o
    6al>                 	   @   s  d dl Z d dlZd dlZd dlZd dlZd dlZd dlmZm	Z	m
Z
mZmZmZmZmZ d dlmZmZ d dlmZ ddddded	d
 fddddZeejdk r`dddddddddZndddddddd dZejd!ed"d#d$ Zd%d& ZG d'd( d(ZG d)d* d*ZG d+d, d,ZG d-d. d.Z G d/d0 d0Z!G d1d2 d2Z"G d3d4 d4Z#G d5d6 d6Z$G d7d8 d8Z%d9d: Z&d;d< Z'd=d> Z(dS )?    N)assert_assert_raisesassert_equalassert_warnsassert_no_warningsassert_array_equalassert_array_almost_equalsuppress_warnings)MT19937PCG64)random)g      Y@g333333?)      ?)   r   
   r      g      @)d   r   )      $@)   )binomial	geometrichypergeometric	logseriesmultinomialnegative_binomialpoissonzipf        @2fbead005fc63942decb5326d36a1f32fe2c9d32c904ee61e46866b88447c263@23ead5dcde35d4cfd4ef2c105e4c3d43304b45dc1b1444b7823b9ee4fa144ebb@0d764db64f5c3bad48c8c33551c13b4d07a1e7b470f77629bef6c985cac76fcf@7b59bf2f1691626c5815cdcd9a49e1dd68697251d4521575219e4d2a1b8b2c67@d754fa5b92943a38ec07630de92362dd2e02c43577fc147417dc5b9db94ccdd3@8eb216f7cb2a63cf55605422845caaff002fddc64a7dc8b2d45acd477a49e824@70c891d76104013ebd6f6bcf30d403a9074b886ff62e4e6b8eb605bf1a4673b7@01f074f97517cd5d21747148ac6ca4074dde7fcb7acbaec0a936606fecacd93f)r   r   r   r   r   r   r   r   @8626dd9d052cb608e93d8868de0a7b347258b199493871a1dc56e2a26cacb112@8edd53d272e49c4fc8fbbe6c7d08d563d62e482921f3131d0a0e068af30f0db9@83496cc4281c77b786c9b7ad88b74d42e01603a55c60577ebab81c3ba8d45657@65878a38747c176bc00e930ebafebb69d4e1e16cd3a704e264ea8f5e24f548db@7a984ae6dca26fd25374479e118b22f55db0aedccd5a0f2584ceada33db98605@d636d968e6a24ae92ab52fe11c46ac45b0897e98714426764e820a7d77602a61@956552176f77e7c9cb20d0118fc9cf690be488d790ed4b4c4747b965e61b0bb4@f84ba7feffda41e606e20b28dfc0f1ea9964a74574513d4a4cbc98433a8bfa45module)scopeparamsc                 C   s   | j t| j  t| j  fS N)param	INT_FUNCSINT_FUNC_HASHES)request r5   E/usr/lib/python3/dist-packages/numpy/random/tests/test_randomstate.pyint_func2   s   r7   c                 C   sn   t | d |d  t| d d |d d  t| d d |d d  t | d |d  t | d |d  d S )Nbit_generatorstatekeypos	has_gaussgauss)r   r   )abr5   r5   r6   assert_mt19937_state_equal8   s
   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S )TestSeedc                 C   s8   t d}t|dd t d}t|dd d S )Nr     i      i  )r   RandomStater   randintselfsr5   r5   r6   test_scalarA   s   

