a
    
dC                    @   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reD  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                     s>   z | i | W n  t y2   tt Y n0 tjd S N)r	   unittestZ_ExpectedFailuresysexc_infoZ_UnexpectedSuccess)argskwargsfunc `/var/www/html/stable-diffusion-webui/venv/lib/python3.9/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ldictZarg_strZfunc_strr(   r   r   r   _make_ufunc_usecase&   s    r1   c                 C   s4   i }t d| t | |d }dt| |_|S )Nzdef fn(x):
    return {0}(x)r(   usecase_{0}r-   r"   r.   hashr,   ufunc_opr0   r(   r   r   r   _make_unary_ufunc_op_usecase0   s
    r7   c                 C   s4   i }t d| t | |d }dt| |_|S )Nzdef fn(x,y):
    return x{0}yr(   r2   r3   r5   r   r   r   _make_binary_ufunc_op_usecase8   s
    r8   c                    sP   t  tr<i }td t | |d }dt |_n 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(   r2   c                    s    | | d S r   r   xyr6   r   r   
inplace_opK   s    z2_make_inplace_ufunc_op_usecase.<locals>.inplace_op)
isinstancestrr-   r"   r.   r4   r,   )r6   r0   r(   r=   r   r<   r   _make_inplace_ufunc_op_usecase@   s    
r@   c                 C   s   dd t | |D S )z5Convert python values into numpy scalar objects.
    c                 S   s$   g | ]\}}t t||qS r   )npdtyper?   type)r$   tyvalr   r   r   r&   T   r'   z#_as_dtype_value.<locals>.<listcomp>)zip)tyargsr   r   r   r   _as_dtype_valueQ   s    rH   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rB   Cu8)rK   r   rJ   i4i8)rL   rM   rN   f4f8)superrI   setUprA   uint32r   int32uint64int64float32float64arrayArrayint8int16Zuint8Zuint16inputsself	__class__r   r   rX   Y   sD        """zBaseUFuncTest.setUpN)maxsizeFc                 C   s   t ||dd|S )NT)Z_nrtZno_rewrites)r   )re   pyfuncr   nrtr   r   r   _compile   s    zBaseUFuncTest._compilec                 C   s   |}t |tjr|j}|j}nd}|tjv rP|r@t||d}qt||d}nP|tjv r~|rnt||d}qt||d}n"|rt||d}nt||d}|S )NrJ   rQ   )r>   r   r`   ndimrB   Zsigned_domainZunsigned_domain)re   
input_typeint_output_typefloat_output_typerD   rl   output_typer   r   r   _determine_output_type   s"    

z$BaseUFuncTest._determine_output_type)F)NN)	r,   
__module____qualname__rX   r   	lru_cacherk   rq   __classcell__r   r   rf   r   rI   W   s   &
  rI   c                   @   s*   e Zd Zdd Zg g ddddfddZdS )BasicUFuncTestc                 C   s   t |S r   )r1   re   r/   r   r   r   r1      s    z"BasicUFuncTest._make_ufunc_usecaseNZifcFc                    s8  |  t | |}t| j| }	|	D ]
}
|
d }|
d }t|t}|rP| n|f|j  ||v rfq&|r~t	 d dk r~q& d j
j|vrq&| |||}|f|j }|f|j }|| }| ||}t d tjr fdd|D } fdd|D }ndd |D }dd |D }d}tjd	d
`}td |g  |R   d}|D ]*}t|jtrTt|j|rTd	}qTW d    n1 s0    Y  |g  |R   t||D ]t\}}dg d|j|||||j
|}ztjj||d|d W n, ty,   |r&td|
|| n Y n0 qq&d S )Nr   rJ   c                    s$   g | ]}t j d  j|jjdqS r   rP   rA   zerosshaperB   namer$   Zout_tyr   r   r   r&      s   z3BasicUFuncTest.basic_ufunc_test.<locals>.<listcomp>c                    s$   g | ]}t j d  j|jjdqS rx   ry   r}   r~   r   r   r&      s   c                 S   s   g | ]}t jd |jjdqS rJ   rP   rA   rz   rB   r|   r}   r   r   r   r&      s   c                 S   s   g | ]}t jd |jjdqS r   r   r}   r   r   r   r&      s   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) Zreset_module_warningsr,   r1   listrc   r>   tupleninrA   anyrB   kindrq   noutrk   ndarraywarningscatch_warningssimplefilter
issubclasscategoryRuntimeWarningr?   message
startswithrF   r)   r"   testingassert_array_almost_equalAssertionErrorprint)re   r/   skip_inputsadditional_inputsrn   ro   kindspositive_onlyri   rc   input_tupleinput_operandrm   Zis_tuplerp   Zinput_typesoutput_typesZargtyscfuncresultsexpectedZinvalid_flagZwarnlistZwarnmsgZthiswarnZ
expected_iZresult_imsgr   r~   r   basic_ufunc_test   s    






