o
    [Zh(                    @   s~  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 d dl	m
Z
 d dlmZmZmZmZmZmZmZmZmZmZ d dlmZmZmZmZ ee Zd dddd	d
dd	dddddd	ddd	dg ddddd	ddd	dgZejdddgddd ZG dd  d ZG d!d" d"Z G d#d$ d$Z!G d%d& d&Z"G d'd( d(Z#G d)d* d*Z$G d+d, d,Z%G d-d. d.Z&ej'j(ed/d0G d1d2 d2Z)G d3d4 d4Z*ej'+d5ed6d7 Z,d8d9 Z-d:d; Z.d<d= Z/ej'+d>d?d?ggej'+dddgd@dA Z0ej'+dBdCdDgdEdF Z1ej'+dBdCdDgej'+dGdHdIgej'+dJej2ejgdKdL Z3dMdN Z4dOdP Z5ej'+dQdRdSgdTdU Z6dS )V    N)	AxisError)LinAlgError)
assert_assert_raisesassert_equalassert_allcloseassert_warnsassert_no_warningsassert_array_equalassert_array_almost_equalsuppress_warningsIS_WASM)	GeneratorMT19937SeedSequenceRandomState
   Z@bb1636883c2707b51c5b7fc26c6927af4430f2e0785a8c7bc886337f919f9edf	   )
key_sha256posZ@ff682ac12bb140f2d72fba8d3506cf4e46817a0db27aae1683867629031d8d55iV  )seedstepsinitialjumpedi$<i8  Z@16b791a1e04886ccbbb4d448d6ff791267dc458ae599475d08d5cced29d11614i7  Z@a0110a2cf23b56be0feaed8f787a7fc84bef0cb5623003d75b26bdfa1c18002ci  )i|2iEm:iS43i5  i  Z@d306cf01314d51bd37892d874308200951a35265ede54d200f1e065004c3e9eai  Z@0e00ab449f01a5195a83b4aee0dfbc2ce8d46466a640b92e33977d2e42f777f8i  moduleTF)scopeparamsc                 C   s   | j S N)param)request r    X/var/www/auris/lib/python3.10/site-packages/numpy/random/tests/test_generator_mt19937.pyendpoint)   s   r"   c                   @   s<   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd ZdS )TestSeedc                 C   s<   t td}t|dd t td}t|dd d S )Nr           D  )r   r   r   integersselfsr    r    r!   test_scalar/   s   zTestSeed.test_scalarc                 C   s   t ttd}t|dd t ttd}t|dd t tdg}t|dd t tdg}t|dd d S )Nr   r$   i  r   r%   r&   r'   )r   r   ranger   r(   nparanger)   r    r    r!   
test_array5   s   zTestSeed.test_arrayc                 C   s    t td}t|dd d S )Nr      iz)r   r   r   
random_rawr)   r    r    r!   test_seedsequence?   s   zTestSeed.test_seedsequencec                 C   s   t ttd t ttd d S )N      r   	TypeErrorr   
ValueErrorr*   r    r    r!   test_invalid_scalarC   s   zTestSeed.test_invalid_scalarc                 C   s0   t ttdg t ttdg t ttg d d S )Nr4   r5   )r1           r6   r9   r    r    r!   test_invalid_arrayH   s   zTestSeed.test_invalid_arrayc                 C   s   t ttt d S r   )r   r8   r   r   r9   r    r    r!   test_noninstantized_bitgenN   s   z#TestSeed.test_noninstantized_bitgenN)	__name__
__module____qualname__r,   r0   r3   r:   r=   r>   r    r    r    r!   r#   .   s    
r#   c                   @   s   e Zd Zdd Zdd ZdS )TestBinomialc                 C   sB   t jddd}dD ]}ttd|dk tt||| q	d S )N   intdtype)r         ?r1   r   )r.   zerosr   randombinomialr
   )r*   rH   pr    r    r!   test_n_zeroS   s
   zTestBinomial.test_n_zeroc                 C   s   t ttjdtj d S )Nr1   )r   r8   rI   rJ   r.   nanr9   r    r    r!   test_p_is_nan\   s   zTestBinomial.test_p_is_nanN)r?   r@   rA   rL   rN   r    r    r    r!   rB   R   s    	rB   c                   @   sL   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dS )TestMultinomialc                 C   s   t dddg d S )Nd   皙?皙?rI   multinomialr9   r    r    r!   
test_basicb      zTestMultinomial.test_basicc                 C   s   t dg d d S )NrP   )rQ   rR           rW   rW   rS   r9   r    r    r!   test_zero_probabilitye   rV   z%TestMultinomial.test_zero_probabilityc                 C   sZ   t dtdd  kodk n   tddd}t td|k t t|dk  d S )Nr5      )r   rI   r(   r.   allr*   xr    r    r!   test_int_negative_intervalh   s   $z*TestMultinomial.test_int_negative_intervalc                 C   s   ddg}t td|tdjd t td|tdjd t td|tdjd t td|ddgjd t td|djd t td|tdjd tttjd|t	d d S )NrG   r1   r1   rC   rC   rC   rC   rC   rC   rC   )
r   rI   rT   r.   uint32shapearrayr   r7   floatr*   rK   r    r    r!   	test_sizen   s   zTestMultinomial.test_sizec                 C   s,   t ttjdddg t ttjdddg d S )NrP   皙?rQ   皙?r   r8   rI   rT   r9   r    r    r!   test_invalid_prob|   s   z!TestMultinomial.test_invalid_probc                 C   s2   t ttjdddg t ttjdgd ddg d S )Nr5   rR   rQ   r   rk   r9   r    r    r!   test_invalid_n   s   zTestMultinomial.test_invalid_nc                 C   sx   t d}|t |dd d  }|dd d }ttd}|jd|d}ttd}|jdt |d}t|| d S )Ng      .@r1      ۠iUrP   )pvals)r.   r/   sumr   r   rT   ascontiguousarrayr
   )r*   rK   rp   rI   
non_contigcontigr    r    r!   test_p_non_contiguous   s   
z%TestMultinomial.test_p_non_contiguousc                 C   sp   t jg dt jd}||  }ttd}d}tjt|d |	d| W d    d S 1 s1w   Y  d S )N)
Gz?rv   &.>rw   rw   rw   rw   rw   rw   rw   rE   ro   z-[\w\s]*pvals array is cast to 64-bit floatingmatchr1   )
r.   rd   float32rq   r   r   pytestraisesr8   rT   )r*   r]   rp   rI   ry   r    r    r!   test_multinomial_pvals_float32   s   
"z.TestMultinomial.test_multinomial_pvals_float32N)r?   r@   rA   rU   rX   r^   rg   rl   rm   ru   r}   r    r    r    r!   rO   a   s    
rO   c                   @   s   e Zd Zdd Zdd Zejdddgdd	 Zejd
g dejdddgejdg ddd Z	dd Z
dd Zdd ZdS )TestMultivariateHypergeometricc                 C   
   d| _ d S )Ni_ r   r9   r    r    r!   setup_method      
z+TestMultivariateHypergeometric.setup_methodc                 C   s   t ttjdd t ttjg dd t ttjg dd t ttjg dd t ttjg d t ttjdd	gd
dd ttj}|j}||jj	 }t ttj|d d	gd
dd d S )Nr      )rC   rn   r   r5   )r5   rC   rn   rC   r1   iɚ;e   rZ   	marginalsrP   count)
r   r8   rI   multivariate_hypergeometricr.   iinfoint64maxrF   itemsize)r*   Z
int64_infoZ	max_int64Zmax_int64_indexr    r    r!   test_argument_validation   s0   z7TestMultivariateHypergeometric.test_argument_validationmethodr   r   c                 C   s
  t t| j}|jg dd|d}t|g d |jg d|d}t|g  |jg dd|d}t|tjdtjd |jg dd|d}t|g d |jg d	d
|d}t|g d g d}|j|t||d}t|| |jg ddd
|d}t|g dgd
  d S )Nr   r   r   r   r   r1   sizer   )r1   r   rE   r1   rC   rn   )r   r   r   rn   )rn   r   r   )r1   r1   r   r1   r1   rn   r   rZ      )	r   r   r   r   r
   r.   emptyr   rq   )r*   r   rI   r]   colorsr    r    r!   test_edge_cases   s(   

z.TestMultivariateHypergeometric.test_edge_casesnsample)      -   7   r   )rZ   rC   rn   iI c                 C   s   t t| j}tg d}|j||||d}t|tr#|f|j }n||j }t	|j| t
|dk  t
||k  t|jddtj||td t|trj|dkrlt|jdd|| |  dd	d
 d S d S d S )N)r   rZ      r   r   r   r5   axis)Z
fill_valuerF   順 MbP?{Gzt?)rtolZatol)r   r   r   r.   rd   r   
isinstancerD   rc   r   r   r[   r
   rq   fullr   mean)r*   r   r   r   rI   r   sampleexpected_shaper    r    r!   test_typical_cases   s(   



z1TestMultivariateHypergeometric.test_typical_casesc                 C   sZ   t t| j}|jg ddddd}tg dg dg dg dg dg}t|| d S )Nr   rZ   r   r   )rC   r1   rC   r1   r1   rn   rC   r   rn   r   r   r   r   r.   rd   r
   r*   rI   r   expectedr    r    r!   test_repeatability1   s   
z2TestMultivariateHypergeometric.test_repeatability1c                 C   sZ   t t| j}|jg ddddd}tg dg dg dg dg d	g}t|| d S )
Nr      2   r   rZ   r   r   )r         )      r   )r         )r      r   r   r   r    r    r!   test_repeatability2     
z2TestMultivariateHypergeometric.test_repeatability2c                 C   sZ   t t| j}|jg ddddd}tg dg dg dg dg d	g}t|| d S )
Nr   r   rZ   r   r   )rC   rn   r   )rZ   rn   r   )rC   rZ   rZ   )r1   rZ      r   r   r    r    r!   test_repeatability3  r   z2TestMultivariateHypergeometric.test_repeatability3N)r?   r@   rA   r   r   r{   markparametrizer   r   r   r   r   r    r    r    r!   r~      s    !
"r~   c                   @   s,   e Zd Zdd Zdd Zdd Zdd Zd	S )
TestSetStatec                 C   sT   d| _ tt| j | _| jj| _| jj| _| jd | jd d | jd d f| _d S )NIbit_generatorstatekeyr   )r   r   r   rgr   r   Zlegacy_stater9   r    r    r!   r     s   