zTestSeed.test_scalarc                 C   sz   t td}t|dd t td}t|dd t dg}t|dd t dg}t|dd d S )Nr   rB   i  r   i  rC   i	  )r   rD   ranger   rE   nparangerF   r5   r5   r6   
test_arrayG   s   zTestSeed.test_arrayc                 C   s    t ttjd t ttjd d S )N      r   	TypeErrorr   rD   
ValueErrorrG   r5   r5   r6   test_invalid_scalarQ      zTestSeed.test_invalid_scalarc                 C   sX   t ttjdg t ttjdg t ttjdg t ttjg d t ttjg d d S )NrN   rO   r   )   r   r   )rV   r   rP   rS   r5   r5   r6   test_invalid_arrayV   s
   zTestSeed.test_invalid_arrayc                 C   sL   t ttjtjg tjd t ttjg dg t ttjg dg dg d S )NdtyperV   r      )      r   )r   rR   r   rD   rK   arrayint64rS   r5   r5   r6   test_invalid_array_shape^   s   
z!TestSeed.test_invalid_array_shapec                 C   sF   t td}tt |d W d    d S 1 sw   Y  d S )Nr     )r   rD   r   r   rQ   seed)rG   rsr5   r5   r6   test_cannot_seedf   s   
"zTestSeed.test_cannot_seedc                 C   s   t ttjt d S r0   )r   rR   r   rD   r
   rS   r5   r5   r6   test_invalid_initializationk   s   z$TestSeed.test_invalid_initializationN)
__name__
__module____qualname__rI   rM   rT   rX   ra   re   rf   r5   r5   r5   r6   rA   @   s    
rA   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 )Nr   intrY   )r   r   rV   r   )rK   zerosr   r   r   r   )rG   rl   pr5   r5   r6   test_n_zerop   s
   zTestBinomial.test_n_zeroc                 C   s   t ttjdtj d S )NrV   )r   rR   r   r   rK   nanrS   r5   r5   r6   test_p_is_nany   s   zTestBinomial.test_p_is_nanN)rg   rh   ri   rn   rp   r5   r5   r5   r6   rj   o   s    	rj   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 )Nr   皙?皙?r   r   rS   r5   r5   r6   
test_basic      zTestMultinomial.test_basicc                 C   s   t dg d d S )Nr   )rr   rs           rw   rw   rt   rS   r5   r5   r6   test_zero_probability   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 )NrO   r^   )r   r   rE   rK   allrG   xr5   r5   r6   test_int_negative_interval   s   $z*TestMultinomial.test_int_negative_intervalc                 C   s   ddg}t td|tdjd t td|tdjd t td|tdjd t td|ddgjd t td|djd t td|tdjd tttjd|t	d d S )Nr   rV   rV   r   r   r   r   r   r   r   )
r   r   r   rK   uint32shaper_   r   rQ   floatrG   rm   r5   r5   r6   	test_size   s   zTestMultinomial.test_sizec                 C   s,   t ttjdddg t ttjdddg d S )Nr   皙?rr   皙?r   rR   r   r   rS   r5   r5   r6   test_invalid_prob   s   z!TestMultinomial.test_invalid_probc                 C   s   t ttjdddg d S )NrO   rs   rr   r   rS   r5   r5   r6   test_invalid_n      zTestMultinomial.test_invalid_nc                 C   st   t d}|t |dd d  }|dd d }td tjd|d}td tjdt |d}t|| d S )Ng      .@rV   r\   i۠iUr   )pvals)rK   rL   sumr   rc   r   ascontiguousarrayr   )rG   rm   r   
non_contigcontigr5   r5   r6   test_p_non_contiguous   s   


z%TestMultinomial.test_p_non_contiguousc                 C   sd   t jg dt jd}||  }d}tjt|d td| W d    d S 1 s+w   Y  d S )N)
Gz?r   &.>r   r   r   r   r   r   r   rY   z-[\w\s]*pvals array is cast to 64-bit floating)matchrV   )	rK   r_   float32r   pytestraisesrR   r   r   )rG   r|   r   r   r5   r5   r6   test_multinomial_pvals_float32   s   
"z.TestMultinomial.test_multinomial_pvals_float32N)rg   rh   ri   ru   rx   r}   r   r   r   r   r   r5   r5   r5   r6   rq   ~   s    
rq   c                   @   sd   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd ZdS )TestSetStatec                 C   s$   d| _ t| j | _| j | _d S NiI)rc   r   rD   random_state	get_stater9   rS   r5   r5   r6   setup   s   zTestSetState.setupc                 C   s<   | j d}| j | j | j d}tt||k d S )N   )r   tomaxint	set_stater9   r   rK   rz   rG   oldnewr5   r5   r6   ru      s   zTestSetState.test_basicc                 C   s@   | j jdd}| j | j | j jdd}tt||k d S Nr\   size)r   standard_normalr   r9   r   rK   rz   r   r5   r5   r6   test_gaussian_reset   s   z TestSetState.test_gaussian_resetc                 C   sR   | j   | j  }| j jdd}| j | | j jdd}tt||k d S r   )r   r   r   r   r   rK   rz   )rG   r9   r   r   r5   r5   r6    test_gaussian_reset_in_media_res   s   