(
zBasicUFuncTest.basic_ufunc_test)r,   rr   rs   r1   r   r   r   r   r   rv      s
   rv   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 NrJ   rQ   )r   )r   r]   r^   r`   r   )re   r|   r   r   r   r   basic_int_ufunc_test  s    zTestUFuncs.basic_int_ufunc_testc                 C   s   |  tj d S r   )r   rA   addrd   r   r   r   test_add_ufunc  s    zTestUFuncs.test_add_ufuncc                 C   s   |  tj d S r   )r   rA   subtractrd   r   r   r   test_subtract_ufunc  s    zTestUFuncs.test_subtract_ufuncc                 C   s   |  tj d S r   )r   rA   multiplyrd   r   r   r   test_multiply_ufunc  s    zTestUFuncs.test_multiply_ufuncc                 C   s   d }t j}| jtj|d d S Nrn   )r   r^   r   rA   dividere   Zint_out_typer   r   r   test_divide_ufunc  s
    zTestUFuncs.test_divide_ufuncc                 C   s   | j tjdd d S Nfr   )r   rA   Z	logaddexprd   r   r   r   test_logaddexp_ufunc#  s    zTestUFuncs.test_logaddexp_ufuncc                 C   s   | j tjdd d S r   )r   rA   
logaddexp2rd   r   r   r   test_logaddexp2_ufunc&  s    z TestUFuncs.test_logaddexp2_ufuncc                 C   s   | j tjtjd d S r   )r   rA   true_divider   r^   rd   r   r   r   test_true_divide_ufunc)  s    z!TestUFuncs.test_true_divide_ufuncc                 C   s   |  tj d S r   )r   rA   floor_dividerd   r   r   r   test_floor_divide_ufunc-  s    z"TestUFuncs.test_floor_divide_ufuncc                 C   s.   t t jddt jg}| jtjt j|d d S )NrJ   rQ   )rn   r   )r   r`   rY   r   rA   negativer\   )re   r   r   r   r   test_negative_ufunc0  s    zTestUFuncs.test_negative_ufuncc                 C   s   |  tj d S r   )r   rA   Zpositiverd   r   r   r   test_positive_ufunc7  s    zTestUFuncs.test_positive_ufuncc                 C   s   | j tjdd d S )NT)r   )r   rA   powerrd   r   r   r   test_power_ufunc:  s    zTestUFuncs.test_power_ufuncc                 C   s   | j tjdd d S )NZfcr   )r   rA   Zfloat_powerrd   r   r   r   test_float_power_ufunc=  s    z!TestUFuncs.test_float_power_ufuncc                 C   s   | j tjdd d S Niur   )r   rA   gcdrd   r   r   r   test_gcd_ufunc@  s    zTestUFuncs.test_gcd_ufuncc                 C   s   | j tjdd d S r   )r   rA   lcmrd   r   r   r   test_lcm_ufuncC  s    zTestUFuncs.test_lcm_ufuncc                 C   s   |  tj d S r   )r   rA   	remainderrd   r   r   r   test_remainder_ufuncF  s    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   Zifcur   r   )rA   r[   iinfomaxr   r   mod)re   r   r   r   r   test_mod_ufuncI  s
    "
zTestUFuncs.test_mod_ufuncc                 C   s   |  tj d S r   )r   rA   fmodrd   r   r   r   test_fmod_ufuncP  s    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   )rA   rY   r   r   r   r[   r]   Zfinfominr^   r   )re   r/   r   r   r   r   test_abs_ufuncS  s    zTestUFuncs.test_abs_ufuncc                 C   s   | j tjd d S )N)r/   )r   rA   absoluterd   r   r   r   test_absolute_ufunc]  s    zTestUFuncs.test_absolute_ufuncc                 C   s   | j tjdd d S r   )r   rA   fabsrd   r   r   r   test_fabs_ufunc`  s    zTestUFuncs.test_fabs_ufuncc                 C   s   | j tjdd d S Ncfr   )r   rA   Zrintrd   r   r   r   test_rint_ufuncc  s    zTestUFuncs.test_rint_ufuncc                 C   s   |  tj d S r   )r   rA   signrd   r   r   r   test_sign_ufuncf  s    zTestUFuncs.test_sign_ufuncc                 C   s   |  tj d S r   )r   rA   Zconjrd   r   r   r   test_conj_ufunci  s    zTestUFuncs.test_conj_ufuncc                 C   s   | j tjdd d S r   )r   rA   exprd   r   r   r   test_exp_ufuncl  s    zTestUFuncs.test_exp_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zexp2rd   r   r   r   test_exp2_ufunco  s    zTestUFuncs.test_exp2_ufuncc                 C   s   | j tjdd d S r   )r   rA   logrd   r   r   r   test_log_ufuncr  s    zTestUFuncs.test_log_ufuncc                 C   s   | j tjdd d S r   )r   rA   log2rd   r   r   r   test_log2_ufuncu  s    zTestUFuncs.test_log2_ufuncc                 C   s   | j tjdd d S r   )r   rA   log10rd   r   r   r   test_log10_ufuncx  s    zTestUFuncs.test_log10_ufuncc                 C   s   | j tjdd d S r   )r   rA   expm1rd   r   r   r   test_expm1_ufunc{  s    zTestUFuncs.test_expm1_ufuncc                 C   s   | j tjdd d S r   )r   rA   log1prd   r   r   r   test_log1p_ufunc~  s    zTestUFuncs.test_log1p_ufuncc                 C   s   | j tjdd d S r   )r   rA   sqrtrd   r   r   r   test_sqrt_ufunc  s    zTestUFuncs.test_sqrt_ufuncc                 C   s   |  tj d S r   )r   rA   Zsquarerd   r   r   r   test_square_ufunc  s    zTestUFuncs.test_square_ufuncc                 C   s   | j tjdd d S r   )r   rA   cbrtrd   r   r   r   test_cbrt_ufunc  s    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   r`   rY   rZ   r[   r\   r   rA   
reciprocalre   Zto_skipr   r   r   test_reciprocal_ufunc  s    z TestUFuncs.test_reciprocal_ufuncc                 C   s   |  tj d S r   )r   rA   	conjugaterd   r   r   r   test_conjugate_ufunc  s    zTestUFuncs.test_conjugate_ufuncc                 C   s   | j tjdd d S r   )r   rA   sinrd   r   r   r   test_sin_ufunc  s    zTestUFuncs.test_sin_ufuncc                 C   s   | j tjdd d S r   )r   rA   cosrd   r   r   r   test_cos_ufunc  s    zTestUFuncs.test_cos_ufuncc                 C   s   | j tjdd d S r   )r   rA   tanrd   r   r   r   test_tan_ufunc  s    zTestUFuncs.test_tan_ufuncc                 C   s   | j tjdd d S r   )r   rA   arcsinrd   r   r   r   test_arcsin_ufunc  s    zTestUFuncs.test_arcsin_ufuncc                 C   s   | j tjdd d S r   )r   rA   arccosrd   r   r   r   test_arccos_ufunc  s    zTestUFuncs.test_arccos_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zarctanrd   r   r   r   test_arctan_ufunc  s    zTestUFuncs.test_arctan_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zarctan2rd   r   r   r   test_arctan2_ufunc  s    zTestUFuncs.test_arctan2_ufuncc                 C   s   | j tjdd d S r   )r   rA   hypotrd   r   r   r   test_hypot_ufunc  s    zTestUFuncs.test_hypot_ufuncc                 C   s   | j tjdd d S r   )r   rA   sinhrd   r   r   r   test_sinh_ufunc  s    zTestUFuncs.test_sinh_ufuncc                 C   s   | j tjdd d S r   )r   rA   coshrd   r   r   r   test_cosh_ufunc  s    zTestUFuncs.test_cosh_ufuncc                 C   s   | j tjdd d S r   )r   rA   tanhrd   r   r   r   test_tanh_ufunc  s    zTestUFuncs.test_tanh_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zarcsinhrd   r   r   r   test_arcsinh_ufunc  s    zTestUFuncs.test_arcsinh_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zarccoshrd   r   r   r   test_arccosh_ufunc  s    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 )NrJ   rQ   r   )r   r   )	r   r`   rY   rZ   r[   r\   r   rA   Zarctanhr   r   r   r   test_arctanh_ufunc  s    	zTestUFuncs.test_arctanh_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zdeg2radrd   r   r   r   test_deg2rad_ufunc  s    zTestUFuncs.test_deg2rad_ufuncc                 C   s   | j tjdd d S r   )r   rA   Zrad2degrd   r   r   r   test_rad2deg_ufunc  s    zTestUFuncs.test_rad2deg_ufuncc                 C   s   | j tjdd d S r   )r   rA   degreesrd   r   r   r   test_degrees_ufunc  s    zTestUFuncs.test_degrees_ufuncc                 C   s   | j tjdd d S r   )r   rA   radiansrd   r   r   r   test_radians_ufunc  s    zTestUFuncs.test_radians_ufuncc                 C   s   |  tj d S r   )r   rA   Zbitwise_andrd   r   r   r   test_bitwise_and_ufunc  s    z!TestUFuncs.test_bitwise_and_ufuncc                 C   s   |  tj d S r   )r   rA   Z