zTestSetState.setup_methodc                 C   s<   | j jdd}| j| j_| j jdd}tt||k d S Nrn   r   )r   standard_normalr   r   r   r.   r[   )r*   oldnewr    r    r!   test_gaussian_reset(  s   
z TestSetState.test_gaussian_resetc                 C   sL   | j   | jj}| j jdd}|| j_| j jdd}tt||k d S r   )r   r   r   r   r   r.   r[   )r*   r   r   r   r    r    r!    test_gaussian_reset_in_media_res/  s   
z-TestSetState.test_gaussian_reset_in_media_resc                 C   s   | j dd d S NrG   )r   negative_binomialr9   r    r    r!   test_negative_binomial:  s   z#TestSetState.test_negative_binomialN)r?   r@   rA   r   r   r   r   r    r    r    r!   r     s
    	r   c                   @   s\  e Zd ZejZeejej	ej
ejejejejejg	Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Zdd Zdd Zdd Zdd Zejddeg dfdeg dfdeg dfgdd Z d d! Z!d"d# Z"d$d% Z#d&d' Z$d(d) Z%d*d+ Z&d,d- Z'ejj(ejd.d/d0ejd1fd/d2ej	d3fd4d5ej
d6fd7d8ejd9fgd:d; Z)d<S )=TestIntegersc                 C   s   t t| jd|td d S Nr1   r"   rF   )r   r7   rfuncre   )r*   r"   r    r    r!   test_unsupported_typeG  s   z"TestIntegers.test_unsupported_typec              	   C   s>  | j D ]}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}tt| j|d |||d tt| j||d ||d tt| j||||d tt| jdd||d tt| j|d g|||d tt| j|g|d g||d tt| j|g|g||d tt| jddg||d tt| j|d g|g||d qd S Nr   rC   r1   r   	itypeboolr.   r   minr   r   r8   r   r*   r"   dtlbndubndr    r    r!   test_bounds_checkingJ  s@   
z!TestIntegers.test_bounds_checkingc              	   C   s   | j D ]_}|tu rdnt|j}|tu rdnt|j|  }tt| j|d gd |gd ||d tt| j|gd |d gd ||d tt| j||gd ||d tt| jdgd d||d qd S r   r   r   r    r    r!   test_bounds_checking_arrayc  s    
z'TestIntegers.test_bounds_checking_arrayc              	   C   s.  | j D ]}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}| }|d }t| j||| d||d| t| j|g|| d||d| |}t| j||| d||d| t| j||| gd||d| || d }t| j||| d||d| t| j|g|| gd||d| qd S )Nr   rC   r1   r$   r   r"   rF   r   r   r.   r   r   r   r   r   )r*   r"   r   r   r   Zis_opentgtr    r    r!   test_rng_zero_and_extremesq  sN   
z'TestIntegers.test_rng_zero_and_extremesc                 C   s  d}| j D ]}|tu rdnt|j}|tu rdnt|jd }|r'|d n|}|d }t| j|g|d g||d| t| j|g| |d g| |d| t| j|g| |d g| ||d| |}t| j|g|d g||d| t| j|g| |d g| |d| t| j|g| |d g| ||d| || d }t| j|g|d g||d| t| j|g| |d g| |d| t| j|g| |d g| ||d| qd S )Nr$   r   rC   r1   r   rF   rE   r   )r*   r"   r   r   r   r   r   r    r    r!    test_rng_zero_and_extremes_array  sl   
z-TestIntegers.test_rng_zero_and_extremes_arrayc                 C   s   | j D ]C}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}z| j||||d W q tyF } ztdt	| d }~ww d S Nr   rC   r1   r   zMNo error should have been raised, but one was with the following message:

%s
r   r   r.   r   r   r   r   	ExceptionAssertionErrorstrr*   r"   r   r   r   er    r    r!   test_full_range  s   
zTestIntegers.test_full_rangec                 C   s   | j D ]G}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}z| j|gd |g||d W q tyJ } ztdt	| d }~ww d S r   r   r   r    r    r!   test_full_range_array  s   
z"TestIntegers.test_full_range_arrayc              	   C   s   t t }| jdd  D ]#}dD ]}| jd|| d||d}t| |k  t| dk qq| jdd| d|td}t| dk  t| dk d S )Nr1   )r   r      rC   i   r   r   )r   r   r   r   r   r   r   r   )r*   r"   rI   r   r   valsr    r    r!   test_in_bounds_fuzz  s   
z TestIntegers.test_in_bounds_fuzzc           
      C   s   | j D ]h}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}d}ttd}|j|||||d}ttd}|j|g|g|||d}ttd}|j|g| |g| |||d}	t	|| t	||	 qd S )Nr   rC   r1   r$     r   
r   r   r.   r   r   r   r   r   r(   r
   )
r*   r"   r   r   r   r   rI   ZscalarZscalar_arrayrd   r    r    r!   test_scalar_array_equiv  s,   

z$TestIntegers.test_scalar_array_equivc              
   C   s   dddddddddd	}| j dd  D ];}ttd}tjd	kr-|jd
d| d||d}n|jd
d| d||d }t|	 }t
|t|j |k qttd}|jd
d| d|tdtj}t|	 }t
|ttj |k d S )NZ@053594a9b82d656f967c54869bc6970aa0358cf94ad469c81478459c6a90eee3Z@54de9072b6ee9ff7f20b58329556a46a447a8a29d67db51201bf88baa6e4e5d4Z@d3a0d5efb04542b25ac712e50d21f39ac30f312a5052e9bbb1ad3baa791ac84bZ@14e224389ac4580bfbdccb5697d6190b496f91227cf67df60989de3d546389b1Z@0e203226ff3fbbd1580f15da4621e5f7164d0d8d6b51696dd42d004ece2cbec1)	r   int16int32r   int8uint16rb   uint64uint8r1   r   littler   r   r$   r   rC   )r   r   r   sys	byteorderr(   byteswaphashlibsha256	hexdigestr   r.   rF   namer   viewr   )r*   r"   r   r   rI   valresr    r    r!   test_repeatability  s>   

zTestIntegers.test_repeatabilityc                 C   s   | j D ]k}|ttjfv rdnt|j}|ttjfv rdnt|jd }|r+|d n|}ttd}|j||d||d}ttd}|j|gd |||d}t	|| ttd}|j|gd |gd ||d}t	|| qd S )Nr   rC   r1   r   r$   r   r   r   )r*   r"   r   r   r   rI   r  Zval_bcr    r    r!   test_repeatability_broadcasting  s&   
"
z,TestIntegers.test_repeatability_broadcastingzbound, expectedr&   )iui,YQiXgi$#Pl   bA i{El   /Yi r<   )ui,YQXgi%#Pl   bA i|El   0Yi        )r	  r
  l   bA l   1Yi i{,miuHl   HM c                 C   sJ   d t |fD ]}ttd}|j||d}t||d ur|n|d  qd S )Nr   r   r   )lenr   r   r(   r   )r*   boundr   r   rI   r]   r    r    r!   !test_repeatability_32bit_boundary'  s
   
z.TestIntegers.test_repeatability_32bit_boundaryc              
   C   s   t g dg dg dgg dg dg dgg dg dg d	gg d
g dg dgg dg dg dgg}dD ]%}ttd}|jdgdgdggg d|d}t||d urY|n|d  q9d S )N)i
`l   Y/ i0b)i)H{TiP-iTq)l   C iZ'l   !g )l   k40 l   n2c l   DBJ )i|(iy+l   _&A )ip@GiG^l   J|xK )l   
f l   Dmv l   E"g )i>{l   wT2L iJQ)iQ//itLol   k )i\siJi)i=l   }D l   E9l )l   
+x i#Jl   b )i0i7Ol   rn )ixiiAi.t)l   q/q i;-/i)N)rZ   rn   rn   i90  r5   r   r1   )r&   r<   r  r   )r.   rd   r   r   r(   r
   )r*   desiredr   rI   r]   r    r    r!   .test_repeatability_32bit_boundary_broadcasting6  s:   
z;TestIntegers.test_repeatability_32bit_boundary_broadcastingc              
   C   s2  t jddd fdddft jdi}|D ]}|| D ]}}|\}}|| }t |gd g}t |gd }tttj||||d	 tttj||||d	 tttj||||d	 tttj||||d	 t j|gd gtd
}	t j|gd td
}
tttj|	|||d	 tttj||
||d	 tttj|	|
||d	 qqd S )Nr   rC   A   )r5               r   r   r   r   ))r   l            )l         r  r  r  )        r  r   r   rE   )	r.   r   r   rd   r   r8   rI   r(   object)r*   r"   ZconfigsrF   configlowhighZlow_aZhigh_aZlow_oZhigh_or    r    r!   &test_int64_uint64_broadcast_exceptionsM  sD   z3TestIntegers.test_int64_uint64_broadcast_exceptionsc                 C   sd   t j}t t jj}t t t jj}t t t jjd | }tj||||d}t|| d S r   )r.   r   r   r   r   rI   r(   r   )r*   r"   r   r   r   r   actualr    r    r!   test_int64_uint64_corner_casei  s   z*TestIntegers.test_int64_uint64_corner_casec                 C   s  | j D ]<}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}|tu r.tjn|}| j||||d}t|j| qtt	fD ];}|tu rLdnt|j}|tu rXdnt|jd }|rf|d n|}| j||||d}t
|drxJ tt|| qDd S )Nr   rC   r1   r   rF   )r   r   r.   r   r   r   r   r   rF   rD   hasattrtyper*   r"   r   r   r   r   r    r    r!   test_respect_dtype_singleton  s   
z)TestIntegers.test_respect_dtype_singletonc                 C   s   | j D ]S}|tu rdnt|j}|tu rdnt|jd }|r%|d n|}|tu r.tjn|}| j|g|g||d}t|j| | j|gd |gd ||d}t|j| qd S r   )	r   r   r.   r   r   r   r   r   rF   r  r    r    r!   test_respect_dtype_array  s   
z%TestIntegers.test_respect_dtype_arrayc                 C   s   | j D ]M}| jddd||d}|jdksJ |j|ksJ | jddd||djdks,J ttjddddjd ttjddddjd ttjddddjd qd S )Nr   rn   r   r   r   r   r   r   )r   r   rc   rF   r   rI   r(   )r*   r"   r   r   r    r    r!   test_zero_size  s   
zTestIntegers.test_zero_sizec                 C   sT   t jdkrdnd}tt tjddd|d W d    d S 1 s#w   Y  d S )Nbigz<i4z>i4r      r   r   )r   r   r{   r|   r8   rI   r(   )r*   Zother_byteord_dtr    r    r!   test_error_byteorder  s   "z!TestIntegers.test_error_byteorderzsample_size,high,dtype,chi2maxi@KL rZ   g     @_@r   g     b@i i	  g     ȩ@i  g     d@c           
      C   sN   t j|||d}tj|dd\}}|| }|| d |  }	|	|k s%J d S )Nr   T)Zreturn_countsrC   )rI   r(   r.   uniquerq   )
r*   Zsample_sizer  rF   Zchi2maxsamplesvaluescountsr   Zchi2r    r    r!   $test_integers_small_dtype_chisquared  s
   
