a
    mJh                    @   sH  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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.d/G d0d1 d1Z%G d2d3 d3Z&ej#'d4ed5d6 Z(d7d8 Z)d9d: Z*d;d< Z+ej#'d=d>d>ggej#'dddgd?d@ Z,ej#'dAdBdCgdDdE Z-ej#'dAdBdCgej#'dFdGdHgej#'dIej.ejgdJdK Z/dLdM Z0dS )N    N)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$<i8  Z@16b791a1e04886ccbbb4d448d6ff791267dc458ae599475d08d5cced29d11614i7  Z@a0110a2cf23b56be0feaed8f787a7fc84bef0cb5623003d75b26bdfa1c18002ci  )i|2iEm:iS43i5  i  Z@d306cf01314d51bd37892d874308200951a35265ede54d200f1e065004c3e9eai  Z@0e00ab449f01a5195a83b4aee0dfbc2ce8d46466a640b92e33977d2e42f777f8i  moduleTF)scopeparamsc                 C   s   | j S N)param)request r   [/var/www/shaz/venv/lib/python3.9/site-packages/numpy/random/tests/test_generator_mt19937.pyendpoint'   s    r!   c                   @   s<   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd ZdS )TestSeedc                 C   s<   t td}t|dd t td}t|dd d S )Nr           D  )r   r   r   integersselfsr   r   r    test_scalar-   s    zTestSeed.test_scalarc                 C   s   t ttd}t|dd t ttd}t|dd t tdg}t|dd t tdg}t|dd d S )Nr   r#   i  r   r$   r%   r&   )r   r   ranger   r'   nparanger(   r   r   r    
test_array3   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_scalarA   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 )Nr3   r4   )r0           r5   r8   r   r   r    test_invalid_arrayF   s    zTestSeed.test_invalid_arrayc                 C   s   t ttt d S r   )r   r7   r   r   r8   r   r   r    test_noninstantized_bitgenL   s    z#TestSeed.test_noninstantized_bitgenN)	__name__
__module____qualname__r+   r/   r2   r9   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         ?r0   r   )r-   zerosr   randombinomialr	   )r)   rG   pr   r   r    test_n_zeroQ   s    zTestBinomial.test_n_zeroc                 C   s   t ttjdtj d S )Nr0   )r   r7   rH   rI   r-   nanr8   r   r   r    test_p_is_nanZ   s    zTestBinomial.test_p_is_nanN)r>   r?   r@   rK   rM   r   r   r   r    rA   P   s   	rA   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?rH   multinomialr8   r   r   r    
test_basic`   s    zTestMultinomial.test_basicc                 C   s   t dg d d S )NrO   )rP   rQ           rU   rU   rR   r8   r   r   r    test_zero_probabilityc   s    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 )Nr4      )r   rH   r'   r-   allr)   xr   r   r    test_int_negative_intervalf   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 )NrF   r0   r0   rB   rB   rB   rB   rB   rB   rB   )
r   rH   rS   r-   uint32shapearrayr   r6   floatr)   rJ   r   r   r    	test_sizel   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 )NrO   皙?rP   皙?r   r7   rH   rS   r8   r   r   r    test_invalid_probz   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 )Nr4   rQ   rP   r   ri   r8   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      .@r0      ۠iUrO   )pvals)r-   r.   sumr   r   rS   ascontiguousarrayr	   )r)   rJ   rn   rH   
non_contigcontigr   r   r    test_p_non_contiguous   s    
z%TestMultinomial.test_p_non_contiguousc                 C   sn   t jg dt jd}||  }ttd}d}tjt|d |	d| W d    n1 s`0    Y  d S )N)
Gz?rt   &.>ru   ru   ru   ru   ru   ru   ru   rD   rm   z-[\w\s]*pvals array is cast to 64-bit floatingmatchr0   )
r-   rb   float32ro   r   r   pytestraisesr7   rS   )r)   r[   rn   rH   rw   r   r   r    test_multinomial_pvals_float32   s    
z.TestMultinomial.test_multinomial_pvals_float32N)r>   r?   r@   rT   rV   r\   re   rj   rk   rs   r{   r   r   r   r    rN   _   s   
rN   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   s
   d| _ d S )Ni_ r   r8   r   r   r    setup_method   s    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      )rB   rl   r   r4   )r4   rB   rl   rB   r0   iɚ;e   rX   	marginalsrO   count)
r   r7   rH   multivariate_hypergeometricr-   iinfoint64maxrE   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   r0   sizer   )r0   r   rD   r0   rB   rl   )r   r   r   rl   )rl   r   r   )r0   r0   r   r0   r0   rl   r   rX      )	r   r   r   r   r	   r-   emptyr   ro   )r)   r   rH   r[   colorsr   r   r    test_edge_cases   s(    

z.TestMultivariateHypergeometric.test_edge_casesnsample)      -   7   r   )rX   rB   rl   iI c                 C   s   t t| j}tg d}|j||||d}t|trF|f|j }n
||j }t	|j| t
|dk  t
||k  t|jddtj||td t|tr|dkrt|jdd|| |  dd	d
 d S )N)r   rX      r   r   r   r4   axis)Z
fill_valuerE   順 MbP?{Gzt?)rtolZatol)r   r   r   r-   rb   r   
isinstancerC   ra   r   r   rY   r	   ro   fullr   mean)r)   r   r   r   rH   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   rX   r   r   )rB   r0   rB   r0   r0   rl   rB   r   rl   r   r   r   r   r-   rb   r	   r)   rH   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   rX   r   r   )r         )      r   )r         )r      r   r   r   r   r   r    test_repeatability2  s    
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   rX   r   r   )rB   rl   r   )rX   rl   r   )rB   rX   rX   )r0   rX      r   r   r   r   r    test_repeatability3  s    
z2TestMultivariateHypergeometric.test_repeatability3N)r>   r?   r@   r~   r   ry   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_stater8   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 Nrl   r   )r   standard_normalr   r   r   r-   rY   )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-   rY   )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 NrF   )r   negative_binomialr8   r   r   r    test_negative_binomial8  s    z#TestSetState.test_negative_binomialN)r>   r?   r@   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 Nr0   r!   rE   )r   r6   rfuncrc   )r)   r!   r   r   r    test_unsupported_typeE  s    z"TestIntegers.test_unsupported_typec              	   C   s@  | j D ]2}|tu rdn
t|j}|tu r0dnt|jd }|rL|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   rB   r0   r   	itypeboolr-   r   minr   r   r7   r   r)   r!   dtlbndubndr   r   r    test_bounds_checkingH  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_arraya  s    
z'TestIntegers.test_bounds_checking_arrayc              	   C   s0  | j D ]"}|tu rdn
t|j}|tu r0dnt|jd }|rL|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   rB   r0   r#   r   r!   rE   r   r   r-   r   r   r   r   r   )r)   r!   r   r   r   Zis_opentgtr   r   r    test_rng_zero_and_extremeso  sL    z'TestIntegers.test_rng_zero_and_extremesc                 C   s  d}| j D ]}|tu rdn
t|j}|tu r4dnt|jd }|rP|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   rB   r0   r   rE   rD   r   )r)   r!   r   r   r   r   r   r   r   r     test_rng_zero_and_extremes_array  sj    z-TestIntegers.test_rng_zero_and_extremes_arrayc                 C   s   | j D ]}|tu rdn
t|j}|tu r.dnt|jd }|rJ|d n|}z| j||||d W q ty } ztdt	| W Y d }~qd }~0 0 qd S Nr   rB   r0   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 ]}|tu rdn
t|j}|tu r.dnt|jd }|rJ|d n|}z| j|gd |g||d W q ty } ztdt	| W Y d }~qd }~0 0 q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 ]F}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 )Nr0   )r   r      rB   i   r   r   )r   r   r   r   r   r   r   r   )r)   r!   rH   r   r   valsr   r   r    test_in_bounds_fuzz  s    
z TestIntegers.test_in_bounds_fuzzc           
      C   s   | j D ]}|tu rdn
t|j}|tu r.dnt|jd }|rJ|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   rB   r0   r#     r   )
r   r   r-   r   r   r   r   r   r'   r	   )
r)   r!   r   r   r   r   rH   ZscalarZscalar_arrayrb   r   r   r    test_scalar_array_equiv  s*    