bitwise_orrd   r   r   r   test_bitwise_or_ufunc  s    z TestUFuncs.test_bitwise_or_ufuncc                 C   s   |  tj d S r   )r   rA   Zbitwise_xorrd   r   r   r   test_bitwise_xor_ufunc  s    z!TestUFuncs.test_bitwise_xor_ufuncc                 C   s   |  tj d S r   )r   rA   invertrd   r   r   r   test_invert_ufunc  s    zTestUFuncs.test_invert_ufuncc                 C   s   |  tj d S r   )r   rA   Zbitwise_notrd   r   r   r   test_bitwise_not_ufunc  s    z!TestUFuncs.test_bitwise_not_ufuncc                 C   s   |  tj d S r   )r   rA   greaterrd   r   r   r   test_greater_ufunc  s    zTestUFuncs.test_greater_ufuncc                 C   s   |  tj d S r   )r   rA   greater_equalrd   r   r   r   test_greater_equal_ufunc  s    z#TestUFuncs.test_greater_equal_ufuncc                 C   s   |  tj d S r   )r   rA   lessrd   r   r   r   test_less_ufunc  s    zTestUFuncs.test_less_ufuncc                 C   s   |  tj d S r   )r   rA   
less_equalrd   r   r   r   test_less_equal_ufunc  s    z TestUFuncs.test_less_equal_ufuncc                 C   s   |  tj d S r   )r   rA   	not_equalrd   r   r   r   test_not_equal_ufunc  s    zTestUFuncs.test_not_equal_ufuncc                 C   s   |  tj d S r   )r   rA   equalrd   r   r   r   test_equal_ufunc
  s    zTestUFuncs.test_equal_ufuncc                 C   s   |  tj d S r   )r   rA   logical_andrd   r   r   r   test_logical_and_ufunc  s    z!TestUFuncs.test_logical_and_ufuncc                 C   s   |  tj d S r   )r   rA   
logical_orrd   r   r   r   test_logical_or_ufunc  s    z TestUFuncs.test_logical_or_ufuncc                 C   s   |  tj d S r   )r   rA   logical_xorrd   r   r   r   test_logical_xor_ufunc  s    z!TestUFuncs.test_logical_xor_ufuncc                 C   s   |  tj d S r   )r   rA   Zlogical_notrd   r   r   r   test_logical_not_ufunc  s    z!TestUFuncs.test_logical_not_ufuncc                 C   s   |  tj d S r   )r   rA   maximumrd   r   r   r   test_maximum_ufunc  s    zTestUFuncs.test_maximum_ufuncc                 C   s   |  tj d S r   )r   rA   Zminimumrd   r   r   r   test_minimum_ufunc  s    zTestUFuncs.test_minimum_ufuncc                 C   s   |  tj d S r   )r   rA   Zfmaxrd   r   r   r   test_fmax_ufunc  s    zTestUFuncs.test_fmax_ufuncc                 C   s   |  tj d S r   )r   rA   Zfminrd   r   r   r   test_fmin_ufunc"  s    zTestUFuncs.test_fmin_ufuncc                 C   s&   t jddgt jdttjddfgS )NTFrP   rJ   rQ   )rA   r_   bool_r   r`   rd   r   r   r   bool_additional_inputs(  s    z!TestUFuncs.bool_additional_inputsc                 C   s   | j tjd|  d d S NZifcbr   )r   rA   isfiniter3  rd   r   r   r   test_isfinite_ufunc.  s    zTestUFuncs.test_isfinite_ufuncc                 C   s   | j tjd|  d d S r4  )r   rA   isinfr3  rd   r   r   r   test_isinf_ufunc4  s    zTestUFuncs.test_isinf_ufuncc                 C   s   | j tjd|  d d S r4  )r   rA   isnanr3  rd   r   r   r   test_isnan_ufunc:  s    zTestUFuncs.test_isnan_ufuncc                 C   s   |  tj d S r   )r   rA   signbitrd   r   r   r   test_signbit_ufunc@  s    zTestUFuncs.test_signbit_ufuncc                 C   s   | j tjdd d S r   )r   rA   copysignrd   r   r   r   test_copysign_ufuncC  s    zTestUFuncs.test_copysign_ufuncc                 C   s   | j tjdd d S r   )r   rA   	nextafterrd   r   r   r   test_nextafter_ufuncF  s    zTestUFuncs.test_nextafter_ufuncc                 C   s   | j tjdd d S r   )r   rA   modfrd   r   r   r   test_modf_ufuncI  s    zTestUFuncs.test_modf_ufuncc                 C   s   | j tjdd d S r   )r   rA   frexprd   r   r   r   test_frexp_ufuncQ  s    zTestUFuncs.test_frexp_ufuncc                 C   s   | j tjdd d S r   )r   rA   floorrd   r   r   r   test_floor_ufuncU  s    zTestUFuncs.test_floor_ufuncc                 C   s   | j tjdd d S r   )r   rA   ceilrd   r   r   r   test_ceil_ufuncX  s    zTestUFuncs.test_ceil_ufuncc                 C   s   | j tjdd d S r   )r   rA   truncrd   r   r   r   test_trunc_ufunc[  s    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 )NrP   rJ   rQ   r   r   )rA   r_   infr^   r   r`   r   spacing)re   
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r&q|dkrf|ttjddkrf|tjkrfttjddrfq|dkr|ttjddkr|tjkrttjddrqt|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rXt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 rdnd}| j|||d qd S )NrJ   rK   rN   r   rR   rP   rQ   rT   rL   rV   r   r   rB   singledouble)prec)r,   r1   r   r[   r\   r^   rA   r_   r`   	itertoolsproductrY   r>   rk   r   rz   sizerB   r|   getattrr]   	complex64assertPreciseEqual)re   r/   Z
ufunc_nameZinputs1Zinputs2r   ri   valsZinput1Zinput2rp   Zinput1_operandinput1_typeZinput2_operandinput2_typer   r   resultr   Zscalar_typerQ  r   r   r   binary_ufunc_mixed_types_testi  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 ]v\}}ttj	|j
d}ttj|j
d}||f}| ||}	tj|j|jd}
t||
 |	|| | ||
 q
t 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 ]\}}ttj	|j
d}ttj	|j
d}ttj	t|j
|j
d}|||f}| ||}	t||}
tj|
jdd}|	||| | ||
 qVd S )	N   rR   rP   rJ   	   rT      rQ   )r1   rA   r   arangereshaperz   rF   r   r`   r[   rl   r\   rk   r{   rB   rW  r   rR  rS  r   )re   ri   Zinput_operandsZoutput_operandsr:   r[  rm   rp   r   r   r   input1_operandsinput2_operandsr;   rY  rZ  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 )NrJ   rQ   c                 S   s   t | |S r   rA   r   a0a1r   r   r   myadd   s    z2TestUFuncs.test_implicit_output_npm.<locals>.myadd)r   r`   r[   r   assertEqual	overloads	signaturereturn_type)re   Zarr_tysigri  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 ]h\}}ttj|jd	}ttj|jd	}||f}| j	||d
d}	t 
||}
|	||}t j|
| qd S )Nc                 S   s   t | |S r   re  rf  r   r   r   ri     s    zATestUFuncs.test_broadcast_implicit_output_npm_nrt.<locals>.pyfuncr]  rR   rP   r^  r_  rJ   rQ   Trj   )rA   r`  ra  rR  rS  r   r`   r[   rl   rk   r   r   assert_array_equal)re   ri   rb  rc  r:   r;   rY  rZ  r   r   r   r[  r   r   r   &test_broadcast_implicit_output_npm_nrt  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rX|jd
ks\J t|}|jj	rv|jdkszJ t|}|jdksJ |jjrJ |jj	rJ t
t|||gd}|||fg7 }|||fg7 }|||fg7 }|D ]r\}	}
t|	t|
f}| j||dd}||	|
}||	|
}| |jj|jj | |jj	|jj	 t j|| qd S )Nc                 S   s   t | |S r   re  rf  r   r   r   ri   $  s    z=TestUFuncs.test_implicit_output_layout_binary.<locals>.pyfuncr   rJ      r   r   ForderrQ   A   Trp  )rA   linspacera  r_   Tr   flagsc_contiguouslayoutf_contiguousr   rR  permutationsrk   rj  r   rq  )re   ri   XYZXtyYtyZtyZ	testcasesarg0Zarg1r   r   r   r[  r   r   r   "test_implicit_output_layout_binary#  s8    