z1TestIntegers.test_integers_small_dtype_chisquaredN)*r?   r@   rA   rI   r(   r   r   r.   r   r   r   r   r   rb   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r{   r   r   rd   r  r  r  r  r   r!  r%  r(  slowr.  r    r    r    r!   r   @  sP    #
	r   c                   @   sr  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
ejdejejfejejfgdd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"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-ejdHe.e/gejdIdJe0g dKg dLgfdMe0g dNg dOgfdPe0g dQg dRgfgdSdT Z1dUdV Z2dWdX Z3ejdYdZd[gd\d] Z4d^d_ Z5d`da Z6dbdc Z7ddde Z8dfdg Z9dhdi Z:djdk Z;dldm Z<dndo Z=dpdq Z>ejj?drds Z@ejdtg dug dvg dwg dxg dyg dzd{gg d|gd}d~ ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNdd ZOdd ZPdd ZQdd ZRejdeSd{ddejTdgdd ZUdd ZVejjWeXddejdg ddd ZYejddMgdggfdgdPggfgdd ZZejdg ddd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd ZaddÄ Zbddń ZcddǄ ZdddɄ Zedd˄ Zfdd̈́ Zgddτ Zhddф Ziddӄ ZjddՄ Zkddׄ Zlddل Zmddۄ Zndd݄ Zodd߄ Zpdd Zqdd Zrdd Zsdd Ztdd Zudd Zvdd Zwdd Zxdd Zydd Zzdd Z{dd Z|dd Z}dd Z~dd Zdd Zejd ddgdd Zejddej dejdgejd g d	d
d Zdd Zdd Zdd Zdd ZdJS (  TestRandomDistc                 C   r   )Nr   r   r9   r    r    r!   r     r   zTestRandomDist.setup_methodc                 C   H   t t| j}|jdddd}tddgddgd	d
gg}t|| d S )Nc   rn   rC   r   )   %   ir   r   r   r(   r.   rd   r
   r*   rI   r  r  r    r    r!   test_integers  s   zTestRandomDist.test_integersc                 C   sR   t t| j}|jdddtjd}tjddgddgd	d
ggtjd}t|| d S )Nr   r3  r4  r   r      F   D   r   r7  rE   )r   r   r   r(   r.   rb   rd   r
   r;  r    r    r!   test_integers_masked  s   "z#TestRandomDist.test_integers_maskedc                 C   sJ   t t| j}|jddddd}tddgdd	gd
dgg}t|| d S )Nr2  r3  r4  T)r   r"   r5  r6  r7  &   r9  ir:  r;  r    r    r!   test_integers_closed  s   z#TestRandomDist.test_integers_closedc                 C   s:   t jtdjtdjdd}tdj}t|| d S )NlTr"   )rI   r(   r.   r   r   r   )r*   r  r  r    r    r!   test_integers_max_int  s
   z$TestRandomDist.test_integers_max_intc                 C   sn   t t| j}|d}tddgddgddgg}t||dd	 t t| j}| }t||d
 dd	 d S )Nr4  gG0Ը?gæ?g2?gu	A?gH
>H?g;dE?r   decimalr  r   r   r   rI   r.   rd   r   r;  r    r    r!   test_random  s   

zTestRandomDist.test_randomc                 C   sF   t t| j}|d}tddgddgddgg}t||dd	 d S )
Nr4  CԸ?gP?gtX?g81
A?grO>H?g88dE?r   rF  rH  r;  r    r    r!   test_random_float  s   

z TestRandomDist.test_random_floatc                 C   s2   t t| j}|jtjd}d}t||dd d S )NrE   rJ  r   rF  )r   r   r   rI   r.   rz   r   r;  r    r    r!   test_random_float_scalar  s   z'TestRandomDist.test_random_float_scalarzdtype, uint_view_typec                 C   sP   t t| j}|jd|d}t||d@ }d|  k r#dk s&J  J d S )Nr   rE   r1   i$^  i,e  )r   r   r   rI   r.   Zcount_nonzeror  )r*   rF   Zuint_view_typerI   r   Znum_ones_in_lsbr    r    r!   test_random_distribution_of_lsb	  s    z.TestRandomDist.test_random_distribution_of_lsbc                 C   s   t ttjdd d S )Nr   rE   )r   r7   rI   r9   r    r    r!   test_random_unsupported_type  rV   z+TestRandomDist.test_random_unsupported_typec                 C   s<   t t| j}|dd}tjg dtjd}t|| d S )Nr   )r   r   rC   rC   rE   r   r   r   choicer.   rd   r   r
   r;  r    r    r!   test_choice_uniform_replace  s   z*TestRandomDist.test_choice_uniform_replacec                 C   sD   t t| j}|jddg dd}tjg dtjd}t|| d S )Nr   )皙?rR  皙?rS  rK   )r   r1   r   r1   rE   rO  r;  r    r    r!   test_choice_nonuniform_replace  s   z-TestRandomDist.test_choice_nonuniform_replacec                 C   sl   t t| j}|jdddd}tjg dtjd}t|| |jddddd}tjdtjd}t|| d S )Nr   rn   Freplacer   rE   )rW  shuffle)	r   r   r   rP  r.   rd   r   r
   r/   r;  r    r    r!   test_choice_uniform_noreplace$  s   
z,TestRandomDist.test_choice_uniform_noreplacec                 C   sF   t t| j}|jdddg dd}tjg dtjd}t|| d S )Nr   rn   F)rS  333333?rG   rS  rW  rK   )r   rC   rn   rE   rO  r;  r    r    r!    test_choice_nonuniform_noreplace-  s   z/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s:   t t| j}|g dd}tg d}t|| d S )N)abcdr   )r]  r]  r_  r_  r   r   r   rP  r.   rd   r
   r;  r    r    r!   test_choice_noninteger3  s   z%TestRandomDist.test_choice_nonintegerc                 C   s\   t t| j}|ddgddgddgddggd}tddgddgddgg}t|| d S )	Nr   r1   rC   rn   r   rZ   r   r   ra  r;  r    r    r!   )test_choice_multidimensional_default_axis9  s   $z8TestRandomDist.test_choice_multidimensional_default_axisc                 C   s^   t t| j}|jddgddgddgddggddd	}tdgdgdgdgg}t|| d S )
Nr   r1   rC   rn   r   rZ   r   r   r   ra  r;  r    r    r!   (test_choice_multidimensional_custom_axis?  s   (z7TestRandomDist.test_choice_multidimensional_custom_axisc                 C   s  t j}tt|dd tt|dd tt|g d tt|g ddddgddggd tt|ddgdg d	d tt|ddgdd
dgd tt|ddgdddgd tt|g dddd tt|g dddd tt|g dddd tt|g dddd tt|g dddg dd d S )Nr5   rn         @)r1   rC   rn   r         ?rT  r1   rC   )rR  rR  rQ   rh   ri   rR  r   r   FrV  r;   )r5   )r5   r1   )r1   r   r   r[  )rI   rP  r   r8   )r*   r   r    r    r!   test_choice_exceptionsE  s"   
z%TestRandomDist.test_choice_exceptionsc              	   C   s   ddg}t ttjddd t ttjddd t ttjdd|d t ttjdd|d t ttjddgdd t tjd gddd u  tddg}tjdtd	}||d
< t tj|dd|u  t }t ttjd|dd  t ttjd|dd  t ttjd|d|d  t ttjd|d|d  t ttjddg|dd  t tjd g|ddj	d
k tddg}tjdtd	}||d
< t tj||dd
 |u  d}g d}ttjd|ddj| ttjd|ddj| ttjd|d|dj| ttjd|d|dj| ttjtd|ddj| ttjd
d
ddjd ttjd
dd
djd ttjddd
djd ttjd
d
djd ttjg ddjd ttjddgddjd tttjg d d S )NrS  rj   rC   TrV  Fr[  r1   rE   r   r   )rS  rS  rS  rS  rR  rQ   r   r"  r   r#  r$  r   r]  r^  )r   r.   ZisscalarrI   rP  rd   r   r  tuplendimitemr   rc   r/   r(   r   r8   )r*   rK   r]  arrr+   r    r    r!   test_choice_return_shapeW  sL    z'TestRandomDist.test_choice_return_shapec                 C   s,   t g d}g d}tttj||d d S )N)*   r1   rC   )NNNrT  )r.   rd   r   r8   rI   rP  )r*   r]  rK   r    r    r!   test_choice_nan_probabilities  s   z,TestRandomDist.test_choice_nan_probabilitiesc              	   C   s   t dd }d|dd d< tt| j}|jdd|d d d d}tt| j}|jddt |d d d d}t|| d S )Nr   rZ   re  r1   rC   rn   rT  )r.   onesr   r   r   rP  rr   r
   )r*   rK   rI   rs   rt   r    r    r!   test_choice_p_non_contiguous  s    z+TestRandomDist.test_choice_p_non_contiguousc                 C   s   t dd }tdd}|jt jksJ tjdddd}|jt jks%J tjdd|d}|jt jks5J tjdd|dd}|jt jksFJ d S )Nr   g      @rC   FrV  rT  )rK   rW  )r.   ro  rI   rP  rF   r   )r*   rK   r  r    r    r!   test_choice_return_type  s   z&TestRandomDist.test_choice_return_typec                 C   sZ   d}t t| j}|jdddd}tjdkr| }t|	t
j }t||k d S )NZ@4266599d12bfcfb815213303432341c06b4349f5455890446578877bb322e222'  r)  FrV  r   )r   r   r   rP  r   r   r   r   r  r  r.   r   r  r   )r*   Zchoice_hashrI   r  r  r    r    r!   test_choice_large_sample  s   
z'TestRandomDist.test_choice_large_samplec                 C   s   t t| j}t|jg dddtddd t|jg dgddg d t|jdggdddgdd t|jdggddddgdd d S )Nr   r    r   r1   T)strict)r   r   )r   r   r   r
   rP  r.   rd   r*   rI   r    r    r!   "test_choice_array_size_empty_tuple  s   
z1TestRandomDist.test_choice_array_size_empty_tuplec                 C   s*   t t| j}|d}d}t|| d S )Nr   s
   	8%)r   r   r   bytesr   r;  r    r    r!   
test_bytes  s   
zTestRandomDist.test_bytesc                 C   s   dd dd dd dd dd dd dd d	d d
d dd dd fD ]!}t t| j}|g d}|| |}|g d}t|| q#d S )Nc                 S   s
   t g S r   )r.   rd   r]   r    r    r!   <lambda>  s   
 z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r   r    ry  r    r    r!   rz    s    c                 S      t | t jS r   )r.   asarrayastyper   ry  r    r    r!   rz        c                 S   r{  r   )r.   r|  r}  rz   ry  r    r    r!   rz    r~  c                 S   r{  r   )r.   r|  r}  Z	complex64ry  r    r    r!   rz    r~  c                 S   s   t | tS r   )r.   r|  r}  r  ry  r    r    r!   rz        c                 S   s   dd | D S )Nc                 S      g | ]}||fqS r    r    .0ir    r    r!   
<listcomp>      ATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r    ry  r    r    r!   rz    s    c                 S   s   t dd | D S )Nc                 S   s   g | ]}||gqS r    r    r  r    r    r!   r    r  r  )r.   r|  ry  r    r    r!   rz    r  c                 S   s   t | | gjS r   )r.   vstackTry  r    r    r!   rz    r  c                 S   s*   t dd | D dtfdtfgt jS )Nc                 S   r  r    r    r  r    r    r!   r    r  r  r]  r^  )r.   r|  rD   r  Zrecarrayry  r    r    r!   rz    s    
c                 S   s(   t dd | D dtdfdt jdfgS )Nc                 S   r  r    r    r  r    r    r!   r    r  r  r]  r1   r^  )r.   r|  r  r   ry  r    r    r!   rz    s
    