z$TestIntegers.test_scalar_array_equivc              
   C   s   dddddddddd	}| j dd  D ]v}ttd}tjd	krZ|jd
d| d||d}n|jd
d| d||d }t|	 }t
|t|j |k q&ttd}|jd
d| d|tdtj}t|	 }t
|ttj |k d S )NZ@053594a9b82d656f967c54869bc6970aa0358cf94ad469c81478459c6a90eee3Z@54de9072b6ee9ff7f20b58329556a46a447a8a29d67db51201bf88baa6e4e5d4Z@d3a0d5efb04542b25ac712e50d21f39ac30f312a5052e9bbb1ad3baa791ac84bZ@14e224389ac4580bfbdccb5697d6190b496f91227cf67df60989de3d546389b1Z@0e203226ff3fbbd1580f15da4621e5f7164d0d8d6b51696dd42d004ece2cbec1)	r   int16int32r   int8uint16r`   uint64uint8r0   r   littler   r   r#   r   rB   )r   r   r   sys	byteorderr'   byteswaphashlibsha256	hexdigestr   r-   rE   namer   viewr   )r)   r!   r   r   rH   valresr   r   r    test_repeatability  s:    


zTestIntegers.test_repeatabilityc                 C   s   | j D ]}|ttjfv rdn
t|j}|ttjfv r:dnt|jd }|rV|d n|}ttd}|j	||d||d}ttd}|j	|gd |||d}t
|| ttd}|j	|gd |gd ||d}t
|| qd S )Nr   rB   r0   r   r#   r   r   )r   r   r-   bool_r   r   r   r   r   r'   r	   )r)   r!   r   r   r   rH   r   Zval_bcr   r   r    test_repeatability_broadcasting  s$    
"
z,TestIntegers.test_repeatability_broadcastingzbound, expectedr%   )iui,YQiXgi$#Pl   bA i{El   /Yi r;   )ui,YQXgi%#Pl   bA i|El   0Yi        )r  r  l   bA l   1Yi i{,miuHl   HM c                 C   sJ   d t |fD ]8}ttd}|j||d}t||d ur:|n|d  qd S )Nr   r   r   )lenr   r   r'   r   )r)   boundr   r   rH   r[   r   r   r    !test_repeatability_32bit_boundary%  s    
z.TestIntegers.test_repeatability_32bit_boundaryc              
   C   s   t g dg dg dgg dg dg dgg dg dg d	gg d
g dg dgg dg dg dgg}dD ]J}ttd}|jdgdgdggg d|d}t||d ur|n|d  qrd S )N)i
`l   Y/ i0b)i)H{TiP-iTq)l   C iZ'l   !g )l   k40 l   n2c l   DBJ )i|(iy+l   _&A )ip@GiG^l   J|xK )l   
f l   Dmv l   E"g )i>{l   wT2L iJQ)iQ//itLol   k )i\siJi)i=l   }D l   E9l )l   
+x i#Jl   b )i0i7Ol   rn )ixiiAi.t)l   q/q i;-/i)N)rX   rl   rl   i90  r4   r   r0   )r%   r;   r  r   )r-   rb   r   r   r'   r	   )r)   desiredr   rH   r[   r   r   r    .test_repeatability_32bit_boundary_broadcasting4  s8    
z;TestIntegers.test_repeatability_32bit_boundary_broadcastingc              
   C   s4  t jddd fdddft jdi}|D ]}|| D ]}|\}}|| }t |gd g}t |gd }tttj||||d	 tttj||||d	 tttj||||d	 tttj||||d	 t j|gd gtd
}	t j|gd td
}
tttj|	|||d	 tttj||
||d	 tttj|	|
||d	 q2q$d S )Nr   rB   A   )r4               r   r   r   r   ))r   l            )l         r  r  r  )        r  r   r   rD   )	r-   r   r   rb   r   r7   rH   r'   object)r)   r!   ZconfigsrE   configlowhighZlow_aZhigh_aZlow_oZhigh_or   r   r    &test_int64_uint64_broadcast_exceptionsK  s@    
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   rH   r'   r   )r)   r!   r   r   r   r   actualr   r   r    test_int64_uint64_corner_caseg  s    z*TestIntegers.test_int64_uint64_corner_casec                 C   s  | j D ]x}|tu rdn
t|j}|tu r.dnt|jd }|rJ|d n|}|tu r\tjn|}| j||||d}t|j	| qtt
fD ]v}|tu rdn
t|j}|tu rdnt|jd }|r|d n|}| j||||d}t|drJ tt|| qd S )Nr   rB   r0   r   rE   )r   r   r-   r   r   r   r  r   r   rE   rC   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 ]}|tu rdn
t|j}|tu r.dnt|jd }|rJ|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   r   rE   r  r   r   r    test_respect_dtype_array  s    
z%TestIntegers.test_respect_dtype_arrayc                 C   s   | j D ]}| jddd||d}|jdks,J |j|ks:J | jddd||djdksXJ 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   rl   r   r   r   r   r   r   )r   r   ra   rE   r   rH   r'   )r)   r!   r   r   r   r   r    test_zero_size  s    
zTestIntegers.test_zero_sizec                 C   sR   t jdkrdnd}tt" tjddd|d W d    n1 sD0    Y  d S )Nbigz<i4z>i4r      r   r   )r   r   ry   rz   r7   rH   r'   )r)   Zother_byteord_dtr   r   r    test_error_byteorder  s    z!TestIntegers.test_error_byteorderzsample_size,high,dtype,chi2maxi@KL rX   g     @_@r   g     b@i i	  g     ȩ@i  g     d@c           
      C   sN   t j|||d}tj|dd\}}|| }|| d |  }	|	|k sJJ d S )Nr   T)Zreturn_countsrB   )rH   r'   r-   uniquero   )
r)   Zsample_sizer  rE   Zchi2maxsamplesvaluescountsr   Zchi2r   r   r    $test_integers_small_dtype_chisquared  s
    