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rX|jd
ks\J t|}|jj	rv|jdkszJ t|}|jdksJ |jjrJ |jj	rJ |||fD ]d}t|f}	| j
||	dd}
||}|
|}| |jj|jj | |jj	|jj	 t j|| qd S )Nc                 S   s
   t | S r   rA   r   )rg  r   r   r   ri   I  s    z<TestUFuncs.test_implicit_output_layout_unary.<locals>.pyfuncr   rJ   rs  r   r   rt  ru  rQ   rw  Trp  )rA   ry  ra  r_   rz  r   r{  r|  r}  r~  rk   rj  r   rq  )re   ri   r  r  r  r  r  r  r  r   r   r   r[  r   r   r   !test_implicit_output_layout_unaryH  s0    


z,TestUFuncs.test_implicit_output_layout_unary)N)br,   rr   rs   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   rA   absr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r  r
  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r!  r#  r%  r'  r)  r+  r,  r.  r/  r0  r1  r3  r6  r8  r:  r<  r>  r@  r    rB  rD  rF  rH  rJ  rN  r\  rd  ro  rr  r  r  r   r   r   r   r     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 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$d% Zd&d' Zd(d) Zd*d+ Zd,d- Zd.d/ Zd0d1 Zd2d3 Zd4d5 Zd6d7 Zd8d9 Zd:d; Zd<d= Zd>d? Z d@dA Z!dBdC Z"dDdE Z#dFdG Z$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   )rj  rB   r   rA   r   r   )re   r   gotr   r   r   _check_resultsk  s    z!TestArrayOperators._check_resultsTNc                 C   sz   t |}t| j}|| |}	|D ]P}
|
\}}||v s$t|tjsFq$| j|	|f|d}|	|}||}| || q$d S )Nrp  )	r7   r   rc   extendr>   r   r`   rk   r  )re   operatorrj   r   r   rn   ro   operator_funcrc   ri   r   r   rm   r   r   r  r   r   r   unary_op_testo  s    


z TestArrayOperators.unary_op_testFc                 C   s  t |}t| j}	|	| |}
tjd}|	D ]}|\}}tt	|d|}|}||v r\q0|rrtj
d|dd }t|tjr|}|}|rt||k rq0n*|ddd|}t|}|r||k rq0||f}| j|
||d}|
||}|||}| || q0d S )NrJ   rB   rP   r   d   
   rp  )r8   r   rc   r  rA   randomZRandomStater   Zas_dtyperU  rz   r>   r   r`   r   uniformZastyper   rk   r  )re   r  rj   r   r   rn   ro   positive_rhsr  rc   ri   Zrandom_stater   Zinput_operand1rm   Zinput_dtypeZinput_type1ZzeroZinput_operand0Zinput_type0r   r   r   r  r   r   r   binary_op_test  s>    