r1   rC   rn   r   rZ   r   r   r   r   r   
r   r1   r   r   r   rZ   rn   r   rC   r   )r   r   r   rX  r
   )r*   convrI   alistr  r  r    r    r!   test_shuffle  s&   
zTestRandomDist.test_shufflec                 C   s   t t| j}tdd}|j|dd tg dg dg dg dg}t|| t t| j}tdd}|j|d	d t|| d S )
Nr   r   r   r1   r   r   rn   r1   rC   r   r   rZ   r   r      r   r   r   r   r   r   r5   )	r   r   r   r.   r/   reshaperX  rd   r
   r;  r    r    r!   test_shuffle_custom_axis  s   

z'TestRandomDist.test_shuffle_custom_axisc                 C   sT   t t| j}tg d}dD ]}tg d}|j||d t|| qd S )N)r   r   )r   r1   r   )r   r   r   r.   rd   r  rX  r
   )r*   rI   r  r   r  r    r    r!   test_shuffle_custom_axis_empty  s   z-TestRandomDist.test_shuffle_custom_axis_emptyc                 C   s^   t ddd}| }tt| j}|j|dd tt| j}||j t	|| d S )Nr   rC   r   r1   r   )
r.   r/   r  copyr   r   r   rX  r  r
   )r*   y1y2rI   r    r    r!   test_shuffle_axis_nonsquare  s   z*TestRandomDist.test_shuffle_axis_nonsquarec                 C   s   t jt tddd d d}t jt dd d d}| }| }tdD ]2}t| t	t
|j|j  t
|j|j   t| t	t
|j|j  t
|j|j   q+d S )Nr   )rZ   r   rn   r1   r5   r   )r.   maZmasked_valuesr  r-   r/   r  rI   rX  r   sorteddatamask)r*   r]  r^  Za_origZb_origr  r    r    r!   test_shuffle_masked  s   "
 
 z"TestRandomDist.test_shuffle_maskedc                 C   s   t t| j}td}tt|j|d tdd}tt|j|d tt	|j|t
ddd  g dg dg}tt|j|d td}tt	|j| td	}tt|j|d d S )
Nr   r1   r   rn   rn   rn   rC   r   )r   rZ   r   r4  )r   r   r   r.   r/   r   r   rX  r  r7   sliceNotImplementedErrorrd   ro  r*   rI   rk  r    r    r!   test_shuffle_exceptions  s   


z&TestRandomDist.test_shuffle_exceptionsc                 C   s^   t t| j}td}d|j_tjt	dd |
| W d    d S 1 s(w   Y  d S )NrZ   F	read-onlyrx   )r   r   r   r.   rH   flags	writeabler{   r|   r8   rX  )r*   rI   r]  r    r    r!   test_shuffle_not_writeable  s   
"z)TestRandomDist.test_shuffle_not_writeablec           	      C   s   t t| j}g d}||}g d}t|| t t| j}tg dj}||}t|t|j d}tt	|j| d}tt	|j| t t| j}d}g d}||}t|| d S )Nr  r  abcdg333333?r   )
rn   r   r   r   r   r   rC   rZ   r1   r   )
r   r   r   permutationr
   r.   Z
atleast_2dr  r   r   )	r*   rI   r  r  r  Zarr_2dZ	bad_x_strZbad_x_floatZinteger_valr    r    r!   test_permutation  s$   



zTestRandomDist.test_permutationc                 C   s   t dd}t g dg dg dg dg}tt| j}|j|dd}t|| tt| j}|j|d	d}t|| d S )
Nr   r  r  r  r  r  r1   r   r5   )	r.   r/   r  rd   r   r   r   r  r
   )r*   r]  r  rI   r  r    r    r!   test_permutation_custom_axis.  s   

z+TestRandomDist.test_permutation_custom_axisc                 C   sd   t t| j}td}tt|j|d tdd}tt|j|d tt	|j|t
ddd  d S )Nr   r1   r   r  rn   rC   )r   r   r   r.   r/   r   r   r  r  r7   r  r  r    r    r!   test_permutation_exceptions;  s   
z*TestRandomDist.test_permutation_exceptionsrF   zaxis, expectedN)rn   r   r   r   r   r  )r   r   rC   rZ   r1   r   r   )r   r1   rC   r   r   r  )r   r   r   rn   r   rZ   r1   )rZ   rn   r   r   rC   r1   )r  r   r   r   r   r   c                 C   s   t t| j}tddd|}|j|||d t|| t t| j}tddd|}|j||d}|j	|ksAJ t|| d S )Nr   rC   r   r   outr   )
r   r   r   r.   r/   r  r}  permutedr
   rF   )r*   rF   r   r   rI   r]   yr    r    r!   test_permutedC  s   	
zTestRandomDist.test_permutedc                 C   s   t t| j}tddd}| }|d d d d df }|j|d|d}tg dg dg}t	|| ||d d d d df< t	|| d S )	N   rC   r  rn   r1   r  )r   r   rn   r   )r   r   r  r   )
r   r   r   r.   r/   r  r  r  rd   r
   )r*   rI   Zx0x1r]   r  r   r    r    r!   test_permuted_with_stridesW  s   

z)TestRandomDist.test_permuted_with_stridesc                 C   s   t g }t|g  d S r   )rI   r  r
   )r*   r  r    r    r!   test_permuted_emptyd  s   
z"TestRandomDist.test_permuted_emptyoutshaper   rZ   c                 C   s`   t g d}t j||jd}tjtdd tj||d W d    d S 1 s)w   Y  d S )Nr   rE   z
same shaperx   r  )	r.   rd   rH   rF   r{   r|   r8   rI   r  )r*   r  r]  r  r    r    r!   "test_permuted_out_with_wrong_shapeh  s
   "z1TestRandomDist.test_permuted_out_with_wrong_shapec                 C   s^   t jdt jd}t d}tjtdd tj|d|d W d    d S 1 s(w   Y  d S )N)rn   rZ   rE   zCannot castrx   r1   r  )	r.   rH   r   ro  r{   r|   r7   rI   r  )r*   r  r]   r    r    r!   !test_permuted_out_with_wrong_typeo  s
   
"z0TestRandomDist.test_permuted_out_with_wrong_typec                 C   sV   t d}d|j_tjtdd tj|d|d W d    d S 1 s$w   Y  d S )N)rC   rZ   Fr  rx   r1   r  )	r.   rH   r  r  r{   r|   r8   rI   r  r\   r    r    r!   test_permuted_not_writeableu  s
   
"z*TestRandomDist.test_permuted_not_writeablec                 C   L   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NrS  rj   r4  r   gW<$=g^
=g/:Ћ?gG!Gc>g'`2?gU?r   rF  )r   r   r   betar.   rd   r   r;  r    r    r!   	test_beta{  s   zTestRandomDist.test_betac                 C   sp   t t| j}|jdddd}tddgddgdd	gg}t|| t t| j}|dd}d}t|| d S )
NgZd;Y@gv/?r4  r   rm  r7  0   ,   r   )r   r   r   rJ   r.   rd   r
   r;  r    r    r!   test_binomial  s   

zTestRandomDist.test_binomialc                 C   J   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr   r4  r   gmE~@@g
1ςC@grӳL@gm%xL@g<kQK@gtK@r   rF  )r   r   r   	chisquarer.   rd   r   r;  r    r    r!   test_chisquare     
zTestRandomDist.test_chisquarec                 C   s   t t| j}tddg}|j|dd}tddgddggd	d
gddggddgddggg}t||dd tddg}tt|j| t t| j}tddg}||}t||d dd d S )NI<I@EZC@r4  r   g28\h?gɎG/?gAp?g|);?gLX?gfOh?g됷W?g(ސP?gz$Q?gmWt ?g搝K?g4hz?r   rF  HzG?缉ؗҜr  )	r   r   r   r.   rd   	dirichletr   r   r8   )r*   rI   alphar  r  Z	bad_alphar    r    r!   test_dirichlet  s(   

zTestRandomDist.test_dirichletc                 C   s   t ddg}tt|t djd tt|t djd tt|t djd tt|ddgjd tt|djd tt|t djd tttj|t	d d S )Nr  r  r1   r_   rC   r`   ra   )
r.   rd   r   rI   r  rb   rc   r   r7   re   rf   r    r    r!   test_dirichlet_size  s   z"TestRandomDist.test_dirichlet_sizec                 C   s   t ddg}tttj| tttjddgg tttjdgdgg tttjdgdggdgdggg tttjt ddgddgg d S )Nr  r  rZ   r1   )r.   rd   r   r8   rI   r  )r*   r  r    r    r!   test_dirichlet_bad_alpha  s   "$z'TestRandomDist.test_dirichlet_bad_alphac                 C   sh   t g d}|d d d }tt| j}|j|dd}tt| j}|jt |dd}t|| d S )N)r  g      r  rC   r4  r   )r.   rd   r   r   r   r  rr   r   )r*   r]  r  rI   rs   rt   r    r    r!   #test_dirichlet_alpha_non_contiguous  s   z2TestRandomDist.test_dirichlet_alpha_non_contiguousc                 C   sx   d}|t ddg }tt| j}|j|dd}t ddgddggddgddggddgddggg}t||dd d S )	Nrw         ?r   r4  r   rW   r   rF  )r.   rd   r   r   r   r  r   )r*   Zepsr  rI   r  r   r    r    r!   test_dirichlet_small_alpha  s    z)TestRandomDist.test_dirichlet_small_alphac                 C   sT   t ddg}||  }tt| j}|j|dd}|jdd}t||dd d S )	Ng{Gz?{Gz?i -1r   r   r   r   )r   )	r.   rd   rq   r   r   r   r  r   r   )r*   r  Z
exact_meanrI   r   Zsample_meanr    r    r!   %test_dirichlet_moderately_small_alpha  s   z4TestRandomDist.test_dirichlet_moderately_small_alphar  )rZ   r   r   r   )rG   r   r   r   )r1   rZ   r   r         ?r   r   r   )g{Gz?gQ?r   r   )gh㈵>r   r   r   )gMb`?gQ?r   r   r  r   r   r   rW   r   c                 C   s*   t |}t|}t||dk d d S )Nr   rW   )r.   rd   rI   r  r   )r*   r  r  r    r    r!   &test_dirichlet_multiple_zeros_in_alpha  s   