z1TestIntegers.test_integers_small_dtype_chisquaredN)*r>   r?   r@   rH   r'   r   r   r-   r   r   r   r   r   r`   r   r   r   r   r   r   r   r   r   r   r   r   r  r  ry   r   r   rb   r	  r  r  r  r  r  r   r#  slowr)  r   r   r   r    r   >  sN   #	
r   c                   @   sd  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
ejdejejfejejfgdd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zd&d' Zd(d) Zd*d+ Zd,d- Z d.d/ Z!d0d1 Z"d2d3 Z#d4d5 Z$d6d7 Z%d8d9 Z&d:d; Z'd<d= Z(d>d? Z)d@dA Z*dBdC Z+dDdE Z,ejdFe-e.gejdGdHe/g dIg dJgfdKe/g dLg dMgfdNe/g dOg dPgfgdQdR Z0dSdT Z1dUdV Z2ejdWdXdYgdZd[ Z3d\d] Z4d^d_ Z5d`da Z6dbdc Z7ddde Z8dfdg Z9dhdi Z:djdk Z;dldm Z<dndo Z=ejj>dpdq Z?ejdrg dsg dtg dug dvg dwg dxdygg dzgd{d| Z@d}d~ ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNdd ZOdd ZPdd ZQejdeRdyddejSdgdd ZTdd ZUejjVeWddejdg ddd ZXejddKgdggfdgdNggfgdd ZYejdg ddd ZZdd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd ZaddÄ Zbddń ZcddǄ ZdddɄ Zedd˄ Zfdd̈́ Zgddτ Zhddф Ziddӄ ZjddՄ Zkddׄ Zlddل Zmddۄ Zndd݄ Zodd߄ Zpdd Zqdd Zrdd Zsdd Ztdd Zudd Zvdd Zwdd Zxdd Zydd Zzdd Z{dd Z|dd Z}dd Z~dd Zejddd gdd Zejddej dejdgejdg ddd	 Zd
d Zdd Zdd Zdd ZdHS (  TestRandomDistc                 C   s
   d| _ d S )Nr   r}   r8   r   r   r    r~     s    zTestRandomDist.setup_methodc                 C   sH   t t| j}|jdddd}tddgddgd	d
gg}t|| d S )Nc   rl   rB   r   )   %   ir   r   r   r'   r-   rb   r	   r)   rH   r  r
  r   r   r    test_integers  s    zTestRandomDist.test_integersc                 C   sR   t t| j}|jdddtjd}tjddgddgd	d
ggtjd}t|| d S )Nr   r-  r.  r   r      F   D   r   r1  rD   )r   r   r   r'   r-   r`   rb   r	   r5  r   r   r    test_integers_masked  s    "z#TestRandomDist.test_integers_maskedc                 C   sJ   t t| j}|jddddd}tddgdd	gd
dgg}t|| d S )Nr,  r-  r.  T)r   r!   r/  r0  r1  &   r3  ir4  r5  r   r   r    test_integers_closed  s    z#TestRandomDist.test_integers_closedc                 C   s:   t jtdjtdjdd}tdj}t|| d S )NlTr!   )rH   r'   r-   r   r   r   )r)   r  r
  r   r   r    test_integers_max_int  s
    z$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 )Nr.  gG0Ը?gæ?g2?gu	A?gH
>H?g;dE?r   decimalr  r   r   r   rH   r-   rb   r
   r5  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 )
Nr.  CԸ?gP?gtX?g81
A?grO>H?g88dE?r   r@  rB  r5  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 )NrD   rD  r   r@  )r   r   r   rH   r-   rx   r
   r5  r   r   r    test_random_float_scalar  s    z'TestRandomDist.test_random_float_scalarzdtype, uint_view_typec                 C   sN   t t| j}|jd|d}t||d@ }d|  k rDdk sJn J d S )Nr   rD   r0   i$^  i,e  )r   r   r   rH   r-   Zcount_nonzeror   )r)   rE   Zuint_view_typerH   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   rD   )r   r6   rH   r8   r   r   r    test_random_unsupported_type  s    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   rB   rB   rD   r   r   r   choicer-   rb   r   r	   r5  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?rL  皙?rM  rJ   )r   r0   r   r0   rD   rI  r5  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   rl   Freplacer   rD   )rQ  shuffle)	r   r   r   rJ  r-   rb   r   r	   r.   r5  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   rl   F)rM  333333?rF   rM  rQ  rJ   )r   rB   rl   rD   rI  r5  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   )rW  rW  rY  rY  r   r   r   rJ  r-   rb   r	   r5  r   r   r    test_choice_noninteger1  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   r0   rB   rl   r   rX   r   r   r[  r5  r   r   r    )test_choice_multidimensional_default_axis7  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   r0   rB   rl   r   rX   r   r   r   r[  r5  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 )Nr4   rl         @)r0   rB   rl   r         ?rN  r0   rB   )rL  rL  rP   rf   rg   rL  r   r   FrP  r:   )r4   )r4   r0   )r0   r   r   rU  )rH   rJ  r   r7   )r)   r   r   r   r    test_choice_exceptionsC  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 )NrM  rh   rB   TrP  FrU  r0   rD   r   r   )rM  rM  rM  rM  rL  rP   r   r  r   r  r  r   rW  rX  )r   r-   ZisscalarrH   rJ  rb   r   r  tuplendimitemr   ra   r.   r'   r   r7   )r)   rJ   rW  arrr*   r   r   r    test_choice_return_shapeU  sL     z'TestRandomDist.test_choice_return_shapec                 C   s,   t g d}g d}tttj||d d S )N)*   r0   rB   )NNNrN  )r-   rb   r   r7   rH   rJ  )r)   rW  rJ   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   rX   r_  r0   rB   rl   rN  )r-   onesr   r   r   rJ  rp   r	   )r)   rJ   rH   rq   rr   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sJJ tjdd|d}|jt jksjJ tjdd|dd}|jt jksJ d S )Nr   g      @rB   FrP  rN  )rJ   rQ  )r-   ri  rH   rJ  rE   r   )r)   rJ   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r4| }t|	t
j }t||k d S )NZ@4266599d12bfcfb815213303432341c06b4349f5455890446578877bb322e222'  r$  FrP  r   )r   r   r   rJ  r   r   r   r   r   r   r-   r   r   r   )r)   Zchoice_hashrH   r  r   r   r   r    test_choice_large_sample  s    
z'TestRandomDist.test_choice_large_samplec                 C   s*   t t| j}|d}d}t|| d S )Nr   s
   	8%)r   r   r   bytesr   r5  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 ]B}t t| j}|g d}|| |}|g d}t|| qFd S )Nc                 S   s
   t g S r   )r-   rb   r[   r   r   r    <lambda>      z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r   r   rp  r   r   r    rq    rr  c                 S   s   t | t jS r   )r-   asarrayastyper   rp  r   r   r    rq    rr  c                 S   s   t | t jS r   )r-   rs  rt  rx   rp  r   r   r    rq    rr  c                 S   s   t | t jS r   )r-   rs  rt  Z	complex64rp  r   r   r    rq    rr  c                 S   s   t | tS r   )r-   rs  rt  r  rp  r   r   r    rq    rr  c                 S   s   dd | D S )Nc                 S   s   g | ]}||fqS r   r   .0ir   r   r    
<listcomp>  rr  ATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r   rp  r   r   r    rq    rr  c                 S   s   t dd | D S )Nc                 S   s   g | ]}||gqS r   r   ru  r   r   r    rx    rr  ry  )r-   rs  rp  r   r   r    rq    rr  c                 S   s   t | | gjS r   )r-   vstackTrp  r   r   r    rq    rr  c                 S   s*   t dd | D dtfdtfgt jS )Nc                 S   s   g | ]}||fqS r   r   ru  r   r   r    rx    rr  ry  rW  rX  )r-   rs  rC   r   Zrecarrayrp  r   r   r    rq    s   c                 S   s(   t dd | D dtdfdt jdfgS )Nc                 S   s   g | ]}||fqS r   r   ru  r   r   r    rx    rr  ry  rW  r0   rX  )r-   rs  r  r   rp  r   r   r    rq    s   

r0   rB   rl   r   rX   r   r   r   r   r   
r   r0   r   r   r   rX   rl   r   rB   r   )r   r   r   rR  r	   )r)   convrH   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   r0   r   r   rl   r0   rB   r   r   rX   r   r      r   r   r   r   r   r   r4   )	r   r   r   r-   r.   reshaperR  rb   r	   r5  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   r0   r   )r   r   r   r-   rb   r  rR  r	   )r)   rH   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   rB   r   r0   r   )
r-   r.   r  copyr   r   r   rR  r{  r	   )r)   y1y2rH   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 ]d}t| t	t
|j|j  t
|j|j   t| t	t
|j|j  t
|j|j   qVd S )Nr   )rX   r   rl   r0   r4   r   )r-   maZmasked_valuesr  r,   r.   r  rH   rR  r   sorteddatamask)r)   rW  rX  Za_origZb_origrw  r   r   r    test_shuffle_masked  s    "
 
 z"TestRandomDist.test_shuffle_maskedc                 C   s   t t| j}td}ttj|j|d tdd}ttj|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|j|d d S )
Nr   r0   r   rl   rl   rl   rB   r   )r   rX   r   r.  )r   r   r   r-   r.   r   	AxisErrorrR  r  r6   sliceNotImplementedErrorrb   ri  r)   rH   re  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    n1 sN0    Y  d S )NrX   F	read-onlyrv   )r   r   r   r-   rG   flags	writeablery   rz   r7   rR  )r)   rH   rW  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	|j| d}ttj	|j| t t| j}d}g d}||}t|| d S )Nr}  r~  abcdg333333?r   )
rl   r   r   r   r   r   rB   rX   r0   r   )
r   r   r   permutationr	   r-   Z
atleast_2dr{  r   r  )	r)   rH   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  r0   r   r4   )	r-   r.   r  rb   r   r   r   r  r	   )r)   rW  r
  rH   r  r   r   r    test_permutation_custom_axis#  s    