z-TestSetState.test_gaussian_reset_in_media_resc                 C   sz   | j d d }| jjdd}| j| | jjdd}| j| j  | jjdd}tt||k tt||k d S )NrW   r   r   )r9   r   r   r   r   rK   rz   )rG   	old_statex1x2x3r5   r5   r6   test_backwards_compatibility   s   z)TestSetState.test_backwards_compatibilityc                 C   s   | j dd d S Nr   )r   r   rS   r5   r5   r6   test_negative_binomial   s   z#TestSetState.test_negative_binomialc                 C   sx   t t }t )}|t}| }tt|dk t	|t
s"J |d dks*J W d    d S 1 s5w   Y  d S )NrV   r8   r   )r   rD   r   r	   recordRuntimeWarningr   r   len
isinstancedict)rG   rd   supwr9   r5   r5   r6   test_get_state_warning   s   
"z#TestSetState.test_get_state_warningc                 C   sl   | j  }d|dd   }tt| j j| tt| j jtj|td | j jdd}|d= tt| j j| d S )N)UnknownrV   rY   Flegacyr8   )	r   r   r   rR   r   rQ   rK   r_   object)rG   r9   	new_stater5   r5   r6   !test_invalid_legacy_state_setting   s   

z.TestSetState.test_invalid_legacy_state_settingc                 C   sj   | j d | j d | j   | j jdd}t|d d tt| j }|jdd}t	|| d S )Nr   r   Fr   r<   rV   )
r   rc   random_sampler   r   r   pickleloadsdumpsr@   )rG   pickled	rs_unpick	unpickledr5   r5   r6   test_pickle   s   
zTestSetState.test_picklec                 C   s<   | j  }| j   | j | | j jdd}t|| d S )NFr   )r   __getstate__r   __setstate__r   r@   )rG   
attr_stater9   r5   r5   r6   test_state_setting   s
   

zTestSetState.test_state_settingc                 C   s   t | jds
J d S )NzRandomState(MT19937))reprr   
startswithrS   r5   r5   r6   	test_repr  r   zTestSetState.test_reprN)rg   rh   ri   r   ru   r   r   r   r   r   r   r   r   r   r5   r5   r5   r6   r      s    	

r   c                	   @   s   e Zd ZejZej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ejjedjdk dddd Zdd Zdd ZdS )TestRandintc                 C   s   t t| jdtd d S NrV   rY   )r   rQ   rfuncr   rS   r5   r5   r6   test_unsupported_type  s   z!TestRandint.test_unsupported_typec                 C   s   | j D ]J}|tju rdnt|j}|tju rdnt|jd }tt| j|d ||d tt| j||d |d tt| j|||d tt| jdd|d qd S )Nr   r   rV   rY   )	ityperK   bool_iinfominmaxr   rR   r   )rG   dtlbndubndr5   r5   r6   test_bounds_checking  s   
z TestRandint.test_bounds_checkingc                 C   s   | j D ]T}|tju rdnt|j}|tju rdnt|jd }|d }t| j||d d|d| |}t| j||d d|d| || d }t| j||d d|d| qd S )Nr   r   rV   rB   r   rZ   )r   rK   r   r   r   r   r   r   )rG   r   r   r   tgtr5   r5   r6   test_rng_zero_and_extremes  s   
z&TestRandint.test_rng_zero_and_extremesc                 C   s   | j D ]<}|tju rdnt|j}|tju rdnt|jd }z
| j|||d W q ty? } ztdt	| d }~ww d S )Nr   r   rV   rY   zMNo error should have been raised, but one was with the following message:

%s)
r   rK   r   r   r   r   r   	ExceptionAssertionErrorstr)rG   r   r   r   er5   r5   r6   test_full_range,  s   
zTestRandint.test_full_rangec                 C   s   t   | jdd  D ] }dD ]}| jd|d|d}t| |k  t| dk qq| jdddtjd}t| dk  t| dk d S )NrV   )r]      r   r   i   r   r   )	r   rc   r   r   r   r   r   rK   r   )rG   r   r   valsr5   r5   r6   test_in_bounds_fuzz:  s   zTestRandint.test_in_bounds_fuzzc              
   C   s   dddddddddd	}| j dd  D ]8}td tjd	kr)| jd
dd|d}n| jd
dd|d }t|	t
j }t|t
|j |k qtd | jd
ddtd	t
j}t| }t|t
tj |k d S )N@509aea74d792fb931784c4b0135392c65aec64beee12b0cc167548a2c3d31e71@7b07f1a920e46f6d0fe02314155a2330bcfd7635e708da50e536c5ebb631a7d4@e577bfed6c935de944424667e3da285012e741892dcb7051a8f1ce68ab05c92f@0fbead0b06759df2cfb55e43148822d4a1ff953c7eb19a5b08445a63bb64fa9e@001aac3a5acb935a9b186cbe14a1ca064b8bb2dd0b045d48abeacf74d0203404)	boolint16int32r`   int8uint16r   uint64uint8rV   rb   littler   r   rB   r   r   )r   r   rc   sys	byteorderr   byteswaphashlibsha256viewrK   r   	hexdigestr   rZ   namer   )rG   r   r   valresr5   r5   r6   test_repeatabilityI  s*   



zTestRandint.test_repeatabilitylr   zCannot test with 32-bit C long)reasonc              
   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 ]$}td | jdgdgdggg d|d}t||d urX|n|d  q9d S )N)l   Q[ l   dm" l   0 )l   ;i l   vlm l   iXp )i\L_l   ZN iwU')l   <~ l   20l iP?)ifiwLl   @
Vo )l   o\ iwi
1])i{YSl   r=| i)l   0 l   l i&})l   QZ) l   (q l   '}Q )l   WqV1 iMl   't )inMl   b" l   )  )ial    l   S"f )idi98l   nDk )l   Jc i-l    )iMi'*l   l, )N)r^   r\   r\   i90  rO   r   rV   )rC   r   l       r   )rK   r_   r   rc   r   r   )rG   desiredr   r|   r5   r5   r6   .test_repeatability_32bit_boundary_broadcastingi  s8   

z:TestRandint.test_repeatability_32bit_boundary_broadcastingc                 C   s^   t j}t t jj}t t t jj}t t t jjd }tj|||d}t|| d S r   )rK   r`   r   r   r   r   rE   r   )rG   r   r   r   r   actualr5   r5   r6   test_int64_uint64_corner_case  s   z)TestRandint.test_int64_uint64_corner_casec                 C   s   | j D ]/}|tju rdnt|j}|tju rdnt|jd }| j|||d}t|jt| qt	t
tjjfD ]3}|t	u rBdnt|j}|t	u rNdnt|jd }| j|||d}tt|d  tt|| q:d S )Nr   r   rV   rY   rZ   )r   rK   r   r   r   r   r   r   rZ   r   rk   compatlongr   hasattrtype)rG   r   r   r   sampler5   r5   r6   test_respect_dtype_singleton  s   
z(TestRandint.test_respect_dtype_singletonN)rg   rh   ri   r   rE   r   rK   r   r   r   r   r   r   r   r`   r   r   r   r   r   r   r   r   r   markskipifr   r   r  r  r
  r5   r5   r5   r6   r   
  s"    	 
r   c                   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ 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"dAdB Z#dCdD Z$dEdF Z%dGdH Z&dIdJ Z'dKdL Z(dMdN Z)dOdP Z*dQdR Z+dSdT Z,dUdV Z-dWdX Z.dYdZ Z/d[d\ Z0d]d^ Z1d_d` Z2dadb Z3dcdd Z4dedf Z5dgdh Z6didj Z7dkdl Z8dmdn Z9dodp Z:dqdr Z;dsdt Z<dudv Z=dwdx Z>dydz Z?d{d| Z@d}d~ ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNdd ZOdd ZPdd ZQdd ZRdd ZSdS )TestRandomDistc                 C   
   d| _ d S r   rc   rS   r5   r5   r6   r        
zTestRandomDist.setupc                 C   sF   t | j t dd}tddgddgddgg}t||d	d
 d S )Nr\   r   _\*?琛?<p?,o?H?Z?   decimal)r   rc   randrK   r_   r   rG   r  r  r5   r5   r6   	test_rand     
zTestRandomDist.test_randc                 C   s*   t | j t  }d}t||dd d S )Nr  r  r  )r   rc   r  r   r  r5   r5   r6   test_rand_singleton  s   z"TestRandomDist.test_rand_singletonc                 C   sl   t | j t dd}tddgddgddgg}t||d	d
 t | j t  }t||d d	d
 d S )Nr\   r   !<Oq?4u,?3?LI/DͿ@? @HS\@r  r  r   r   r   rc   randnrK   r_   r   r  r5   r5   r6   
test_randn  s   
zTestRandomDist.test_randnc                 C   F   t | j t jdddd}tddgddgd	d
gg}t|| d S )Nc   r\   r   r      r\   )   )r   rc   rE   rK   r_   r   r  r5   r5   r6   test_randint     
zTestRandomDist.test_randintc                 C   s   t | j t }|t}t jdddd}tt|dk W d    n1 s)w   Y  t	ddgdd	gd
dgg}t
|| t | j t }|t}t jddd}tt|dk W d    n1 siw   Y  t
||d  d S )Nr*  r+  r,  r   rV   r-  r\   r.  r/  r0  r1     r   )r   rc   r	   r   DeprecationWarningrandom_integersr   r   rK   r_   r   )rG   r   r   r  r  r5   r5   r6   test_random_integers  s$   