z5TestRandomDist.test_dirichlet_multiple_zeros_in_alphac                 C   r  )Ng8EGr?r4  r   gvM?g?g#c?gQ:N?gAP?gE_9@r   rF  )r   r   r   exponentialr.   rd   r   r;  r    r    r!   test_exponential  r  zTestRandomDist.test_exponentialc                 C   &   t tjddd tttjdd d S Nr   scale       )r   rI   r  r   r8   r9   r    r    r!   test_exponential_0     z!TestRandomDist.test_exponential_0c                 C   r  )Nr   M   r4  r   g}(Ҍ?gi?g=r?g]hDA?gjӨ?g8k*u?r   rF  )r   r   r   fr.   rd   r   r;  r    r    r!   test_f     
zTestRandomDist.test_fc                 C   r  )NrZ   rn   r4  r   g,שn'@gt@g<e2@g1a3@g3r
y-2@gs1-2@r   rF  )r   r   r   gammar.   rd   r   r;  r    r    r!   
test_gamma  r  zTestRandomDist.test_gammac                 C   s*   t tjdddd tttjddd d S )Nr   )rc   r  r  )r   rI   r  r   r8   r9   r    r    r!   test_gamma_0  s   zTestRandomDist.test_gamma_0c                 C   sF   t t| j}|jddd}tddgddgddgg}t|| d S )N_c97ݚ?r4  r   r1   r  r   r   )r   r   r   	geometricr.   rd   r
   r;  r    r    r!   test_geometric     
zTestRandomDist.test_geometricc                 C   s   t ttjd t ttjdgd  t ttjd t ttjdgd  tjdd t ttjtj t ttjtjgd  W d    d S 1 sGw   Y  d S )Nrh   r   ri   ignoreinvalid)r   r8   rI   r  r.   errstaterM   r9   r    r    r!   test_geometric_exceptions!  s   "z(TestRandomDist.test_geometric_exceptionsc                 C   r  )Nr         @r4  locr  r   gA7G@g1Fiҿgei@g_Cg0cPg`(_տr   rF  )r   r   r   gumbelr.   rd   r   r;  r    r    r!   test_gumbel*  r  zTestRandomDist.test_gumbelc                 C   r  r  )r   rI   r  r   r8   r9   r    r    r!   test_gumbel_02  r  zTestRandomDist.test_gumbel_0c                 C   s   t t| j}|jddddd}tddgddgddgg}t|| |jdd	d
dd}tg d}t|| |jdd	ddd}tg d}t|| |jd	dd
dd}tg d}t|| |jd	dddd}tg d}t|| d S )Ng333333$@g      @r   r4  r   r   r   rZ   r   rn   r   )rn   rn   rn   rn   r   r   )r   r   r   r   )r   r   r   r   )r   r   r   hypergeometricr.   rd   r
   r;  r    r    r!   test_hypergeometric6  s&   




z"TestRandomDist.test_hypergeometricc                 C   r  )Nr  r  r4  r  g6@	ga@bDA"?g*[r{g>K?g(?g<?r   rF  )r   r   r   laplacer.   rd   r   r;  r    r    r!   test_laplaceP  r  zTestRandomDist.test_laplacec                 C   r  r  )r   rI   r  r   r8   r9   r    r    r!   test_laplace_0X  r  zTestRandomDist.test_laplace_0c                 C   r  )Nr  r  r4  r  gbZgHʊg$>?g>&gQh@g%?n?gĉ8|?r   rF  )r   r   r   logisticr.   rd   r   r;  r    r    r!   test_logistic\  r  zTestRandomDist.test_logisticc                 C   r  )Nr  r  r4  )r   sigmar   gܒx?gk*+@g<Ҿ?g
@g5a@g%jz(@r   rF  )r   r   r   	lognormalr.   rd   r   r;  r    r    r!   test_lognormald  r  zTestRandomDist.test_lognormalc                 C   s&   t tjddd tttjdd d S )Nr   )r  r1   r  )r   rI   r  r   r8   r9   r    r    r!   test_lognormal_0l  r  zTestRandomDist.test_lognormal_0c                 C   sF   t t| j}|jddd}tddgddgdd	gg}t|| d S )
Ngƀ@?r4  )rK   r   r   r   rn      rZ   r1   )r   r   r   	logseriesr.   rd   r
   r;  r    r    r!   test_logseriesp  r  zTestRandomDist.test_logseriesc                 C   s$   t t| j}|ddksJ d S )Nr   r1   )r   r   r   r  ru  r    r    r!   test_logseries_zerox  s   z"TestRandomDist.test_logseries_zerovaluer5   r  g      @c              	   C   s  t t| j}tjddp tt || W d    n1 s#w   Y  tt |t	|gd  W d    n1 sCw   Y  tt |t	|gd d d d  W d    n1 shw   Y  W d    d S W d    d S 1 sw   Y  d S )Nr  r  r   rC   )
r   r   r   r.   r  r{   r|   r8   r  rd   )r*   r  rI   r    r    r!   test_logseries_exceptions|  s   ""z(TestRandomDist.test_logseries_exceptionsc                 C   sf   t t| j}|jddgd dd}tg dg dgg dg d	gg d
g dgg}t|| d S )Nr   UUUUUU?r   r4  r   )r1   rZ   r1   r   r   rn   )r   rC   r   rC   r   rC   )rZ   rn   rC   r   rn   r1   )r   r   r   rC   rn   r   )r   rn   r1   rZ   rn   rC   )rZ   rZ   rn   r1   rC   r   )r   r   r   rT   r.   rd   r
   r;  r    r    r!   test_multinomial  s   
zTestRandomDist.test_multinomialzfp errors don't work in wasmreasonr   )svdeighcholeskyc                 C   s  t t| j}d}ddgddgg}d}|j||||d}tddgdd	ggd
dgddggddgddggg}t||dd |j|||d}tddg}t||dd ddg}ddgddgg}tt|j||dd ddgddgg}t	t
|j|| t	t
|j||dd tt|j||dd t|j||dd tt|j||dd tt|j||ddd ddgddgg}|dv r|j||d|d}t|d |d  d!d n
tt|j||dd tjdd"gd"dggtjd#}t }	|j|||d |	t
}
t|
dksJ W d    n	1 sw   Y  td}td}tt|j||d$d tt|jtd%| tt|j|td tt|j|td& d S )'N)r  r   r1   r   r4  r   gtg$&@g&بO=g!$@gDo?g\&@g,R{?g
f!@g?ժ?gT^o#@g`R?gP'@r   rF  gl?g$("@rC   raise)check_validr  r  r  )r  r   )r  r  r   ).r   ).r1   r   rS  rE   other)rC   r1   r1   rn   )r   r   r   multivariate_normalr.   rd   r   r   r8   r   RuntimeWarningr   r	   rz   r   recordr  rH   eyer   )r*   r   rI   r   covr   r  r  r+  supwmur    r    r!   test_multivariate_normal  s   








z'TestRandomDist.test_multivariate_normalz	mean, covy      ?      ?y                c                 C   sN   t t| j}tjtdd ||| W d    d S 1 s w   Y  d S )Nzmust not be complexrx   )r   r   r   r{   r|   r7   r  )r*   r   r  rI   r    r    r!   )test_multivariate_normal_disallow_complex  s   "z8TestRandomDist.test_multivariate_normal_disallow_complexc           	      C   s   t t| j}d}tddg}tddgddgg}|j|||f|d}|| }|j| |d  }tt|	ddk sAJ tt|| dk sOJ d S )Nr$   r1   rC   r   r;   rS  rQ   )
r   r   r   r.   rd   r  r  r[   absr   )	r*   r   rI   Zn_sr   r  r+   Zs_centerZcov_empr    r    r!   $test_multivariate_normal_basic_stats  s    z3TestRandomDist.test_multivariate_normal_basic_statsc                 C   r1  )NrP   g|Pk?r4  )nrK   r   i  i  i  i  iX  i  )r   r   r   r   r.   rd   r
   r;  r    r    r!   r     s   
z%TestRandomDist.test_negative_binomialc                 C   s\   t jdd tttjdt j tttjdt jgd  W d    d S 1 s'w   Y  d S )Nr  r  rP   r   )r.   r  r   r8   rI   r   rM   r9   r    r    r!   !test_negative_binomial_exceptions  s   

"z0TestRandomDist.test_negative_binomial_exceptionsc                 C   s:   t t tdd}W d    d S 1 sw   Y  d S Nr1   r   )r   r8   rI   r   r\   r    r    r!   #test_negative_binomial_p0_exception   s   
"z2TestRandomDist.test_negative_binomial_p0_exceptionc                 C   sV   t jdd tttjdd tttjdgdg W d    d S 1 s$w   Y  d S )Nr  r  r  rS  )r.   r  r   r8   rI   r   r9   r    r    r!   .test_negative_binomial_invalid_p_n_combination  s   "z=TestRandomDist.test_negative_binomial_invalid_p_n_combinationc                 C   s   t t| j}|jdddd}tddgddgdd	gg}t||d
d |jdddd}tddgddgddgg}t||d
d t t| j}|jdddd}tddgddgddgg}t||d
d d S )NrZ   r4  )dfnoncr   gs؀3J?gugو/@gNJm+@gA}-4@gq=&@gjhn@r   rF  rG   rQ   gZօDN?gE!X&?gt%T?gQ)V?g5Zlf?gΎ{?r   gmK?gZ?g%yKY@g@W@gĈ{>@g&BB=@)r   r   r   noncentral_chisquarer.   rd   r   r;  r    r    r!   test_noncentral_chisquare  s(   


z(TestRandomDist.test_noncentral_chisquarec                 C   N   t t| j}|jddddd}tddgdd	gd
dgg}t||dd d S )NrZ   rC   r1   r4  )dfnumdfdenr#  r   gHP
?gn?g%f?gch?gzƎ?g]?:?r   rF  )r   r   r   noncentral_fr.   rd   r   r;  r    r    r!   test_noncentral_f!     