z!TestArrayOperators.binary_op_testc                 C   s0   dt jfdt jftddgt t jddfgS )NTFrJ   rQ   )r   booleanrA   r_   r`   rd   r   r   r   bitwise_additional_inputs  s    z,TestArrayOperators.bitwise_additional_inputsc              	   O   sH   | dg }|tjtjttjddttjddg7 }| j|i |S )Nr   rJ   rQ   )
setdefaultr   r]   r^   r`   r  )re   r   kwsr   r   r   r   binary_int_op_test  s    z%TestArrayOperators.binary_int_op_testc                 O   s(   | dg }||  7 }| j|i |S )Nr   )r  r  r  )re   r   r  r   r   r   r   binary_bitwise_op_test  s    z)TestArrayOperators.binary_bitwise_op_testc                    s   t |}|} fdd|D }fddD }	fddD }
|	|
 }t||D ]\\}}t|}t|}||f}| ||}| }||| | }||| | || qVd S )Nc                    s   g | ]}t j |d qS rP   rA   r_   r$   rB   )
lhs_valuesr   r   r&     s   z6TestArrayOperators.inplace_op_test.<locals>.<listcomp>c                    s   g | ]}t j |d qS r  r  r  )
rhs_valuesr   r   r&     s   c                    s   g | ]} D ]}||qqS r   r   )r$   vrB   )
rhs_dtypesr   r   r&     r'   )r@   rR  rS  r   rk   copyrW  )re   r  r  r  Z
lhs_dtypesr  r  ri   Z
lhs_inputsZ
rhs_arraysZrhs_scalarsZ
rhs_inputslhsrhsZlhs_typeZrhs_typer   r   r   r  r   )r  r  r  r   inplace_op_test  s(    



z"TestArrayOperators.inplace_op_testc              	   C   s&   |  |||tjtjftjtjtjfS r   )r  rA   r]   r^   r\   re   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  rA   rb   rZ   r\   rY   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  rA   r2  r  r   r   r   inplace_bitwise_op_test  s    
z*TestArrayOperators.inplace_bitwise_op_testc                 C   s   |  d d S N+r  rd   r   r   r   test_unary_positive_array_op  s    z/TestArrayOperators.test_unary_positive_array_opc                 C   s   |  d d S N-r  rd   r   r   r   test_unary_negative_array_op  s    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~rJ   rQ   )r   r   )r  r   r]   r^   r`   r  rd   r   r   r   test_unary_invert_array_op  s    z-TestArrayOperators.test_unary_invert_array_opc                 C   s2   |  dg dg d |  tjg dg d d S )Nz+=rK         ?r]  r         @)r  r  iaddrd   r   r   r   test_inplace_add  s    z#TestArrayOperators.test_inplace_addc                 C   s2   |  dg dg d |  tjg dg d d S )Nz-=r  r  )r  r  isubrd   r   r   r   test_inplace_sub  s    z#TestArrayOperators.test_inplace_subc                 C   s2   |  dg dg d |  tjg dg d d S )Nz*=r  r  )r  r  imulrd   r   r   r   test_inplace_mul	  s    z#TestArrayOperators.test_inplace_mulc                 C   s2   |  dg dg d |  tjg dg d d S )Nz//=r  r  g      ?r  )r  r  	ifloordivrd   r   r   r   test_inplace_floordiv  s    z(TestArrayOperators.test_inplace_floordivc                 C   s2   |  dg dg d |  tjg dg d d S )Nz/=r  r  r  )r  r  itruedivrd   r   r   r   test_inplace_div  s    z#TestArrayOperators.test_inplace_divc                 C   s2   |  dg dg d |  tjg dg d d S )Nz%=r  r  rx  r  )r  r  imodrd   r   r   r   test_inplace_remainder  s    z)TestArrayOperators.test_inplace_remainderc                 C   s2   |  dg dg d |  tjg dg d d S )Nz**=r  r  )r  r  ipowrd   r   r   r   test_inplace_pow  s    z#TestArrayOperators.test_inplace_powc                 C   s2   |  dg dg d |  tjg dg d d S )Nz&=r   rJ   rx  r]  3   r      r   *      )r  r  iandrd   r   r   r   test_inplace_and  s    z#TestArrayOperators.test_inplace_andc                 C   s2   |  dg dg d |  tjg dg d d S )Nz|=r  r  )r  r  iorrd   r   r   r   test_inplace_or%  s    z"TestArrayOperators.test_inplace_orc                 C   s2   |  dg dg d |  tjg dg d d S )Nz^=r  r  )r  r  ixorrd   r   r   r   test_inplace_xor+  s    z#TestArrayOperators.test_inplace_xorc                 C   s2   |  dg dg d |  tjg dg d d S )Nz<<=r   r   iir   rJ   r      )r  r  ilshiftrd   r   r   r   test_inplace_lshift1  s    z&TestArrayOperators.test_inplace_lshiftc                 C   s2   |  dg dg d |  tjg dg d d S )Nz>>=r  r  )r  r  irshiftrd   r   r   r   test_inplace_rshift6  s    z&TestArrayOperators.test_inplace_rshiftc                 C   s   dd }t d}||}| |d |d ko<|d |d k t d}t||}| |d |d kox|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   rJ   r   )rh  a2r   r   r   r   B  s    z<TestArrayOperators.test_unary_positive_array_op_2.<locals>.fr  r   rJ   N)rA   rz   
assertTruer   r   rq  )re   r   rh  r  a3Za4r   r   r   test_unary_positive_array_op_2;  s    
&
&z1TestArrayOperators.test_unary_positive_array_op_2c                 C   s   |  d d S r  r  rd   r   r   r   test_add_array_opT  s    z$TestArrayOperators.test_add_array_opc                 C   s   |  d d S r  r  rd   r   r   r   test_subtract_array_opW  s    z)TestArrayOperators.test_subtract_array_opc                 C   s   |  d d S )N*r  rd   r   r   r   test_multiply_array_opZ  s    z)TestArrayOperators.test_multiply_array_opc                 C   s   d }t j}| jd|d d S )N/r   )r   r^   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 )NrJ   r   r   r  rL   r  g      g      @rx  rO   rP   rQ   r]  rR   )rK   rJ   r   rS   )rK   rJ      rT   rU   rV   z//)rA   rY   r   rZ   r[   r\   r]   r^   r_   r`   rc   r  rd   r   r   r   test_floor_divide_array_opb  s,        z-TestArrayOperators.test_floor_divide_array_opc                 C   s   |  d d S )N%r  rd   r   r   r   test_remainder_array_op~  s    z*TestArrayOperators.test_remainder_array_opc                 C   s   | j ddd d S )Nz**Tr  r  rd   r   r   r   test_power_array_op  s    z&TestArrayOperators.test_power_array_opc                 C   s   | j ddd d S )Nz<<Tr  r  rd   r   r   r   test_left_shift_array_op  s    z+TestArrayOperators.test_left_shift_array_opc                 C   s   | j ddd d S )Nz>>Tr  r  rd   r   r   r   test_right_shift_array_op  s    z,TestArrayOperators.test_right_shift_array_opc                 C   s   |  d d S )N&r  rd   r   r   r   test_bitwise_and_array_op  s    z,TestArrayOperators.test_bitwise_and_array_opc                 C   s   |  d d S )N|r  rd   r   r   r   test_bitwise_or_array_op  s    z+TestArrayOperators.test_bitwise_or_array_opc                 C   s   |  d d S )N^r  rd   r   r   r   test_bitwise_xor_array_op  s    z,TestArrayOperators.test_bitwise_xor_array_opc                 C   s   |  d d S )Nz==r  rd   r   r   r   test_equal_array_op  s    z&TestArrayOperators.test_equal_array_opc                 C   s   |  d d S )N>r  rd   r   r   r   test_greater_array_op  s    z(TestArrayOperators.test_greater_array_opc                 C   s   |  d d S )Nz>=r  rd   r   r   r   test_greater_equal_array_op  s    z.TestArrayOperators.test_greater_equal_array_opc                 C   s   |  d d S )N<r  rd   r   r   r   test_less_array_op  s    z%TestArrayOperators.test_less_array_opc                 C   s   |  d d S )Nz<=r  rd   r   r   r   test_less_equal_array_op  s    z+TestArrayOperators.test_less_equal_array_opc                 C   s   |  d d S )Nz!=r  rd   r   r   r   test_not_equal_array_op  s    z*TestArrayOperators.test_not_equal_array_op)/r,   rr   rs   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r   r   r   r   r  i  sf   