z+TestRandomDist.test_permutation_custom_axisc                 C   sh   t t| j}td}ttj|j|d tdd}ttj|j|d tt	|j|t
ddd  d S )Nr   r0   r   r  rl   rB   )r   r   r   r-   r.   r   r  r  r  r6   r  r  r   r   r    test_permutation_exceptions0  s    
z*TestRandomDist.test_permutation_exceptionsrE   zaxis, expectedN)rl   r   r   r   r   r  )r   r   rB   rX   r0   r   r   )r   r0   rB   r   r   r  )r   r   r   rl   r   rX   r0   )rX   rl   r   r   rB   r0   )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sJ t|| d S )Nr   rB   r   r   outr   )
r   r   r   r-   r.   r  rt  permutedr	   rE   )r)   rE   r   r   rH   r[   yr   r   r    test_permuted8  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   rB   r  rl   r0   r  )r   r   rl   r   )r   r   r  r   )
r   r   r   r-   r.   r  r  r  rb   r	   )r)   rH   Zx0x1r[   r  r   r   r   r    test_permuted_with_stridesL  s    

z)TestRandomDist.test_permuted_with_stridesc                 C   s   t g }t|g  d S r   )rH   r  r	   )r)   r  r   r   r    test_permuted_emptyY  s    
z"TestRandomDist.test_permuted_emptyoutshaper   rX   c                 C   s^   t g d}t j||jd}tjtdd tj||d W d    n1 sP0    Y  d S )Nr   rD   z
same shaperv   r  )	r-   rb   rG   rE   ry   rz   r7   rH   r  )r)   r  rW  r  r   r   r    "test_permuted_out_with_wrong_shape]  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    n1 sN0    Y  d S )N)rl   rX   rD   zCannot castrv   r0   r  )	r-   rG   r   ri  ry   rz   r6   rH   r  )r)   r  r[   r   r   r    !test_permuted_out_with_wrong_typed  s    
z0TestRandomDist.test_permuted_out_with_wrong_typec                 C   sT   t d}d|j_tjtdd  tj|d|d W d    n1 sF0    Y  d S )N)rB   rX   Fr  rv   r0   r  )	r-   rG   r  r  ry   rz   r7   rH   r  rZ   r   r   r    test_permuted_not_writeablej  s    
z*TestRandomDist.test_permuted_not_writeablec                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NrM  rh   r.  r   gW<$=g^
=g/:Ћ?gG!Gc>g'`2?gU?r   r@  )r   r   r   betar-   rb   r
   r5  r   r   r    	test_betap  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/?r.  r   rg  r1  0   ,   r   )r   r   r   rI   r-   rb   r	   r5  r   r   r    test_binomialy  s    

zTestRandomDist.test_binomialc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr   r.  r   gmE~@@g
1ςC@grӳL@gm%xL@g<kQK@gtK@r   r@  )r   r   r   	chisquarer-   rb   r
   r5  r   r   r    test_chisquare  s    
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@r.  r   g28\h?gɎG/?gAp?g|);?gLX?gfOh?g됷W?g(ސP?gz$Q?gmWt ?g搝K?g4hz?r   r@  HzG?缉ؗҜr  )	r   r   r   r-   rb   	dirichletr
   r   r7   )r)   rH   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  r0   r]   rB   r^   r_   )
r-   rb   r   rH   r  r`   ra   r   r6   rc   rd   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  rX   r0   )r-   rb   r   r7   rH   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  rB   r.  r   )r-   rb   r   r   r   r  rp   r
   )r)   rW  r  rH   rq   rr   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 )	Nru         ?r   r.  r   rU   r   r@  )r-   rb   r   r   r   r  r
   )r)   epsr  rH   r  r   r   r   r    test_dirichlet_small_alpha  s     z)TestRandomDist.test_dirichlet_small_alphac                 C   sT   t g d}||  }tt| j}|j|dd}|jdd}t||dd d S )N)g{Gz?{Gz?Q?i -1r   r   r   r   )r   )	r-   rb   ro   r   r   r   r  r   r   )r)   r  Z
exact_meanrH   r   Zsample_meanr   r   r    %test_dirichlet_moderately_small_alpha  s    z4TestRandomDist.test_dirichlet_moderately_small_alphar  )rX   r   r   r   )rF   r   r   r   )r0   rX   r   r         ?r   r   r   )g{Gz?r  r   r   )gh㈵>r   r   r   )gMb`?gQ?r   r   r  r   r   r   rU   r   c                 C   s*   t |}t|}t||dk d d S )Nr   rU   )r-   rb   rH   r  r   )r)   r  r  r   r   r    &test_dirichlet_multiple_zeros_in_alpha  s    

z5TestRandomDist.test_dirichlet_multiple_zeros_in_alphac                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Ng8EGr?r.  r   gvM?g?g#c?gQ:N?gAP?gE_9@r   r@  )r   r   r   exponentialr-   rb   r
   r5  r   r   r    test_exponential  s    
zTestRandomDist.test_exponentialc                 C   s&   t tjddd tttjdd d S Nr   scale       )r   rH   r  r   r7   r8   r   r   r    test_exponential_0  s    z!TestRandomDist.test_exponential_0c                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr   M   r.  r   g}(Ҍ?gi?g=r?g]hDA?gjӨ?g8k*u?r   r@  )r   r   r   fr-   rb   r
   r5  r   r   r    test_f  s    
zTestRandomDist.test_fc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NrX   rl   r.  r   g,שn'@gt@g<e2@g1a3@g3r
y-2@gs1-2@r   r@  )r   r   r   gammar-   rb   r
   r5  r   r   r    
test_gamma  s    
zTestRandomDist.test_gammac                 C   s*   t tjdddd tttjddd d S )Nr   )ra   r  r  )r   rH   r  r   r7   r8   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?r.  r   r0   r  r   r   )r   r   r   	geometricr-   rb   r	   r5  r   r   r    test_geometric  s    
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6 t ttjtj t ttjtjgd  W d    n1 s0    Y  d S )Nrf   r   rg   ignoreinvalid)r   r7   rH   r  r-   errstaterL   r8   r   r   r    test_geometric_exceptions  s    z(TestRandomDist.test_geometric_exceptionsc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr         @r.  locr  r   gA7G@g1Fiҿgei@g_Cg0cPg`(_տr   r@  )r   r   r   gumbelr-   rb   r
   r5  r   r   r    test_gumbel  s    
zTestRandomDist.test_gumbelc                 C   s&   t tjddd tttjdd d S r  )r   rH   r  r   r7   r8   r   r   r    test_gumbel_0'  s    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   r.  r   r   r   rX   r   rl   r   )rl   rl   rl   rl   r   r   )r   r   r   r   )r   r   r   r   )r   r   r   hypergeometricr-   rb   r	   r5  r   r   r    test_hypergeometric+  s&    