z TestRandomDist.test_noncentral_fc                 C   s2   t t| j}|jddtjd}t|sJ d S )NrZ   rC   )r'  r(  r#  )r   r   r   r)  r.   rM   isnanr*   rI   r  r    r    r!   test_noncentral_f_nan*  s   z$TestRandomDist.test_noncentral_f_nanc                 C   r  )Nr  r  r4  r  g?`xg\P@g/7u g0aj?gi%?gog@r   rF  )r   r   r   normalr.   rd   r   r;  r    r    r!   test_normal/  r  zTestRandomDist.test_normalc                 C   r  r  )r   rI   r/  r   r8   r9   r    r    r!   test_normal_07  r  zTestRandomDist.test_normal_0c                 C   sN   t t| j}|jddd}tddgddgdd	gg}tjj||d
d d S )Nr  r4  r]  r   gá?gƫh@gi`>?g0"&Agc@g=fAr   )Znulp)r   r   r   paretor.   rd   testingZassert_array_almost_equal_nulpr;  r    r    r!   test_pareto;  s   
	zTestRandomDist.test_paretoc                 C   sF   t t| j}|jddd}tddgddgddgg}t|| d S )Nr  r4  )lamr   r   )r   r   r   poissonr.   rd   r
   r;  r    r    r!   test_poissonI  r  zTestRandomDist.test_poissonc                 C   s   t dj}d}tttj| tttj|gd  tttj| tttj|gd  t jdd tttjt j tttjt jgd  W d    d S 1 sOw   Y  d S )Nr   r5   r   r  r  )	r.   r   r   r   r8   rI   r7  r  rM   )r*   ZlambigZlamnegr    r    r!   test_poisson_exceptionsQ  s   "z&TestRandomDist.test_poisson_exceptionsc                 C   r  )Nr  r4  r2  gZ >g?gÄ(=g҇?gŚE?gߢH?r   rF  )r   r   r   powerr.   rd   r   r;  r    r    r!   
test_power\  r  zTestRandomDist.test_powerc                 C   r  )Nr   r4  )r  r   gry@gtQP0@gAI_@g@u81@g	G0@g"wc5@r   rF  )r   r   r   rayleighr.   rd   r   r;  r    r    r!   test_rayleighd  r  zTestRandomDist.test_rayleighc                 C   r  r  )r   rI   r<  r   r8   r9   r    r    r!   test_rayleigh_0l  r  zTestRandomDist.test_rayleigh_0c                 C   H   t t| j}|jdd}tddgddgddgg}t||d	d
 d S )Nr4  r   gH1gW|3
g\?gLeg5P	gFA?r   rF  )r   r   r   Zstandard_cauchyr.   rd   r   r;  r    r    r!   test_standard_cauchyp     
z#TestRandomDist.test_standard_cauchyc                 C   r  )Nr4  invr   ga\5?gr7k?g8PC*?g5$[?gW3T?g*?r   rF  )r   r   r   standard_exponentialr.   rd   r   r;  r    r    r!   test_standard_exponentialx  r  z(TestRandomDist.test_standard_exponentialc                 C      t ttjtjd d S NrE   )r   r7   rI   rC  r.   r   r9   r    r    r!   #test_standard_expoential_type_error     z2TestRandomDist.test_standard_expoential_type_errorc                 C   r  )Nrn   r4  rc   r   gΈ̏&?gTϿ?g1n21@gDb<z@gBv@gc^@r   rF  r   r   r   standard_gammar.   rd   r   r;  r    r    r!   test_standard_gamma  r  z"TestRandomDist.test_standard_gammac                 C   s4   t t| j}|jdtjd}d}t||dd d S )Nrn   rE   g   d@r   rF  )r   r   r   rK  r.   rz   r   r;  r    r    r!   !test_standard_gammma_scalar_float  s   z0TestRandomDist.test_standard_gammma_scalar_floatc                 C   r  )Nrn   r4  rI  gf&?gMO?g1@g):@g@g;i@rZ   rF  rJ  r;  r    r    r!   test_standard_gamma_float  r  z(TestRandomDist.test_standard_gamma_floatc                 C   s   t jdt jd}tt| j}|jd|t jd t jddgddgd	d
ggt jd}t||dd tt| j}|jd|dt jd t||dd d S )Nr4  rE         $@r  rF   gM»L$@ga {@gN]"@gPS")@g_+@gmB@rZ   rF  r  r   rF   )	r.   rH   rz   r   r   r   rK  rd   r   )r*   r  rI   r  r    r    r!   test_standard_gammma_float_out  s   
z-TestRandomDist.test_standard_gammma_float_outc                 C   s   t ttjddd d S )Nr  r   rE   )r   r7   rI   rK  r9   r    r    r!    test_standard_gamma_unknown_type  s   

z/TestRandomDist.test_standard_gamma_unknown_typec                 C   s6   t d}tttjdd|d tttjdd|d d S )Nr   rO  r   )r   r  )r   r1   )r.   rH   r   r8   rI   rK  )r*   r  r    r    r!   test_out_size_mismatch  s   

z%TestRandomDist.test_out_size_mismatchc                 C   r  )Nr   )rc   r  )r   rI   rK  r   r8   r9   r    r    r!   test_standard_gamma_0  r  z$TestRandomDist.test_standard_gamma_0c                 C   r?  )Nr4  r   g
bYg? ?gGH{Lgz\?gc`+?gT}?r   rF  )r   r   r   r   r.   rd   r   r;  r    r    r!   test_standard_normal  rA  z#TestRandomDist.test_standard_normalc                 C   rE  rF  )r   r7   rI   r   r.   r   r9   r    r    r!   %test_standard_normal_unsupported_type  rH  z4TestRandomDist.test_standard_normal_unsupported_typec                 C   r  )Nr   r4  )r"  r   gV1g	|ڙ(?g-?g NhڿgMc?g!uLM r   rF  )r   r   r   
standard_tr.   rd   r   r;  r    r    r!   test_standard_t  r  zTestRandomDist.test_standard_tc                 C   r&  )Ng{Gz@g(\u$@gףp=
W4@r4  )leftmoderightr   gEpw@g4DC+@gŋ@g/,@gkuR*@gHNPcr+@r   rF  )r   r   r   
triangularr.   rd   r   r;  r    r    r!   test_triangular  r+  zTestRandomDist.test_triangularc                 C   r  )NGz?gGz%@r4  )r  r  r   gm2@gJaD@g: @g
Q @g@T{e@gb@r   rF  r   r   r   uniformr.   rd   r   r;  r    r    r!   test_uniform  r  zTestRandomDist.test_uniformc                 C   s   t dj}t dj}tj}tt|t j d tt|dt j tt||| tt|t j gdg tt|dgt jg tjt 	|d|d d d S )Nre   r   r1   g ؅W4vC)r  r  )
r.   Zfinfor   r   rI   ra  r   OverflowErrorinf	nextafter)r*   ZfminZfmaxfuncr    r    r!   test_uniform_range_bounds  s   z(TestRandomDist.test_uniform_range_boundsc                 C   sn   t j}|dd}t|d |dtjgdtjg}t|dtjg |dgdggddg}t|dtd  d S )Nr  rW   g
ףp= @ra   )rI   ra  r   r.   pirH   )r*   rf  resultr    r    r!   test_uniform_zero_range  s   

z&TestRandomDist.test_uniform_zero_rangec                 C   sH   t j}tt|dd tt|ddgddg tt|ddgddggd d S )NrC   r1   r   rn   )rI   ra  r   r8   )r*   rf  r    r    r!   test_uniform_neg_range  s   z%TestRandomDist.test_uniform_neg_rangec                 C   sj   G dd dt j}t d|}tttj|| G dd dt j}t d|}tttj|dd d S )Nc                   @      e Zd Zdd ZdS )zGTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloatc                 S      t r   r7   r9   r    r    r!   	__float__      zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)r?   r@   rA   ro  r    r    r    r!   ThrowingFloat      rq  r  c                   @   rl  )zITestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingIntegerc                 S   rm  r   rn  r9   r    r    r!   __int__  rp  zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)r?   r@   rA   rs  r    r    r    r!   ThrowingInteger  rr  rt  r1   )	r.   Zndarrayrd   r  r   r7   rI   ra  r  )r*   rq  Zthrowing_floatrt  Zthrowing_intr    r    r!   !test_scalar_exception_propagation  s   
z0TestRandomDist.test_scalar_exception_propagationc                 C   r  )Nr_  p=
ף?r4  r  kappar   gLA?gxyw@gzVR?gpE ?g8&Aпgv @r   rF  )r   r   r   vonmisesr.   rd   r   r;  r    r    r!   test_vonmises  r  zTestRandomDist.test_vonmisesc                 C   s4   t t| j}|jdddd}tt|  d S )NrW   gg5_PG>i@B rw  )r   r   r   ry  r   r.   isfiniter[   r*   rI   rr    r    r!   test_vonmises_small  s   z"TestRandomDist.test_vonmises_smallc                 C   s0   t t| j}|jdtjd}tt| d S )NrW   )r  rx  )r   r   r   ry  r.   rM   r   r,  r|  r    r    r!   test_vonmises_nan  s   z TestRandomDist.test_vonmises_nanrx  g     @  4&kCc                 C   st   t t| j}t|j}|jj}|jd|dd}||j_|jd|dd}|dk r/t|| d S t	||ks8J d S )Nr   r   r   g    .A)
r   r   r   r   r   r   ry  r   r.   r[   )r*   rx  rI   rsr   Zrandom_state_valsZgen_valsr    r    r!   test_vonmises_large_kappa!  s   
z(TestRandomDist.test_vonmises_large_kappar  g      gg	@)rw   gư>r1   g     @@r  c                 C   sF   t t| j}|||d}tt|tj kot|tjk d S )Nr   )r   r   r   ry  r   r.   r[   rh  )r*   r  rx  rI   r}  r    r    r!   test_vonmises_large_kappa_range/  s   *z.TestRandomDist.test_vonmises_large_kappa_rangec                 C   r  )Nr_  rv  r4  )r   r  r   g*س2?gt	@g;S@g\ F@gxF @g6b?r   rF  )r   r   r   waldr.   rd   r   r;  r    r    r!   	test_wald6  r  zTestRandomDist.test_waldc                 C   r  )Nr_  r4  r2  gnJZ?g*/F?gs(RY?g]'%?g,qD?g8 ?r   rF  )r   r   r   weibullr.   rd   r   r;  r    r    r!   test_weibull>  r  zTestRandomDist.test_weibullc                 C   s<   t t| j}t|jdddtd tt|jdd d S )Nr   r   r2  r  )r]  )	r   r   r   r   r  r.   rH   r   r8   ru  r    r    r!   test_weibull_0F  s   zTestRandomDist.test_weibull_0c                 C   sF   t t| j}|jddd}tddgddgddgg}t|| d S )	Nr_  r4  r2  r1   r   ic  ib  rC   )r   r   r   zipfr.   rd   r
   r;  r    r    r!   	test_zipfK  r  zTestRandomDist.test_zipf)r?   r@   rA   r   r<  r@  rB  rE  rI  rK  rL  r{   r   r   r.   rz   rb   Zfloat64r   rM  rN  rQ  rU  rY  r\  rb  rc  rd  rg  rl  rn  rp  rq  rs  rv  rx  r  r  r  r  r  r  r  r  r  r  rD   r  rd   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  re  rM   r  r  skipifr   r  r  r  r   r  r   r!  r%  r*  r.  r0  r1  r5  r8  r9  r;  r=  r>  r@  rD  rG  rL  rM  rN  rR  rS  rT  rU  rV  rW  rY  r^  rb  rg  rj  rk  ru  rz  r~  r  r  rh  r  r  r  r  r  r    r    r    r!   r0    s:   


		.				
	


