tjdd}tj|tjd}||| tjtjg dtj	d|j
d	d
 d S )Nzvoid(float64[:], uint8[:])z(n)->(n)c                 S   s(   t | jD ]}|d dkrd||< qd S )Nr   r   rQ   )r,   r  )r@   r(  r'   r   r   r   r   `  s
   z6TestUfuncWriteInput.test_write_input_arg.<locals>.funcr  r   rW   )TFFFTr   )axis)r   rH   r  randr   rh   r   r  rf   r   r   )rn   r   r@   r(  r   r   r   test_write_input_arg_  s   



z(TestUfuncWriteInput.test_write_input_argN)r.   r   r   rO  r   r   r   r   rL  ^  s    rL  __main__)Er    r  r   r   r4  r  numpyrH   r   numbar   r   r   r   
numba.corer   numba.np.numpy_supportr   numba.core.errorsr   r	   numba.tests.supportr
   r   numba.core.typing.npydeclr   numba.npr   numba.core.registryr   numba.core.baser   r   r   __itemsize__is32bitsr  r   r  r"   r5   r<   r>   rG   rO   rP   r   r   r  r{  r  r  r  r  r  r  r  r  r  r  r  r  r	  r"  r.  r:  rL  r.   mainr   r   r   r   <module>   s    

I     i  HZ$ 	^ 