z#TestRandomDist.test_random_integersc                 C   s   t | j t | j}|jdd}ttjdkr,tjddgddgdd	ggtj	d
}ntjddgddgddggtj	d
}t
|| || j | }t
||d  d S )Nr,  r   ii4Oi˕+iRKiriFbqirY   l   K+W+y l   r&&J] l   ;	 l   nBz l   @XHT l   D+l++ r%  )r   rc   rD   r   rK   r   rk   r   r_   r`   r   )rG   rd   r  r  r5   r5   r6   test_tomaxint  s(   


zTestRandomDist.test_tomaxintc                 C   s   t  #}|t}ttdjtdj}tt	|dk W d    n1 s)w   Y  tdj}t
|| t  -}|t}tdj}t|tdj|tdj}tt	|dk W d    n1 slw   Y  t
|| d S )Nr   rV   )r	   r   r5  r   r6  rK   r   r   r   r   r   rZ   r  )rG   r   r   r  r  typerr5   r5   r6   test_random_integers_max_int  s$   



z+TestRandomDist.test_random_integers_max_intc                 C   sp   t  * t dt tttjtdj	 tttjtdj	tdj	 W d    d S 1 s1w   Y  d S )Nerrorr   )
warningscatch_warningssimplefilterr5  r   r   r6  rK   r   r   rS   r5   r5   r6   test_random_integers_deprecated  s   

"z.TestRandomDist.test_random_integers_deprecatedc                 C   sj   t | j t d}tddgddgddgg}t||dd	 t | j t  }t||d
 dd	 d S )Nr,  r  r  r  r  r  r  r  r  r%  )r   rc   r   rK   r_   r   r  r5   r5   r6   test_random_sample  s   