	
$I

			$r0  c                	   @   sT  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Zd7d8 Zd9d: Zd;d< Z d=d> Z!d?d@ Z"e#j$%dAdBe&'dBdBge&'dBggdBggggdCdD Z(dEdF Z)dGdH Z*dIS )JTestBroadcastc                 C   r   )Ni[r   r9   r    r    r!   r   W  r   zTestBroadcast.setup_methodc                 C   s   t t| j}dg}dg}|j}tg d}t t| j}||d |}t||dd t t| j}|||d }t||dd d S )Nr   r1   )g4
7^?gF]
"?g .?rn   r   rF  r`  )r*   rI   r  r  ra  r  r  r    r    r!   rb  Z  s   zTestBroadcast.test_uniformc                 C   s   dg}dg}dg}t t| j}tg d}t t| j}||d |}t||dd tt|j|d | t t| j}|j}|||d }t||dd tt|||d  d S )Nr   r1   r5   )gw-Dؿgn0_x?gʊ;<.?rn   r   rF  )	r   r   r   r.   rd   r/  r   r   r8   )r*   r  r  	bad_scalerI   r  r  r/  r    r    r!   r0  i  s   zTestBroadcast.test_normalc           	      C   s   dg}dg}dg}dg}t g d}tt| j}|j}||d |}t||dd tt||d | tt||d | tt| j}|||d }t||dd d S )	Nr1   rC   r5   r;   )gf8?g%eo?g$q??rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )	r*   r]  r^  bad_aZbad_br  rI   r  r  r    r    r!   r  {  s   zTestBroadcast.test_betac                 C   Z   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S Nr1   r5   )g`ʄ?gE]?g?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   r*   r  r  r  rI   r  r    r    r!   r       zTestBroadcast.test_exponentialc                 C   s\   dg}dg}t g d}tt| j}|j}||d }t||dd tt||d  d S r  )	r.   rd   r   r   r   rK  r   r   r8   )r*   rc   	bad_shaper  rI   Z	std_gammar  r    r    r!   rL    s   z!TestBroadcast.test_standard_gammac           	      C      dg}dg}dg}dg}t g d}tt| j}|j}||d |}t||dd tt||d | tt||d | tt| j}|j}|||d }t||dd tt|||d  tt|||d  d S )	Nr1   rC   r5   r;   )g3ʄ?gJE]?g?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )	r*   rc   r  r  r  r  rI   r  r  r    r    r!   r    "   zTestBroadcast.test_gammac           	      C   r  )	Nr1   rC   r5   r;   )gM3B?gybi@g0?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )	r*   r'  r(  	bad_dfnum	bad_dfdenr  rI   r  r  r    r    r!   r    r  zTestBroadcast.test_fc              	   C   s  dg}dg}dg}dg}dg}dg}t g d}tt| j}|j}	|	|d ||}
t|
|dd	 t t |	||t j	gd sDJ t
t|	|d || t
t|	|d || t
t|	|d || tt| j}|j}	|	||d |}
t|
|dd	 t
t|	||d | t
t|	||d | t
t|	||d | tt| j}|j}	|	|||d }
t|
|dd	 t
t|	|||d  t
t|	|||d  t
t|	|||d  d S )
NrC   rn   r   r   r5   r;   )gŜ,n1 @g!6)@g9?r   rF  )r.   rd   r   r   r   r)  r   r[   r,  rM   r   r8   )r*   r'  r(  r#  r  r  bad_noncr  rI   Znonc_fr  r    r    r!   r*    s:   $zTestBroadcast.test_noncentral_fc                 C   s@   t t| j}tddg}|jddddd}t||dd d S )NgZ\#?gDqw?rj   rC   r   r   rF  )r   r   r   r.   rd   r)  r   )r*   rI   r  r  r    r    r!   test_noncentral_f_small_df  s   z(TestBroadcast.test_noncentral_f_small_dfc                 C   r  )Nr1   r5   )gC{?g7Q#?g%h1T@rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   r*   r"  bad_dfr  rI   r  r    r    r!   r    r  zTestBroadcast.test_chisquarec           	      C   r  )	Nr1   rC   r5   r;   )g-S?g[@gr3/.?rn   r   rF  )	r.   rd   r   r   r   r$  r   r   r8   )	r*   r"  r#  r  r  r  rI   Znonc_chir  r    r    r!   r%    r  z'TestBroadcast.test_noncentral_chisquarec                 C   r  )Nr1   r5   )g>Qg{g,e?rn   r   rF  )	r.   rd   r   r   r   rX  r   r   r8   r  r    r    r!   rY    r  zTestBroadcast.test_standard_tc                 C   s   dg}dg}dg}t g d}tt| j}||d |}t||dd tt|j|d | tt| j}|||d }t||dd tt|j||d  d S )NrC   r1   r5   )gD()@g,)ʸ@gPorn   r   rF  )	r.   rd   r   r   r   ry  r   r   r8   )r*   r  rx  Z	bad_kappar  rI   r  r    r    r!   rz    s   zTestBroadcast.test_vonmisesc                 C   r  )Nr1   r5   )g/h?gcE?g/gV?rn   r   rF  )	r.   rd   r   r   r   r3  r   r   r8   r*   r]  r  r  rI   r  r    r    r!   r5  .  r  zTestBroadcast.test_paretoc                 C   r  r  )	r.   rd   r   r   r   r  r   r   r8   r  r    r    r!   r  8  r  zTestBroadcast.test_weibullc                 C   r  )Nr1   r5   )gT?gʥ?gKܮc?rn   r   rF  )	r.   rd   r   r   r   r:  r   r   r8   r  r    r    r!   r;  B  r  zTestBroadcast.test_powerc                 C      dg}dg}dg}t g d}tt| j}|j}||d |}t||dd tt||d | tt| j}|j}|||d }t||dd tt|||d  d S )Nr   r1   r5   )gh&BgsgR#?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )r*   r  r  r  r  rI   r  r  r    r    r!   r  L     zTestBroadcast.test_laplacec                 C   r  )Nr   r1   r5   )gs4?g$Cw%T?gտrn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )r*   r  r  r  r  rI   r  r  r    r    r!   r  ^  r  zTestBroadcast.test_gumbelc                 C   s   dg}dg}dg}t g d}tt| j}||d |}t||dd tt|j|d | tt| j}|||d }t||dd tt|j||d  t	|dd	d d S )
Nr   r1   r5   )g$DgXPg,?rn   r   rF  r  rW   )
r.   rd   r   r   r   r  r   r   r8   r   )r*   r  r  r  r  rI   r  r    r    r!   r  p  s   zTestBroadcast.test_logisticc                 C   s   dg}dg}dg}t g d}tt| j}|j}||d |}t||dd tt||d | tt| j}|||d }tt|j||d  d S )Nr   r1   r5   )g c?gu@gVQ?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )r*   r   r  Z	bad_sigmar  rI   r  r  r    r    r!   r    s   zTestBroadcast.test_lognormalc                 C   r  )Nr1   r5   )gs(?g4mK?gVk+?rn   r   rF  )	r.   rd   r   r   r   r<  r   r   r8   r  r    r    r!   r=    s   zTestBroadcast.test_rayleighc                 C   s   dg}dg}dg}dg}t g d}tt| j}||d |}t||dd tt|j|d | tt|j|d | tt| j}|||d }t||dd tt|j||d  tt|j||d  d S )	NrG   r1   r   r;   )gk7Z?g*}z9?gc-	?rn   r   rF  )	r.   rd   r   r   r   r  r   r   r8   )r*   r   r  Zbad_meanr  r  rI   r  r    r    r!   r    s   zTestBroadcast.test_waldc                 C   s  dg}dg}dg}dg}dg}|d \}}t g d}tt| j}	|	j}
|
|d ||}t||dd tt|
|d || tt|
|d || tt|
|d || tt| j}	|	j}
|
||d |}t||dd tt|
||d | tt|
||d | tt|
||d | tt| j}	|	j}
|
|||d }t||dd tt|
|||d  tt|
|||d  tt|
|||d  tt|
dd	d
 tt|
ddd
 tt|
ddd d S )Nr1   rn   rC   r   )gR8T>?gK?g;>h@r   rF  rO  rW   g      4@g      9@)	r.   rd   r   r   r   r]  r   r   r8   )r*   rZ  r\  r[  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_twor  rI   r]  r  r    r    r!   r^    sJ   
zTestBroadcast.test_triangularc           
      C   s   dg}dg}dg}dg}dg}t g d}tt| j}|j}||d |}	t|	| tt||d | tt||d | tt||d | tt| j}|||d }	t|	| tt|||d  tt|||d  tt|||d  d S )Nr1   rG   r5   r  r   r   r1   rn   )	r.   rd   r   r   r   rJ   r
   r   r8   )
r*   r  rK   bad_n	bad_p_one	bad_p_twor  rI   Zbinomr  r    r    r!   r    s&   

zTestBroadcast.test_binomialc           
      C   s   dg}dg}dg}dg}dg}t jg dt jd}tt| j}|j}||d |}	t|	| tt	||d | tt	||d | tt	||d | tt| j}|j}|||d }	t|	| tt	|||d  tt	|||d  tt	|||d  d S )Nr1   rG   r5   r  )r   rC   r1   rE   rn   )
r.   rd   r   r   r   r   r   r
   r   r8   )
r*   r  rK   r  r  r  r  rI   Z	neg_binomr  r    r    r!   r     s(   

z$TestBroadcast.test_negative_binomialc           	      C   sx   dg}dg}t g d}tt| j}|j}|d g}|j}||d }t|| tt	||d  tt	||d  d S )Nr1   r5   )r   r   rn   rC   rn   )
r.   rd   r   r   r   Z_poisson_lam_maxr7  r
   r   r8   )	r*   r6  Zbad_lam_oner  rI   Zmax_lamZbad_lam_twor7  r  r    r    r!   r8  		  s   

zTestBroadcast.test_poissonc                 C   s   dg}dg}t g d}tt| j}|j}||d }t|| tt||d  t j	dd tt|t j
 tt|ddt j
g W d    d S 1 sMw   Y  d S )NrC   r   )r1   r   r1   rn   r  r  )r.   rd   r   r   r   r  r
   r   r8   r  rM   )r*   r]  r  r  rI   r  r  r    r    r!   r  	  s   
"zTestBroadcast.test_zipfc                 C   n   dg}dg}dg}t g d}tt| j}|j}||d }t|| tt||d  tt||d  d S )NrG   r5   r  r   rn   )	r.   rd   r   r   r   r  r
   r   r8   )r*   rK   r  r  r  rI   r  r  r    r    r!   r  &	     
zTestBroadcast.test_geometricc                 C   s2  dg}dg}dg}dg}dg}dg}dg}t g d}tt| j}	|	|d ||}
t|
| tt|	j|d || tt|	j|d || tt|	j|d || tt|	j|d || tt| j}	|	||d |}
t|
| tt|	j||d | tt|	j||d | tt|	j||d | tt|	j||d | tt| j}	|	j}||||d }
t|
| tt||||d  tt||||d  tt||||d  tt||||d  tt|ddd	 tt|ddd	 tt|ddd tt|ddd
 tt|ddd	 tt|ddd tt|dddgd d S )Nr1   rC   r5   r;   r   r  rn   r   r   r   i   @i  l        r   i    r$   )	r.   rd   r   r   r   r  r
   r   r8   )r*   ZngoodZnbadr   Z	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twor  rI   r  Z	hypergeomr    r    r!   r  3	  sJ   


z!TestBroadcast.test_hypergeometricc                 C   r  )NrG   rC   r5   )r1   r1   r1   rn   )	r.   rd   r   r   r   r  r
   r   r8   )r*   rK   r  r  r  rI   r  r  r    r    r!   r  `	  r  zTestBroadcast.test_logseriesc                 C   sn  t t| j}|jddgdgd dd}tjg dg dgg d	g d
gg dg dggtjd}t|| t t| j}|ddgdgd }tjg dg dgtjd}t|| t t| j}|ddgdgd gd }tjg dg dgtjd}t|| t t| j}|dgdggdgd gd }tjg dg dgg dg d
ggtjd}t|| d S )NrZ   r   r  r   r4  r   )r   r   rC   r1   rC   r   )rC   rn   r   r   rC   rn   )r1   r   r1   r   rC   r1   )r   rC   rC   r1   r   r   )r   rC   r   r1   rC   r   )rn   rC   rn   rn   r   rZ   rE   rC   )r   r   rC   r1   r1   r1   )r   rC   rn   rn   rZ   rn   )r   r   r   rT   r.   rd   r   r
   r;  r    r    r!   r  m	  sV   





 
zTestBroadcast.test_multinomialr  r   c                 C   sH  t t| j}tdgd }|||}t|trt n|j	}|d }|j	|ks+J t
||g}|||}t||j	d d d }|j	|ksLJ t
|g|gg}|||}t||j	d d }|j	|d ksoJ |j||d| d}|j	d| d ksJ tt |j||dd}W d    d S 1 sw   Y  d S )Nrf  r   )r   r5   r4  r   )r1   r1   r1   r1   r1   r1   )r   r   r   r.   rd   rT   r   rD   rh  rc   r  Zbroadcast_shapesr{   r|   r8   )r*   r  rI   rp   r  Zn_shaper   r    r    r!   test_multinomial_pval_broadcast	  s&   "z-TestBroadcast.test_multinomial_pval_broadcastc                 C   sF   t t| j}dgd dgd g}tt|jd| tt|jdd d S )Nr  r   rf  r1   rG   )r   r   r   r   r8   rT   )r*   rI   rp   r    r    r!   test_invalid_pvals_broadcast	  s   z*TestBroadcast.test_invalid_pvals_broadcastc                 C   s   t t| j}|tdddgd }|jdksJ |dtd}|jdks+J |tddtd	}|jd	ks?J d S )
N)r   r   r   i8r  r   )r   r   r   r   r   )r   r   r   )rn   r   r   )rn   r   r   r   )r   r   r   rT   r.   r   rc   r-  r    r    r!   test_empty_outputs	  s   z TestBroadcast.test_empty_outputsN)+r?   r@   rA   r   rb  r0  r  r  rL  r  r  r*  r  r  r%  rY  rz  r5  r  r;  r  r  r  r  r=  r  r^  r  r   r8  r  r  r  r  r  r{   r   r   r.   rd   r  r  r  r    r    r    r!   r  T  sP    
#