z"TestRandomDist.test_hypergeometricc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr  r  r.  r  g6@	ga@bDA"?g*[r{g>K?g(?g<?r   r@  )r   r   r   laplacer-   rb   r
   r5  r   r   r    test_laplaceE  s    
zTestRandomDist.test_laplacec                 C   s&   t tjddd tttjdd d S r  )r   rH   r  r   r7   r8   r   r   r    test_laplace_0M  s    zTestRandomDist.test_laplace_0c                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr  r  r.  r  gbZgHʊg$>?g>&gQh@g%?n?gĉ8|?r   r@  )r   r   r   logisticr-   rb   r
   r5  r   r   r    test_logisticQ  s    
zTestRandomDist.test_logisticc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr  r  r.  )r   sigmar   gܒx?gk*+@g<Ҿ?g
@g5a@g%jz(@r   r@  )r   r   r   	lognormalr-   rb   r
   r5  r   r   r    test_lognormalY  s    
zTestRandomDist.test_lognormalc                 C   s&   t tjddd tttjdd d S )Nr   )r  r0   r  )r   rH   r  r   r7   r8   r   r   r    test_lognormal_0a  s    zTestRandomDist.test_lognormal_0c                 C   sF   t t| j}|jddd}tddgddgdd	gg}t|| d S )
Ngƀ@?r.  )rJ   r   r   r   rl      rX   r0   )r   r   r   	logseriesr-   rb   r	   r5  r   r   r    test_logseriese  s    
zTestRandomDist.test_logseriesc                 C   s$   t t| j}|ddks J d S )Nr   r0   )r   r   r   r  r)   rH   r   r   r    test_logseries_zerom  s    z"TestRandomDist.test_logseries_zerovaluer4   r  g      @c              	   C   s   t t| j}tjdd tt || W d    n1 sF0    Y  tt& |t	|gd  W d    n1 s0    Y  tt0 |t	|gd d d d  W d    n1 s0    Y  W d    n1 s0    Y  d S )Nr  r  r   rB   )
r   r   r   r-   r  ry   rz   r7   r  rb   )r)   r  rH   r   r   r    test_logseries_exceptionsq  s    (4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   r.  r   )r0   rX   r0   r   r   rl   )r   rB   r   rB   r   rB   )rX   rl   rB   r   rl   r0   )r   r   r   rB   rl   r   )r   rl   r0   rX   rl   rB   )rX   rX   rl   r0   rB   r   )r   r   r   rS   r-   rb   r	   r5  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0    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   r0   r   r.  r   gtg$&@g&بO=g!$@gDo?g\&@g,R{?g
f!@g?ժ?gT^o#@g`R?gP'@r   r@  gl?g$("@rB   raise)check_validr  r  r  )r  r   )r  r  r   ).r   ).r0   r   rM  rD   other)rB   r0   r0   rl   )r   r   r   multivariate_normalr-   rb   r
   r   r7   r   RuntimeWarningr   r   rx   r   recordr  rG   eyer   )r)   r   rH   r   covr   r  r
  r&  supwmur   r   r    test_multivariate_normal  s    




2




z'TestRandomDist.test_multivariate_normalz	mean, covy      ?      ?y                c                 C   sL   t t| j}tjtdd ||| W d    n1 s>0    Y  d S )Nzmust not be complexrv   )r   r   r   ry   rz   r6   r  )r)   r   r  rH   r   r   r    )test_multivariate_normal_disallow_complex  s    z8TestRandomDist.test_multivariate_normal_disallow_complexc           	      C   s   t t| j}d}tddg}tddgddgg}|j|||f|d}|| }|j| |d  }tt|	ddk sJ tt|| dk sJ d S )Nr#   r0   rB   r   r:   rM  rP   )
r   r   r   r-   rb   r  r{  rY   absr   )	r)   r   rH   Zn_sr   r  r*   Zs_centerZcov_empr   r   r    $test_multivariate_normal_basic_stats  s    z3TestRandomDist.test_multivariate_normal_basic_statsc                 C   sH   t t| j}|jdddd}tddgddgd	d
gg}t|| d S )NrO   g|Pk?r.  )nrJ   r   i  i  i  i  iX  i  )r   r   r   r   r-   rb   r	   r5  r   r   r    r     s    
z%TestRandomDist.test_negative_binomialc                 C   sZ   t jdd: tttjdt j tttjdt jgd  W d    n1 sL0    Y  d S )Nr  r  rO   r   )r-   r  r   r7   rH   r   rL   r8   r   r   r    !test_negative_binomial_exceptions  s
    

z0TestRandomDist.test_negative_binomial_exceptionsc                 C   s8   t t tdd}W d    n1 s*0    Y  d S Nr0   r   )r   r7   rH   r   rZ   r   r   r    #test_negative_binomial_p0_exception  s    
z2TestRandomDist.test_negative_binomial_p0_exceptionc                 C   sT   t jdd4 tttjdd tttjdgdg W d    n1 sF0    Y  d S )Nr  r  r  rM  )r-   r  r   r7   rH   r   r8   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 )NrX   r.  )dfnoncr   gs؀3J?gugو/@gNJm+@gA}-4@gq=&@gjhn@r   r@  rF   rP   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-   rb   r
   r5  r   r   r    test_noncentral_chisquare  s(    


z(TestRandomDist.test_noncentral_chisquarec                 C   sN   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 )NrX   rB   r0   r.  )dfnumdfdenr  r   gHP
?gn?g%f?gch?gzƎ?g]?:?r   r@  )r   r   r   noncentral_fr-   rb   r
   r5  r   r   r    test_noncentral_f  s    

z TestRandomDist.test_noncentral_fc                 C   s2   t t| j}|jddtjd}t|s.J d S )NrX   rB   )r  r  r  )r   r   r   r  r-   rL   isnanr)   rH   r  r   r   r    test_noncentral_f_nan  s    z$TestRandomDist.test_noncentral_f_nanc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )Nr  r  r.  r  g?`xg\P@g/7u g0aj?gi%?gog@r   r@  )r   r   r   normalr-   rb   r
   r5  r   r   r    test_normal$  s    
zTestRandomDist.test_normalc                 C   s&   t tjddd tttjdd d S r  )r   rH   r  r   r7   r8   r   r   r    test_normal_0,  s    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  r.  rW  r   gá?gƫh@gi`>?g0"&Agc@g=fAr   )Znulp)r   r   r   paretor-   rb   ZtestingZassert_array_almost_equal_nulpr5  r   r   r    test_pareto0  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  r.  )lamr   r   )r   r   r   poissonr-   rb   r	   r5  r   r   r    test_poisson>  s    
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6 tttjt j tttjt jgd  W d    n1 s0    Y  d S )Nr   r4   r   r  r  )	r-   r   r   r   r7   rH   r$  r  rL   )r)   ZlambigZlamnegr   r   r    test_poisson_exceptionsF  s    z&TestRandomDist.test_poisson_exceptionsc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr  r.  r   gZ >g?gÄ(=g҇?gŚE?gߢH?r   r@  )r   r   r   powerr-   rb   r
   r5  r   r   r    
test_powerQ  s    
zTestRandomDist.test_powerc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr   r.  )r  r   gry@gtQP0@gAI_@g@u81@g	G0@g"wc5@r   r@  )r   r   r   rayleighr-   rb   r
   r5  r   r   r    test_rayleighY  s    
zTestRandomDist.test_rayleighc                 C   s&   t tjddd tttjdd d S r  )r   rH   r)  r   r7   r8   r   r   r    test_rayleigh_0a  s    zTestRandomDist.test_rayleigh_0c                 C   sH   t t| j}|jdd}tddgddgddgg}t||d	d
 d S )Nr.  r   gH1gW|3
g\?gLeg5P	gFA?r   r@  )r   r   r   Zstandard_cauchyr-   rb   r
   r5  r   r   r    test_standard_cauchye  s    
z#TestRandomDist.test_standard_cauchyc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr.  invr   ga\5?gr7k?g8PC*?g5$[?gW3T?g*?r   r@  )r   r   r   standard_exponentialr-   rb   r
   r5  r   r   r    test_standard_exponentialm  s    
z(TestRandomDist.test_standard_exponentialc                 C   s   t ttjtjd d S NrD   )r   r6   rH   r.  r-   r   r8   r   r   r    #test_standard_expoential_type_erroru  s    z2TestRandomDist.test_standard_expoential_type_errorc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nrl   r.  ra   r   gΈ̏&?gTϿ?g1n21@gDb<z@gBv@gc^@r   r@  r   r   r   standard_gammar-   rb   r
   r5  r   r   r    test_standard_gammax  s    
z"TestRandomDist.test_standard_gammac                 C   s4   t t| j}|jdtjd}d}t||dd d S )Nrl   rD   g   d@r   r@  )r   r   r   r4  r-   rx   r
   r5  r   r   r    !test_standard_gammma_scalar_float  s    z0TestRandomDist.test_standard_gammma_scalar_floatc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nrl   r.  r2  gf&?gMO?g1@g):@g@g;i@rX   r@  r3  r5  r   r   r    test_standard_gamma_float  s    
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 )Nr.  rD         $@r  rE   gM»L$@ga {@gN]"@gPS")@g_+@gmB@rX   r@  r  r   rE   )	r-   rG   rx   r   r   r   r4  rb   r
   )r)   r  rH   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   rD   )r   r6   rH   r4  r8   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   r8  r   )r   r  )r   r0   )r-   rG   r   r7   rH   r4  )r)   r  r   r   r    test_out_size_mismatch  s    
z%TestRandomDist.test_out_size_mismatchc                 C   s&   t tjddd tttjdd d S )Nr   )ra   r  )r   rH   r4  r   r7   r8   r   r   r    test_standard_gamma_0  s    z$TestRandomDist.test_standard_gamma_0c                 C   sH   t t| j}|jdd}tddgddgddgg}t||d	d
 d S )Nr.  r   g
bYg? ?gGH{Lgz\?gc`+?gT}?r   r@  )r   r   r   r   r-   rb   r
   r5  r   r   r    test_standard_normal  s    
z#TestRandomDist.test_standard_normalc                 C   s   t ttjtjd d S r0  )r   r6   rH   r   r-   r   r8   r   r   r    %test_standard_normal_unsupported_type  s    z4TestRandomDist.test_standard_normal_unsupported_typec                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )Nr   r.  )r  r   gV1g	|ڙ(?g-?g NhڿgMc?g!uLM r   r@  )r   r   r   
standard_tr-   rb   r
   r5  r   r   r    test_standard_t  s    
zTestRandomDist.test_standard_tc                 C   sN   t t| j}|jddddd}tddgdd	gd
dgg}t||dd d S )Ng{Gz@g(\u$@gףp=
W4@r.  )leftmoderightr   gEpw@g4DC+@gŋ@g/,@gkuR*@gHNPcr+@r   r@  )r   r   r   
triangularr-   rb   r
   r5  r   r   r    test_triangular  s    