z!TestRandomDist.test_random_samplec                 C   s4   t | j t dd}tg d}t|| d S )Nr]   )r   r\   r   r\   r   rc   choicerK   r_   r   r  r5   r5   r6   test_choice_uniform_replace*  s   z*TestRandomDist.test_choice_uniform_replacec                 C   s<   t | j t jddg dd}tg d}t|| d S )Nr]   )皙?rD  皙?rE  rm   )rV   rV   r   r   rA  r  r5   r5   r6   test_choice_nonuniform_replace0  s   z-TestRandomDist.test_choice_nonuniform_replacec                 C   s8   t | j t jdddd}tg d}t|| d S )Nr]   r\   Freplace)r   rV   r\   rA  r  r5   r5   r6   test_choice_uniform_noreplace6     z,TestRandomDist.test_choice_uniform_noreplacec                 C   s>   t | j t jdddg dd}tg d}t|| d S )Nr]   r\   F)rE  333333?r   rE  rI  rm   )r   r\   rV   rA  r  r5   r5   r6    test_choice_nonuniform_noreplace<  s   z/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s8   t | j t g dd}tg d}t|| d S )N)r>   r?   cdr]   )rO  rP  rO  rP  rA  r  r5   r5   r6   test_choice_nonintegerB  rK  z%TestRandomDist.test_choice_nonintegerc                 C   s2  t j}tt|dd tt|dd tt|ddgddgg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 )NrO   r\         @rV   r   r]   )rV   r   r\   r]   g      ?rF  )rD  rD  rr   r   r   rD  r[   FrH  rW   )rO   )rO   rV   )rV   r   r   rM  )r   rB  r   rR   )rG   r	  r5   r5   r6   test_choice_exceptionsH  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 )NrE  r   r   TrH  FrM  rV   rY   r   )r   r\   )rE  rE  rE  rE  rD  rr   r   )r\   r   r]   r   i)r   r   r>   r?   )r   rK   isscalarr   rB  r_   emptyr   tuplendimitemr   r   rL   rE   r   rR   )rG   rm   r>   arrrH   r5   r5   r6   test_choice_return_shape[  sL    z'TestRandomDist.test_choice_return_shapec                 C   s,   t g d}g d}tttj||d d S )N)*   rV   r   )NNNrF  )rK   r_   r   rR   r   rB  )rG   r>   rm   r5   r5   r6   test_choice_nan_probabilities  s   z,TestRandomDist.test_choice_nan_probabilitiesc              	   C   s|   t dd }d|dd d< t| j tjdd|d d d d}t| j tjddt |d d d d}t|| d S )Nr   r^   rR  rV   r   r\   rF  )rK   onesr   rc   rB  r   r   )rG   rm   r   r   r5   r5   r6   test_choice_p_non_contiguous  s    z+TestRandomDist.test_choice_p_non_contiguousc                 C   s(   t | j t d}d}t|| d S )Nr   s
   Ui+Wf)r   rc   bytesr   r  r5   r5   r6   
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 | j |g d}t | |}|g d}t|| q#d S )Nc                 S   s
   t g S r0   )rK   r_   r|   r5   r5   r6   <lambda>  s   
 z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r0   r5   ra  r5   r5   r6   rb    s    c                 S      t | t jS r0   )rK   asarrayastyper   ra  r5   r5   r6   rb        c                 S   rc  r0   )rK   rd  re  r   ra  r5   r5   r6   rb    rf  c                 S   rc  r0   )rK   rd  re  	complex64ra  r5   r5   r6   rb    rf  c                 S   s   t | tS r0   )rK   rd  re  r   ra  r5   r5   r6   rb        c                 S   s   dd | D S )Nc                 S      g | ]}||fqS r5   r5   .0ir5   r5   r6   
<listcomp>      ATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r5   ra  r5   r5   r6   rb    s    c                 S   s   t dd | D S )Nc                 S   s   g | ]}||gqS r5   r5   rj  r5   r5   r6   rm    rn  ro  )rK   rd  ra  r5   r5   r6   rb    rn  c                 S   s   t | | gjS r0   )rK   vstackTra  r5   r5   r6   rb    rh  c                 S   s*   t dd | D dtfdtfgt jS )Nc                 S   ri  r5   r5   rj  r5   r5   r6   rm    rn  ro  r>   r?   )rK   rd  rk   r   recarrayra  r5   r5   r6   rb    s    
c                 S   s(   t dd | D dtdfdt jdfgS )Nc                 S   ri  r5   r5   rj  r5   r5   r6   rm    rn  ro  r>   rV   r?   )rK   rd  r   r   ra  r5   r5   r6   rb    s
    