*		
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   s2  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 rt	|}nLt
|jt
jrt	|}n2t
|jt
jrt|}nt
|jt
jrt|}||j| jjf }tdd |D rd}ntdd |D rd}nd}| j|||	|d q
d S )	Nzfor args {0} typed {1}c                 S   s   g | ]}|t jkqS r   )r   r]   r$   tr   r   r   r&     r'   z.TestScalarUFuncs.run_ufunc.<locals>.<listcomp>rO  c                 S   s   g | ]}|t jkqS r   )r   r^   r  r   r   r   r&     r'   rP  exact)r   rQ  )rF   r   rH   r"   setr   rZ   r[   r\   floatrA   Z
issubdtyperB   Zinexactintegerintr2  boolrk  rl  rm  r   rW  )re   ri   Z	arg_typesZ
arg_valuesrG   r   r   r  r   r   ZspecialZalltypesrQ  r   r   r   	run_ufunc  s4    




	

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   s
   t | S r   r  r:   r   r   r   _func  s    z7TestScalarUFuncs.test_scalar_unary_ufunc.<locals>._func)rx  r  )rJ   r  )皙?)皙?)r   rZ   rY   r\   r[   r]   r^   r  re   r  rX  Z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   s   t | |S r   re  r9   r   r   r   r    s    z@TestScalarUFuncs.test_scalar_binary_uniform_ufunc.<locals>._funcrx  rx  rJ   rx  r  r  )	r   rZ   rY   r\   r[   r]   r^   r  rF   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   s   t | |S r   re  r9   r   r   r   r    s    z>TestScalarUFuncs.test_scalar_binary_mixed_ufunc.<locals>._funcr  )
r   rZ   rY   r\   r[   r]   r^   r  rR  rS  r  r   r   r   test_scalar_binary_mixed_ufunc  s    
z/TestScalarUFuncs.test_scalar_binary_mixed_ufuncN)r,   rr   rs   __doc__r  r  r  r  r   r   r   r   r    s
   3
	r  c                   @   s6   e Zd Zdd Zeejdkd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   re  )x1Zx2r   r   r   foo  s    z+TestUfuncIssues.test_issue_651.<locals>.foor  rV   rP   )r   rA   r`  rW  )re   r  abr   r   r   test_issue_651  s
    
zTestUfuncIssues.test_issue_651)rJ      z4Complex floor division support removed in NumPy 1.22c                 C   s8   dd }t tjtjf|}| |dd|dd d S )Nc                 S   s   t | |S r   )rA   r   r9   r   r   r   r    s    z+TestUfuncIssues.test_issue_713.<locals>.foo              ?)r   r   Z
complex128rj  )re   r  r   r   r   r   test_issue_713  s    zTestUfuncIssues.test_issue_713c                    s|   dd }|t   fdd}tg dtg dg}|D ]2}||d ||td ||tg d qDd	S )
zF
        <float32 ** int> should return float32, not float64.
        c                 S   s   t | |S r   )rA   r   r9   r   r   r   r    s    z,TestUfuncIssues.test_issue_2006.<locals>.fooc                    s2    | |}t j|| | |j| j d S r   )rA   r   r   rj  rB   )r:   r;   r  r   ri   re   r   r   check  s    
z.TestUfuncIssues.test_issue_2006.<locals>.check)rJ   rx  r]  )r  rx  y      @      r]  )rx  rx  r]  N)r   rA   r]   rV  r[   r\   )re   r  r!  xsr:   r   r   r   test_issue_2006  s    
zTestUfuncIssues.test_issue_2006N)
r,   rr   rs   r  r   ZskipIfr   Znumpy_versionr  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'.
    ZOegGrx  r   r   ))r   rt  )r   D)r   rt  )r   r%  )r	  rt  )r   d)r   r&  r   c                 C   s  |dv rt jg d|dS |dv r4t jg d|dS |dv rNt jg d|dS |d d	kr|t|d
krjd}t jg d|dS |d dkrt|d
krd}t jg d|dS |dv rt jdddtdg|dS |dv rtjdkrd}nd}t j|ddtd dg|dS td|f dS )z<return a suitable array argument for testing the letter typeZbhilq)rJ   r   r   r  rP   ZBHILQ)rJ   rx  r   r   ?)TFFTr   mrJ   zm8[D])rx  ZNaTr   MzM8[D])ZNatrJ      r   fdr  g      rM   nanFDr   y             y              y      ?      ?r  y                ztype %r not understoodN)rA   r_   lenr  r   platformRuntimeError)re   a_letter_typeindexZnegzeror   r   r   _arg_for_typeN  s4    