zTestRandomDist.test_triangularc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NGz?gGz%@r.  )r  r  r   gm2@gJaD@g: @g
Q @g@T{e@gb@r   r@  r   r   r   uniformr-   rb   r
   r5  r   r   r    test_uniform  s    
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 )Nrc   r   r0   g ؅W4vC)r  r  )
r-   Zfinfor   r   rH   rJ  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  rU   g
ףp= @r_   )rH   rJ  r   r-   pirG   )r)   rO  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 )NrB   r0   r   rl   )rH   rJ  r   r7   )r)   rO  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                   @   s   e Zd Zdd ZdS )zGTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloatc                 S   s   t d S r   r6   r8   r   r   r    	__float__  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)r>   r?   r@   rV  r   r   r   r    ThrowingFloat  s   rW  r  c                   @   s   e Zd Zdd ZdS )zITestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingIntegerc                 S   s   t d S r   rU  r8   r   r   r    __int__  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)r>   r?   r@   rX  r   r   r   r    ThrowingInteger  s   rY  r0   )	r-   Zndarrayrb   r   r   r6   rH   rJ  r  )r)   rW  Zthrowing_floatrY  Zthrowing_intr   r   r    !test_scalar_exception_propagation  s    
z0TestRandomDist.test_scalar_exception_propagationc                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NrH  p=
ף?r.  r  kappar   gLA?gxyw@gzVR?gpE ?g8&Aпgv @r   r@  )r   r   r   vonmisesr-   rb   r
   r5  r   r   r    test_vonmises  s    
zTestRandomDist.test_vonmisesc                 C   s4   t t| j}|jdddd}tt|  d S )NrU   gg5_PG>i@B r\  )r   r   r   r^  r   r-   isfiniterY   r)   rH   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 )NrU   )r  r]  )r   r   r   r^  r-   rL   r   r  ra  r   r   r    test_vonmises_nan  s    z TestRandomDist.test_vonmises_nanr]  g     @  4&kCc                 C   sr   t t| j}t|j}|jj}|jd|dd}||j_|jd|dd}|dk r\t|| nt	||ksnJ d S )Nr   r   r   g    .A)
r   r   r   r   r   r   r^  r   r-   rY   )r)   r]  rH   rsr   Zrandom_state_valsZgen_valsr   r   r    test_vonmises_large_kappa  s    
z(TestRandomDist.test_vonmises_large_kappar  g      gg	@)ru   gư>r0   g     @@re  c                 C   sF   t t| j}|||d}tt|tj ko>t|tjk d S )Nr   )r   r   r   r^  r   r-   rY   rQ  )r)   r  r]  rH   rb  r   r   r    test_vonmises_large_kappa_range$  s    z.TestRandomDist.test_vonmises_large_kappa_rangec                 C   sL   t t| j}|jdddd}tddgddgd	d
gg}t||dd d S )NrH  r[  r.  )r   r  r   g*س2?gt	@g;S@g\ F@gxF @g6b?r   r@  )r   r   r   waldr-   rb   r
   r5  r   r   r    	test_wald+  s    
zTestRandomDist.test_waldc                 C   sJ   t t| j}|jddd}tddgddgdd	gg}t||d
d d S )NrH  r.  r   gnJZ?g*/F?gs(RY?g]'%?g,qD?g8 ?r   r@  )r   r   r   weibullr-   rb   r
   r5  r   r   r    test_weibull3  s    
zTestRandomDist.test_weibullc                 C   s<   t t| j}t|jdddtd tt|jdd d S )Nr   r   r   r  )rW  )	r   r   r   r   rk  r-   rG   r   r7   r  r   r   r    test_weibull_0;  s    zTestRandomDist.test_weibull_0c                 C   sF   t t| j}|jddd}tddgddgddgg}t|| d S )	NrH  r.  r   r0   r   ic  ib  rB   )r   r   r   zipfr-   rb   r	   r5  r   r   r    	test_zipf@  s    
zTestRandomDist.test_zipf)r>   r?   r@   r~   r6  r:  r<  r?  rC  rE  rF  ry   r   r   r-   rx   r`   Zfloat64r   rG  rH  rK  rO  rS  rV  r\  r]  r^  ra  rf  rh  rj  rk  rm  ro  r  r  r  r  r  r  r  r  r  r  rC   r  rb   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r*  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  rN  rL   r  r  skipifr   r	  r
  r  r   r  r  r  r  r  r  r  r  r"  r%  r&  r(  r*  r+  r,  r/  r1  r5  r6  r7  r;  r<  r=  r>  r?  r@  rB  rG  rK  rP  rS  rT  rZ  r_  rc  rd  rg  rQ  rh  rj  rl  rm  ro  r   r   r   r    r+    s6  


		.			
	