(-

r  zcan't start threadr	  c                   @   4   e Zd Zdd Zdd Zdd Zdd Zd	d
 ZdS )
TestThreadc                 C   s   t d| _d S )Nr   )r-   seedsr9   r    r    r!   r   	  s   zTestThread.setup_methodc                    s   ddl m  tt| jf| }tt| jf| } fddt| j|D }dd |D  dd |D  t| j|D ]\}}tt|| q>t	 j
jdkr`tjdkr`t|| d S t|| d S )	Nr   )Threadc                    s(   g | ]\}} t t||fd qS ))targetargs)r   r   )r  r+   or  functionr    r!   r  	  s    z-TestThread.check_function.<locals>.<listcomp>c                 S      g | ]}|  qS r    )startr  r]   r    r    r!   r  	  r  c                 S   r  r    )joinr  r    r    r!   r  	  r  r   win32)	threadingr  r.   r   r  r  zipr   r   ZintprF   r   r   platformr   r
   )r*   r  szZout1Zout2tr+   r  r    r  r!   check_function	  s   
zTestThread.check_functionc                 C      dd }| j |dd d S )Nc                 S   s   | j dd|d< d S )Nrr  r   .)r/  r   r  r    r    r!   
gen_random	  rV   z*TestThread.test_normal.<locals>.gen_random)rr  r  r  r*   r  r    r    r!   r0  	     zTestThread.test_normalc                 C   r  )Nc                 S   s   | j tdd|d< d S )NrP   r$   r  .)r  r.   ro  r  r    r    r!   r  	  s   z'TestThread.test_exp.<locals>.gen_randomr  r  r  r  r    r    r!   test_exp	  r  zTestThread.test_expc                 C   r  )Nc                 S   s   | j ddgd dd|d< d S )Nr   r  r   rr  r   .)rT   r  r    r    r!   r  	  s   z/TestThread.test_multinomial.<locals>.gen_random)rr  r   r  r  r  r    r    r!   r  	  r  zTestThread.test_multinomialN)r?   r@   rA   r   r  r0  r  r  r    r    r    r!   r  	  s    r  c                   @   r  )TestSingleEltArrayInputc                 C   s4   t dg| _t dg| _t dg| _d| _d S )NrC   rn   r   r  )r.   rd   argOneargTwoargThreetgtShaper9   r    r    r!   r   	  s   
z$TestSingleEltArrayInput.setup_methodc                 C   s   t jt jt jt jt jt jt jt jt j	t j
t jt jf}t jt jf}|D ]}||v r1|tdg}n|| j}t|j| j q"d S r   )rI   r  rK  r  rX  r3  r  r:  r<  r7  r  r  r  r.   rd   r  r   rc   r  )r*   funcs	probfuncsrf  r  r    r    r!   test_one_arg_funcs	  s   
z*TestSingleEltArrayInput.test_one_arg_funcsc                 C   s   t jt jt jt jt jt jt jt jt j	t j
t jt jt jt jf}t jt jf}|D ];}||v r3tdg}n| j}|| j|}t|j| j || jd |}t|j| j || j|d }t|j| j q&d S )NrG   r   )rI   ra  r/  r  r  r  r$  ry  r  r  r  r  r  rJ   r   r.   rd   r  r  r   rc   r  )r*   r  r  rf  r  r  r    r    r!   test_two_arg_funcs
  s(   z*TestSingleEltArrayInput.test_two_arg_funcsc              	   C   s   t jt jt jt jt jt jt jt jt j	g	}t
j}t dg}t dg}|D ]3}|||||d}t|j| j ||d |||d}t|j| j |||d ||d}t|j| j q%d S )Nr1   r   r   )r.   r   r   r   r   r   r   rb   r   r   rI   r(   rd   r   rc   r  )r*   r"   r   rf  r  r  r   r  r    r    r!   r<  
  s   z%TestSingleEltArrayInput.test_integersc                 C   s   t jt jt jg}|D ]6}|| j| j| j}t|j| j	 || jd | j| j}t|j| j	 || j| jd | j}t|j| j	 q
d S )Nr   )
rI   r)  r]  r  r  r  r  r   rc   r  )r*   r  rf  r  r    r    r!   test_three_arg_funcs/
  s   z,TestSingleEltArrayInput.test_three_arg_funcsN)r?   r@   rA   r   r  r  r<  r  r    r    r    r!   r  	  s    r  r  c                 C   s   | d }| d }t |}|| |jd d }tjdkr!| }t|}|jd d | d d ks5J | | d d ksAJ |	 }|jd d }tjdkrU| }t|}|jd d | d	 d ksiJ | | d	 d ksuJ d S )
Nr   r   r   r   r&  r   r   r   r   )
r   r2   r   r   r   r   r   r  r  r   )r  r   r   Zmt19937r   r  r   r    r    r!   test_jumped>
  s"   




r  c                  C   sh  t d} t d}d}tj| |ddjdksJ tt tj| ||d W d    n1 s1w   Y  tt tj| |dd W d    n1 sNw   Y  tt tj| |dd W d    n1 skw   Y  t d}tt tj||d W d    n1 sw   Y  tt tj|dd W d    n1 sw   Y  tt tj|dd W d    n1 sw   Y  t 	|}tt tj||d	 W d    n1 sw   Y  tt tj
d
ddgdd W d    n	1 sw   Y  tt tj
d
dgddd W d    n	1 s%w   Y  tt tj
d
dgddgdd W d    n	1 sGw   Y  tt tjddgddgdd W d    n	1 siw   Y  tjddd}tjddd}tjddd}t|||jdksJ tjtdd tj|||dd W d    d S 1 sw   Y  d S )Nrn   )r   rn   )r   r   rC   )rZ   r   rn   r   )r1   rn   )r   r1   r1   )rn   r  r1   rZ  gffffff?)rC   r1   rC   rZ   zOutput size \(6, 5, 1, 1\) isrx   )r   rZ   r1   r1   )r.   ro  rI   r/  rc   r{   r|   r8   rK  r   rJ   rT   r  r)  )r  r  r   rc   r  r]  r^  r_  r    r    r!   test_broadcast_size_errorZ
  s\   



$r  c                  C   sd   t d} t d}tj| |dd tt tj| |dd W d    d S 1 s+w   Y  d S )Nrn   r   rC   )r.   ro  rI   r/  r{   r|   r8   )r  r  r    r    r!   test_broadcast_size_scalar
  s   

"r  c                  C   s8   g g dg} t td}t|j|  | dg g gksJ d S r  )r   r   r	   rX  )seqgenr    r    r!   test_ragged_shuffle
  s   
r  r  r;   c                 C   s   t td}|r
dnd}tjt|d |j| |d W d    n1 s%w   Y  |r.dnd}tjt|d |jd| |d W d    n1 sJw   Y  tjt|d |jdg| |d W d    d S 1 skw   Y  d S )	Nr   zhigh < 0z	high <= 0rx   rD  z
low > highzlow >= highr5   )r   r   r{   r|   r8   r(   )r  r"   r  msgr    r    r!   !test_single_arg_integer_exception
  s   "r  rF   Zf4Zf8c                 C   s   t jdd| d}g d}tjtdd tj||| d W d    n1 s&w   Y  tjtdd tj|||j| d W d    d S 1 sHw   Y  d S )	Nr   F)orderrF   r   zSupplied output arrayrx   rP  rQ  )r.   r   r{   r|   r8   rI   rK  rc   )rF   r  rc   r    r    r!   test_c_contig_req_out
  s   "r  r  r  Cdistc                 C   sH   t jd||d}| ||d}||u sJ | |||jd}||u s"J d S )Nr   )rF   r  rP  )r  rF   r   )r.   r   rc   )r  r  rF   r  Zvariatesr    r    r!   test_contig_req_out
  s
   r  c                  C   sz   t jt jd} | d |  \}\}}|jjdksJ t| |d }t| |j	|j
_	|j
j	}|j	|ks;J d S )Nr   r1   	PCG64DXSM)r  )r.   rI   r   r  r   
__reduce__	__class__r?   printr   r   )r   ZctorZbit_gen_r^  Zstate_br    r    r!   $test_generator_ctor_old_style_pickle
  s   

r  c                  C   s   dd l } tjtjd}|jj}| | |}|jj}t	|j
|j
 t	|j|j |jjd | | |}|jj}t	|j
|j
 d S )Nr   i4r   )pickler.   rI   r   r  r   Zseed_seqloadsdumpsr   r   poolZspawn)r  r   ssZrg_plkZss_plkr    r    r!   #test_pickle_preserves_seed_sequence
  s   r  versiony   ~   c                 C   s   dd l }dd l}tjtjtd }tj|dd|  d}||}|	|}W d    n1 s5w   Y  |j
jd }t|tsGJ t|j
tjjsQJ |d dksYJ |d dksaJ d S )	Nr   r  Zgenerator_pcg64_npz.pkl.gzr   l	   a*MzJR2MP incl	   sN	D%(^6FA )r  gzipospathsplitabspath__file__r  openloadr   r   r   r   r.   rI   ZPCG64)r  r  r  	base_pathZpkl_filegzr   r   r    r    r!   test_legacy_pickle
  s   r  )7Zos.pathr  r   r   r{   numpyr.   Znumpy.exceptionsr   Znumpy.linalgr   Znumpy.testingr   r   r   r   r   r	   r
   r   r   r   Znumpy.randomr   r   r   r   rI   ZJUMP_TEST_DATAZfixturer"   r#   rB   rO   r~   r   r   r0  r  r   r  r  r  r   r  r  r  r  r  r  r   r  r  r  r  r    r    r    r!   <module>   s    0

$7 "                i/U
+

	