z_LoopTypesTester._arg_for_typec                    s   |d |j  ||j d    t| dg rHtfdd D rHd S t| dg tfdd D rnd S t| dg }|rt fdd|D sd S | ||  d S )NZ_supported_typesc                 3   s   | ]}| vV  qd S r   r   r$   l)supported_typesr   r   	<genexpr>~  r'   z/_LoopTypesTester._check_loop.<locals>.<genexpr>_skip_typesc                 3   s   | ]}| v V  qd S r   r   r5  )
skip_typesr   r   r8    r'   _required_typesc                 3   s   | ]}| v V  qd S r   r   r5  )letter_typesr   r   r8    s   )r   r   rU  r   _check_ufunc_with_dtypes)re   r(   r/   loopZrequired_typesr   )r<  r:  r7  r   _check_loopu  s    z_LoopTypesTester._check_loopc                    s>  g }|D ]}|dv r|d }| | qdd |D }tdd |D }t||} fddt|D }	|	D ]}
 j|
 qndd |	D }||	  ||  t|||	D ]\}}} |||\}}|jj	} j
|j|fd}|d	v rd
nd}|dv rdn|}dg d}||j|	|||} j|||||d qd S )N)r(  r*  z8[D]c                 S   s   g | ]}t |qS r   )rA   rB   r  r   r   r   r&     r'   z=_LoopTypesTester._check_ufunc_with_dtypes.<locals>.<listcomp>c                 S   s   g | ]}t t|d dqS )rJ   rQ   )r   r`   r   r  r   r   r   r&     r'   c                    s$   g | ]\}} j ||d dqS )r3  rx  )r4  repeat)r$   r3  r  rd   r   r   r&     s   c                 S   s   g | ]}|  qS r   )r  )r$   r  r   r   r   r&     r'   rJ   ZfFrO  r  ZdDrP  r   )z ufunc '{0}' arrays differ ({1}):z	args: {2}zexpected {3}zgot {4})rQ  r   ulps)appendr   r   	enumerater  shufflerF   _fixup_resultsrB   char_ulpsgetr,   r)   r"   rW  )re   r(   r/   ZdtypesZdtypes_with_unitsr  Zarg_dtyZarg_nbtyr   Zc_argsZarrZpy_argsrB   py_argc_argZtypecharrB  rQ  r   r   rd   r   r=    s6    
z)_LoopTypesTester._check_ufunc_with_dtypesc                 C   s   ||fS r   r   )re   rB   rJ  rK  r   r   r   rF    s    z_LoopTypesTester._fixup_resultsc                 C   s   |j D ]}| || qd S r   )r   _inject_test)clsr/   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   )r1   r?  )re   r(   r>  r/   r   r   test_template  s    z4_LoopTypesTester._inject_test.<locals>.test_templateztest_{0}_{1}z->_)setattrr"   r,   replace)rM  r/   r>  rP  r   rO  r   rL    s    
z_LoopTypesTester._inject_testc                 C   s   | j D ]}| | qd S r   )_ufuncsrN  )rM  r/   r   r   r   autogenerate  s    
z_LoopTypesTester.autogenerateN)r   )r,   rr   rs   r  r9  rH  r4  r?  r=  rF  classmethodrN  rL  rU  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,   rr   rs   r   rT  removerA   r   r   
left_shiftright_shiftr   r   r;  r$  r9  r   r   r   r   rW    s   rW  c                   @   s*   e Zd ZejejgZdZdej	 d Z	dS ) TestLoopTypesSubtractAndNegativez?bBhHiIlLqQfdFDmMOr'  N)
r,   rr   rs   rA   r   r   rT  r;  r$  r9  r   r   r   r   r\    s   r\  c                       s4   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@  
bBhHiIlLqQr  r   rW   rg   r4  re   r2  r3  resrf   r   r   r4    s    z%TestLoopTypesReciprocal._arg_for_type)r   )r,   rr   rs   rA   r   rT  r;  r$  r9  r4  ru   r   r   rf   r   r^    s   
r^  c                       s4   e Zd ZejgZdZdej Zd fdd	Z	  Z
S )TestLoopTypesPowerr_  r]  r   c                    s6   t | j| j||d}|dv r2|dkr2d||dk < |S )Nr@  r`  rJ   r]  r   ra  rb  rf   r   r   r4    s    z TestLoopTypesPower._arg_for_type)r   )r,   rr   rs   rA   r   rT  r;  r$  r9  r4  ru   r   r   rf   r   rd    s   
rd  c                       s4   e Zd ZejgZdZdej Zd fdd	Z	  Z
S )TestLoopTypesIntLeftShiftr`  rX  r   c                    s@   t | j| j||d}|dkr<|jjd }t|d|d }|S Nr@  rJ      r   )rW   rg   r4  rB   itemsizerA   clipre   r2  r3  rc  Z	bit_countrf   r   r   r4    s    z'TestLoopTypesIntLeftShift._arg_for_type)r   )r,   rr   rs   rA   rZ  rT  r;  r$  r9  r4  ru   r   r   rf   r   re    s   
re  c                       s4   e Zd ZejgZdZdej Zd fdd	Z	  Z
S )TestLoopTypesIntRightShiftr`  rX  r   c                    sR   t | j| j||d}|dkr<|jjd }t|d|d }|dkrNt|}|S rf  )rW   rg   r4  rB   rh  rA   ri  r  rj  rf   r   r   r4  '  s    

z(TestLoopTypesIntRightShift._arg_for_type)r   )r,   rr   rs   rA   r[  rT  r;  r$  r9  r4  ru   r   r   rf   r   rk  "  s   
rk  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   rM   )r   rA   r7  r9  )re   rB   rJ  rK  predr   r   r   rF  I  s
    