	
I$

			$r+  c                	   @   sT  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ 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$%dAdBe&'dBdBge&'dBggdBggggdCdD Z(dEdF Z)dGdH Z*dIS )JTestBroadcastc                 C   s
   d| _ d S )Ni[r}   r8   r   r   r    r~   L  s    zTestBroadcast.setup_methodc                 C   s   t t| j}dg}dg}|j}tg d}t t| j}||d |}t||dd t t| j}|||d }t||dd d S )Nr   r0   )g4
7^?gF]
"?g .?rl   r   r@  rI  )r)   rH   r  r  rJ  r
  r  r   r   r    rK  O  s    zTestBroadcast.test_uniformc                 C   s   dg}dg}dg}t t| j}tg d}t t| j}||d |}t||dd tt|j|d | t t| j}|j}|||d }t||dd tt|||d  d S )Nr   r0   r4   )gw-Dؿgn0_x?gʊ;<.?rl   r   r@  )	r   r   r   r-   rb   r  r
   r   r7   )r)   r  r  	bad_scalerH   r
  r  r  r   r   r    r  ^  s    zTestBroadcast.test_normalc           	      C   s   dg}dg}dg}dg}t g d}tt| j}|j}||d |}t||dd tt||d | tt||d | tt| j}|||d }t||dd d S )	Nr0   rB   r4   r:   )gf8?g%eo?g$q??rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )	r)   rW  rX  bad_aZbad_br
  rH   r  r  r   r   r    r  p  s    zTestBroadcast.test_betac                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S Nr0   r4   )g`ʄ?gE]?g?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   r)   r  rr  r
  rH   r  r   r   r    r    s    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 rt  )	r-   rb   r   r   r   r4  r
   r   r7   )r)   ra   	bad_shaper
  rH   Z	std_gammar  r   r   r    r5    s    z!TestBroadcast.test_standard_gammac           	      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}|j}|||d }t||dd tt|||d  tt|||d  d S )	Nr0   rB   r4   r:   )g3ʄ?gJE]?g?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )	r)   ra   r  rv  rr  r
  rH   r  r  r   r   r    r    s"    zTestBroadcast.test_gammac           	      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}|j}|||d }t||dd tt|||d  tt|||d  d S )	Nr0   rB   r4   r:   )gM3B?gybi@g0?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )	r)   r  r  	bad_dfnum	bad_dfdenr
  rH   r  r  r   r   r    r    s"    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 sJ 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 )
NrB   rl   r   r   r4   r:   )gŜ,n1 @g!6)@g9?r   r@  )r-   rb   r   r   r   r  r
   rY   r  rL   r   r7   )r)   r  r  r  rw  rx  bad_noncr
  rH   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?rh   rB   r   r   r@  )r   r   r   r-   rb   r  r
   )r)   rH   r
  r  r   r   r    test_noncentral_f_small_df  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S )Nr0   r4   )gC{?g7Q#?g%h1T@rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   r)   r  bad_dfr
  rH   r  r   r   r    r    s    zTestBroadcast.test_chisquarec           	      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}|j}|||d }t||dd tt|||d  tt|||d  d S )	Nr0   rB   r4   r:   )g-S?g[@gr3/.?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )	r)   r  r  r|  ry  r
  rH   Znonc_chir  r   r   r    r    s"    z'TestBroadcast.test_noncentral_chisquarec                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S )Nr0   r4   )g>Qg{g,e?rl   r   r@  )	r-   rb   r   r   r   rA  r
   r   r7   r{  r   r   r    rB  	  s    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 )NrB   r0   r4   )gD()@g,)ʸ@gPorl   r   r@  )	r-   rb   r   r   r   r^  r
   r   r7   )r)   r  r]  Z	bad_kappar
  rH   r  r   r   r    r_    s    zTestBroadcast.test_vonmisesc                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S )Nr0   r4   )g/h?gcE?g/gV?rl   r   r@  )	r-   rb   r   r   r   r!  r
   r   r7   r)   rW  rs  r
  rH   r  r   r   r    r"  #  s    zTestBroadcast.test_paretoc                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S rt  )	r-   rb   r   r   r   rk  r
   r   r7   r}  r   r   r    rl  -  s    zTestBroadcast.test_weibullc                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S )Nr0   r4   )gT?gʥ?gKܮc?rl   r   r@  )	r-   rb   r   r   r   r'  r
   r   r7   r}  r   r   r    r(  7  s    zTestBroadcast.test_powerc                 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}|j}|||d }t||dd tt|||d  d S )Nr   r0   r4   )gh&BgsgR#?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )r)   r  r  rr  r
  rH   r  r  r   r   r    r  A  s    zTestBroadcast.test_laplacec                 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}|j}|||d }t||dd tt|||d  d S )Nr   r0   r4   )gs4?g$Cw%T?gտrl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )r)   r  r  rr  r
  rH   r  r  r   r   r    r  S  s    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   r0   r4   )g$DgXPg,?rl   r   r@  r  rU   )
r-   rb   r   r   r   r  r
   r   r7   r   )r)   r  r  rr  r
  rH   r  r   r   r    r  e  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   r0   r4   )g c?gu@gVQ?rl   r   r@  )	r-   rb   r   r   r   r  r
   r   r7   )r)   r   r  Z	bad_sigmar
  rH   r  r  r   r   r    r  v  s    zTestBroadcast.test_lognormalc                 C   sZ   dg}dg}t g d}tt| j}||d }t||dd tt|j|d  d S )Nr0   r4   )gs(?g4mK?gVk+?rl   r   r@  )	r-   rb   r   r   r   r)  r
   r   r7   ru  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 )	NrF   r0   r   r:   )gk7Z?g*}z9?gc-	?rl   r   r@  )	r-   rb   r   r   r   ri  r
   r   r7   )r)   r   r  Zbad_meanrr  r
  rH   r  r   r   r    rj    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 )Nr0   rl   rB   r   )gR8T>?gK?g;>h@r   r@  r8  rU   g      4@g      9@)	r-   rb   r   r   r   rF  r
   r   r7   )r)   rC  rE  rD  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_twor
  rH   rF  r  r   r   r    rG    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 )Nr0   rF   r4   r  r   r   r0   rl   )	r-   rb   r   r   r   rI   r	   r   r7   )
r)   r  rJ   bad_n	bad_p_one	bad_p_twor
  rH   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 )Nr0   rF   r4   r  )r   rB   r0   rD   rl   )
r-   rb   r   r   r   r   r   r	   r   r7   )
r)   r  rJ   r  r  r  r
  rH   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 )Nr0   r4   )r   r   rl   rB   rl   )
r-   rb   r   r   r   Z_poisson_lam_maxr$  r	   r   r7   )	r)   r#  Zbad_lam_oner
  rH   Zmax_lamZbad_lam_twor$  r  r   r   r    r%    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2 tt|t j
 tt|ddt j
g W d    n1 s0    Y  d S )NrB   r   )r0   r   r0   rl   r  r  )r-   rb   r   r   r   rn  r	   r   r7   r  rL   )r)   rW  rs  r
  rH   rn  r  r   r   r    ro  	  s    
zTestBroadcast.test_zipfc                 C   sn   dg}dg}dg}t g d}tt| j}|j}||d }t|| tt||d  tt||d  d S )NrF   r4   r  r   rl   )	r-   rb   r   r   r   r  r	   r   r7   )r)   rJ   r  r  r
  rH   r  r  r   r   r    r  	  s    
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 )Nr0   rB   r4   r:   r   r~  rl   r   r   r   i   @i  l        r   i    r#   )	r-   rb   r   r   r   r  r	   r   r7   )r)   ZngoodZnbadr   Z	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twor
  rH   r  Z	hypergeomr   r   r    r  (	  sJ    


z!TestBroadcast.test_hypergeometricc                 C   sn   dg}dg}dg}t g d}tt| j}|j}||d }t|| tt||d  tt||d  d S )NrF   rB   r4   )r0   r0   r0   rl   )	r-   rb   r   r   r   r  r	   r   r7   )r)   rJ   r  r  r
  rH   r  r  r   r   r    r  U	  s    
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 )NrX   r   r  r   r.  r   )r   r   rB   r0   rB   r   )rB   rl   r   r   rB   rl   )r0   r   r0   r   rB   r0   )r   rB   rB   r0   r   r   )r   rB   r   r0   rB   r   )rl   rB   rl   rl   r   rX   rD   rB   )r   r   rB   r0   r0   r0   )r   rB   rl   rl   rX   rl   )r   r   r   rS   r-   rb   r   r	   r5  r   r   r    r  b	  sV    





 
zTestBroadcast.test_multinomialr  r   c                 C   sJ  t t| j}tdgd }|||}t|tr:t n|j	}|d }|j	|ksVJ t
||g}|||}t||j	d d d }|j	|ksJ t
|g|gg}|||}t||j	d d }|j	|d ksJ |j||d| d}|j	d| d ks
J tt  |j||dd}W d    n1 s<0    Y  d S )Nr`  r   )r   r4   r.  r   )r0   r0   r0   r0   r0   r0   )r   r   r   r-   rb   rS   r   rC   rb  ra   rz  Zbroadcast_shapesry   rz   r7   )r)   r  rH   rn   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   r`  r0   rF   )r   r   r   r   r7   rS   )r)   rH   rn   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s6J |dtd}|jdksVJ |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   )rl   r   r   )rl   r   r   r   )r   r   r   rS   r-   r   ra   r  r   r   r    test_empty_outputs	  s    z TestBroadcast.test_empty_outputsN)+r>   r?   r@   r~   rK  r  r  r  r5  r  r  r  rz  r  r  rB  r_  r"  rl  r(  r  r  r  r  r*  rj  rG  r  r   r%  ro  r  r  r  r  ry   r   r   r-   rb   r  r  r  r   r   r   r    rq  I  sN   
#