z'TestLoopTypesFloorDivide._fixup_resultsN)r,   rr   rs   rA   r   r   divmodrT  r;  r$  r9  rF  r   r   r   r   rl  D  s   
rl  c                   @   sf   e Zd Zedd Zer$eej eej	 eej
 eej eej dZdej ZdS )TestLoopTypesFloatNr,  ZFDmMO)r,   rr   rs   r   rT  	iswindowsrY  rA   r;  r   r   rn  r   r;  r$  r9  r   r   r   r   ro  W  s   ro  c                   @   s&   e Zd Zedd ZdZdej ZdS )TestLoopTypesComplexNr.  r]  )r,   rr   rs   r   rT  r;  r$  r9  r   r   r   r   rq  f  s   rq  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 )TestLoopTypesDatetimeNZmMc                 C   s   t j}t|}| ||g d | ||g d | ||g d | ||g d | t" | ||g d W d    n1 s0    Y  d S )N)m8[s]m8[m]rs  )rt  rs  rs  )rs  rt  m8[ms])rt  rs  ru  )rt  rs  rt  )rA   r   r1   r=  assertRaisesr   re   r/   r(   r   r   r   test_add  s    zTestLoopTypesDatetime.test_addc                 C   s   t j}t|}| ||g d | ||g d | ||g d | ||g d | t" | ||g d W d    n1 s0    Y  d S )N)M8[s]M8[m]rs  )rz  ry  rs  )ry  rz  ru  )rz  ry  ru  )rz  ry  rt  )rA   r   r1   r=  rv  r   rw  r   r   r   test_subtract  s    z#TestLoopTypesDatetime.test_subtractc                 C   sr   t j}t|}| ||g d | ||g d | t" | ||g d W d    n1 sd0    Y  d S )N)rs  qm8[us])r|  rs  r}  rs  r|  rt  )rA   r   r1   r=  rv  r   rw  r   r   r   test_multiply  s    z#TestLoopTypesDatetime.test_multiplyc                 C   s   t j}t|}| ||g d | ||g d | ||g d | ||g d | t" | ||g d W d    n1 s0    Y  d S )N)rt  rs  r&  )rs  rt  r&  rt  r|  rs  rt  r&  rs  r~  )rA   r   r1   r=  rv  r   rw  r   r   r   test_true_divide  s    z&TestLoopTypesDatetime.test_true_dividec                 C   sr   t j}t|}| ||g d | ||g d | t" | ||g d W d    n1 sd0    Y  d S )Nr  r  r~  )rA   r   r1   r=  rv  r   rw  r   r   r   test_floor_divide  s    z'TestLoopTypesDatetime.test_floor_dividec                 C   sT   t |}| ||g d | ||g d | ||g d | ||g d d S )N)rt  rs  r'  )rs  rt  r'  )rz  ry  r'  )ry  rz  r'  )r1   r=  rw  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   )rA   r$  r"  r  r   r  r  r  rw   r   r   r   test_comparisons  s    z&TestLoopTypesDatetime.test_comparisons)r,   rr   rs   r   rT  rY  rA   rn  r;  rx  r{  r  r  r  r  r  r   r   r   r   rr  r  s   


	rr  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )TestUFuncBadArgsc                 C   sL   dd }|  t& tttjg| W d    n1 s>0    Y  d S )Nc                 S   s   t | }|S )zerror: np.add requires two argsre  )r:   r[  r   r   r   r     s    
z0TestUFuncBadArgs.test_missing_args.<locals>.funcrv  r	   r   r   r^   re   r   r   r   r   test_missing_args  s    z"TestUFuncBadArgs.test_missing_argsc                 C   s^   dd }t t jdd}||||}| t t|| W d    n1 sP0    Y  d S )Nc                 S   s   t | | ||}|S )zerror: too many argsre  )r:   outZout2r[  r   r   r   r     s    z1TestUFuncBadArgs.test_too_many_args.<locals>.funcrJ   rQ   )r   r`   r^   rv  r	   r   )re   r   Z
array_typern  r   r   r   test_too_many_args  s
    z#TestUFuncBadArgs.test_too_many_argsc                 C   sL   dd }|  t& tttjg| W d    n1 s>0    Y  d S )Nc                 S   s   d}t | | | dS )z0error: scalar as a return value is not supportedr   Nre  r9   r   r   r   r     s    zATestUFuncBadArgs.test_no_scalar_result_by_reference.<locals>.funcr  r  r   r   r   "test_no_scalar_result_by_reference  s    z3TestUFuncBadArgs.test_no_scalar_result_by_referenceN)r,   rr   rs   r  r  r  r   r   r   r   r    s   	r  c                   @   s   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 ]}|  q8|D ]}|  qJ|   dS )	z{
        Test that (lazy) compiling from several threads at once doesn't
        produce errors (see issue #2403).
        c                 S   s   | d S )NrJ   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 n. tyh } z | W Y d }~n
d }~0 0 d S )N)r  rP   g      ?)rA   Zonesr^   r   rq  	ExceptionrC  )r  r   e)errorsr  r   r   r      s    z;TestUFuncCompilationThreadSafety.test_lock.<locals>.wrapperc                    s   g | ]}t j d qS ))target)	threadingThreadr#   )r   r   r   r&     r'   z>TestUFuncCompilationThreadSafety.test_lock.<locals>.<listcomp>r   N)r   r*   startr)   ZassertFalse)re   threadsr  r   )r  r  r   r   	test_lock  s    


z*TestUFuncCompilationThreadSafety.test_lockN)r,   rr   rs   r  r   r   r   r   r    s   r  c                   @   s   e Zd Zdd Zdd ZdS )TestUfuncOnContextc                 C   s   t j}|tj}| |t ttj}| || t	 }| 
t}t| W d    n1 sf0    Y  | |jj|f d S r   )r   Ztarget_contextget_ufunc_inforA   r   ZassertIsInstancedictr   rj  objectrv  KeyError	exceptionr   )re   	targetctxZadd_infor   Zbadkeyraisesr   r   r   test_cpu_get_ufunc_info  s    (z*TestUfuncOnContext.test_cpu_get_ufunc_infoc                 C   sX   t tjd}| t}|tj W d    n1 s80    Y  | t	|j
d d S )Ncpuz<<numba\..*\.BaseContext object at .*> does not support ufunc)r   r   Ztyping_contextrv  NotImplementedErrorr  rA   r   assertRegexr?   r  )re   r  r  r   r   r   test_base_get_ufunc_info!  s    *z+TestUfuncOnContext.test_base_get_ufunc_infoN)r,   rr   rs   r  r  r   r   r   r   r    s   r  c                   @   s   e Zd Zdd ZdS )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   rJ   )r*   rT  )r:   r  r%   r   r   r   r   .  s    z6TestUfuncWriteInput.test_write_input_arg.<locals>.funcr  r   rP   )TFFFTr   )Zaxis)r   rA   r  ZrandZ
zeros_likera   r   rq  r_   r2  r   )re   r   r:   r  r   r   r   test_write_input_arg-  s    



z(TestUfuncWriteInput.test_write_input_argN)r,   rr   rs   r  r   r   r   r   r  ,  s   r  __main__)Er   rR  r   r   r  r  numpyrA   r   Znumbar   r   r   r   Z
numba.corer   Znumba.np.numpy_supportr   Znumba.core.errorsr   r	   Znumba.tests.supportr
   r   Znumba.core.typing.npydeclr   Znumba.npr   Znumba.core.registryr   Znumba.core.baser   r   r   __itemsize__Zis32bitsr0  r   rp  r    r1   r7   r8   r@   rH   rI   rv   r   r  r  r  r$  rW  rU  r\  r^  rd  re  rk  rl  ro  rq  rr  r  r  r  r  r,   mainr   r   r   r   <module>   s   

Id    i  ?Z- 	^ 