(-

rq  zcan't start threadr  c                   @   s4   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,   seedsr8   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rtjdkrt|| n
t|| d S )	Nr   )Threadc                    s(   g | ] \}} t t||fd qS ))targetargs)r   r   )rv  r*   or  functionr   r    rx  	  s   z-TestThread.check_function.<locals>.<listcomp>c                 S   s   g | ]}|  qS r   )startrv  r[   r   r   r    rx  	  rr  c                 S   s   g | ]}|  qS r   )joinr  r   r   r    rx  	  rr  r   win32)	threadingr  r-   r   r  r  zipr   r   ZintprE   r   r   platformr
   r	   )r)   r  szZout1Zout2tr*   r  r   r  r    check_function	  s    
zTestThread.check_functionc                 C   s   dd }| j |dd d S )Nc                 S   s   | j dd|d< d S )Nrl  r   .)r  r   r  r   r   r    
gen_random	  s    z*TestThread.test_normal.<locals>.gen_random)rl  r  r  r)   r  r   r   r    r  	  s    zTestThread.test_normalc                 C   s   dd }| j |dd d S )Nc                 S   s   | j tdd|d< d S )NrO   r#   r  .)r  r-   ri  r  r   r   r    r  	  s    z'TestThread.test_exp.<locals>.gen_randomr  r  r  r  r   r   r    test_exp	  s    zTestThread.test_expc                 C   s   dd }| j |dd d S )Nc                 S   s   | j ddgd dd|d< d S )Nr   r  r   rl  r   .)rS   r  r   r   r    r  	  s    z/TestThread.test_multinomial.<locals>.gen_random)rl  r   r  r  r  r   r   r    r  	  s    zTestThread.test_multinomialN)r>   r?   r@   r~   r  r  r  r  r   r   r   r    r  	  s
   r  c                   @   s4   e Zd Zdd Zdd Zdd Zdd Zd	d
 ZdS )TestSingleEltArrayInputc                 C   s4   t dg| _t dg| _t dg| _d| _d S )NrB   rl   r   r|  )r-   rb   argOneargTwoargThreetgtShaper8   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 ]6}||v rb|tdg}n
|| j}t|j| j qDd S r   )rH   r  r4  r  rA  r!  rk  r'  r)  r$  rn  r  r  r-   rb   r  r   ra   r  )r)   funcs	probfuncsrO  r  r   r   r    test_one_arg_funcs	  s    
z*TestSingleEltArrayInput.test_one_arg_funcsc                 C   s   t jt jt jt jt jt jt jt jt j	t j
t jt jt jt jf}t jt jf}|D ]v}||v rftdg}n| j}|| j|}t|j| j || jd |}t|j| j || j|d }t|j| j qLd S )NrF   r   )rH   rJ  r  r  r  r  r  r^  r  r  r  r  ri  rI   r   r-   rb   r  r  r   ra   r  )r)   r  r  rO  r  r  r   r   r    test_two_arg_funcs	  s&    z*TestSingleEltArrayInput.test_two_arg_funcsc              	   C   s   t jt jt jt jt jt jt jt jt j	g	}t
j}t dg}t dg}|D ]f}|||||d}t|j| j ||d |||d}t|j| j |||d ||d}t|j| j qJd S )Nr0   r   r   )r-   r  r   r   r   r   r   r`   r   r   rH   r'   rb   r   ra   r  )r)   r!   r   rO  r  r  r   r  r   r   r    r6  
  s    z%TestSingleEltArrayInput.test_integersc                 C   s   t jt jt jg}|D ]l}|| j| j| j}t|j| j	 || jd | j| j}t|j| j	 || j| jd | j}t|j| j	 qd S )Nr   )
rH   r  rF  r  r  r  r  r   ra   r  )r)   r  rO  r  r   r   r    test_three_arg_funcs$
  s    z,TestSingleEltArrayInput.test_three_arg_funcsN)r>   r?   r@   r~   r  r  r6  r  r   r   r   r    r  	  s
   r  r  c                 C   s   | d }| d }t |}|| |jd d }tjdkrB| }t|}|jd d | d d ksjJ | | d d ksJ |	 }|jd d }tjdkr| }t|}|jd d | d	 d ksJ | | d	 d ksJ d S )
Nr   r   r   r   r!  r   r   r   r   )
r   r1   r   r   r   r   r   r   r   r   )r  r   r   Zmt19937r   r   r   r   r   r    test_jumped3
  s"    




r  c                  C   sn  t d} t d}d}tj| |ddjdks2J tt  tj| ||d W d    n1 sb0    Y  tt  tj| |dd W d    n1 s0    Y  tt  tj| |dd W d    n1 s0    Y  t d}tt tj||d W d    n1 s0    Y  tt tj|dd W d    n1 sT0    Y  tt tj|dd W d    n1 s0    Y  t 	|}tt tj||d	 W d    n1 s0    Y  tt$ tj
d
ddgdd W d    n1 s0    Y  tt$ tj
d
dgddd W d    n1 sR0    Y  tt( tj
d
dgddgdd W d    n1 s0    Y  tt( tjddgddgdd W d    n1 s0    Y  tjddd}tjddd}tjddd}t|||jdks(J tjtdd" tj|||dd W d    n1 s`0    Y  d S )Nrl   )r   rl   )r   r   rB   )rX   r   rl   r   )r0   rl   )r   r0   r0   )rl   r  r0   rT  gffffff?)rB   r0   rB   rX   zOutput size \(6, 5, 1, 1\) isrv   )r   rX   r0   r0   )r-   ri  rH   r  ra   ry   rz   r7   r4  r   rI   rS   r  r  )r  r  r   ra   r  rW  rX  rY  r   r   r    test_broadcast_size_errorO
  sD    

...
...
.4488r  c                  C   sb   t d} t d}tj| |dd tt  tj| |dd W d    n1 sT0    Y  d S )Nrl   r   rB   )r-   ri  rH   r  ry   rz   r7   )r  r  r   r   r    test_broadcast_size_scalarz
  s
    

r  c                  C   s8   g g dg} t td}t|j|  | dg g gks4J d S r  )r   r   r   rR  )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 sJ0    Y  |r\dnd}tjt|d  |jd| |d W d    n1 s0    Y  tjt|d" |jdg| |d W d    n1 s0    Y  d S )	Nr   zhigh < 0z	high <= 0rv   r>  z
low > highzlow >= highr4   )r   r   ry   rz   r7   r'   )r  r!   r  msgr   r   r    !test_single_arg_integer_exception
  s    ,.r  rE   Zf4Zf8c                 C   s   t jdd| d}g d}tjtdd  tj||| d W d    n1 sL0    Y  tjtdd$ tj|||j| d W d    n1 s0    Y  d S )	Nr   F)orderrE   r   zSupplied output arrayrv   r9  r:  )r-   r   ry   rz   r7   rH   r4  ra   )rE   r  ra   r   r   r    test_c_contig_req_out
  s    .r  r  r  Cdistc                 C   sH   t jd||d}| ||d}||u s(J | |||jd}||u sDJ d S )Nr   )rE   r  r9  )r  rE   r   )r-   r   ra   )r  r  rE   r  Zvariatesr   r   r    test_contig_req_out
  s
    r  c                  C   sp   t jt jd} | d |  \}}}|d d dks@J ||d d  }||j_|jj}||kslJ d S )Nr   r0   )	PCG64DXSM)r-   rH   r   r  r   
__reduce__r   r   )r   Zctorr  Zstate_arX  Zstate_br   r   r    $test_generator_ctor_old_style_pickle
  s    
r  )1r   r   ry   numpyr-   Znumpy.linalgr   Znumpy.testingr   r   r   r   r   r   r	   r
   r   r   Znumpy.randomr   r   r   r   rH   ZJUMP_TEST_DATAZfixturer!   r"   rA   rN   r|   r   r   r+  rq  r   rp  r  r  r   r  r  r  r  r  r  r   r  r  r   r   r   r    <module>   s   0

$7 "                i/U
+

	