rV   r   r\   r]   r^   r      r   	   r   
r   rV   rv  r   r   r]   r^   r   ru  r\   )r   rc   shuffler   )rG   convalistr  r  r5   r5   r6   test_shuffle  s&   
zTestRandomDist.test_shufflec                 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d }d S )	Nr   )r^   r]   r\   rV   rO   2   c                 S   s   t d}tttj| d S )Nr\   )rK   r_   r   rQ   r   rx  r{   r5   r5   r6   test_shuffle_invalid_objects  s   
zHTestRandomDist.test_shuffle_masked.<locals>.test_shuffle_invalid_objects)rK   mamasked_valuesreshaperJ   rL   copyr   rx  r   sorteddatamask)rG   r>   r?   a_origb_origrl  r}  r5   r5   r6   test_shuffle_masked  s   "
 
 z"TestRandomDist.test_shuffle_maskedc                 C   s   t | j g d}t |}g d}t|| t | j tg dj}t |}t|t|j t | j d}ttt j| t | j d}ttt j| d}g d}t | j t |}t|| d S )Nrt  rw  abcdg333333?r   )
rv  r   r   r^   rV   r\   r]   ru  r   r   )	r   rc   permutationr   rK   
atleast_2drq  r   
IndexError)rG   rz  r  r  arr_2d	bad_x_strbad_x_floatinteger_valr5   r5   r6   test_permutation  s(   



zTestRandomDist.test_permutationc                 C   J   t | j t jdddd}tddgddgd	d
gg}t||dd d S )NrE  r   r,  r   gAKč?ghA?g ҇o>gάXf+q?gS1$?g'8zX ?r  r  )r   rc   betarK   r_   r   r  r5   r5   r6   	test_beta  s   zTestRandomDist.test_betac                 C   sl   t | j t jdddd}tddgddgd	d
gg}t|| t | j t dd}d}t|| d S )NgZd;Y@gv/?r,  r   %   +   r[  0   .   -   )r   rc   r   rK   r_   r   r  r5   r5   r6   test_binomial  s   

zTestRandomDist.test_binomialc                 C   H   t | j t jddd}tddgddgdd	gg}t||d
d d S )Nr|  r,  r   g+Q]uO@g+Q@gY7`ZqP@ge(fG@gvtR@gEIȋR@   r  )r   rc   	chisquarerK   r_   r   r  r5   r5   r6   test_chisquare     
zTestRandomDist.test_chisquarec                 C   s   t | j tddg}t 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t j| t | j tddg}t |}t||d dd d S )NI<I@EZC@r,  r   gi{s?gn,	A?g]^?gpDB?gȧ#y?gr?g1U?gѨUC?g^,%?gB?gډOoX;?gM`!O?r  r  HzG?缉ؗҜr%  )r   rc   rK   r_   	dirichletr   r   rR   )rG   alphar  r  	bad_alphar5   r5   r6   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  rV   r~   r   r   r   )
rK   r_   r   r   r  r   r   r   rQ   r   r   r5   r5   r6   test_dirichlet_size  s   z"TestRandomDist.test_dirichlet_sizec                 C   s    t ddg}tttj| d S )Nr  r  )rK   r_   r   rR   r   r  )rG   r  r5   r5   r6   test_dirichlet_bad_alpha"  rU   z'TestRandomDist.test_dirichlet_bad_alphac                 C   sd   t g d}|d d d }t| j tj|dd}t| j tjt |dd}t|| d S )N)r  g      r  r   r,  r   )rK   r_   r   rc   r  r   r   )rG   r>   r  r   r   r5   r5   r6   #test_dirichlet_alpha_non_contiguous'  s   z2TestRandomDist.test_dirichlet_alpha_non_contiguousc                 C   r  )Ng8EGr?r,  r   gNU?gbI0?gVU\@g:3@gU?g"qo?r  r  )r   rc   exponentialrK   r_   r   r  r5   r5   r6   test_exponential1  r  zTestRandomDist.test_exponentialc                 C   &   t tjddd tttjdd d S Nr   scale       )r   r   r  r   rR   rS   r5   r5   r6   test_exponential_09     z!TestRandomDist.test_exponential_0c                 C   r  )N   M   r,  r   g7?g`j?g6"+?gܳ2>?gc>+Y?g_}S?r  r  )r   rc   frK   r_   r   r  r5   r5   r6   test_f=     
zTestRandomDist.test_fc                 C   r  )Nr^   r\   r,  r   gԏGM8@gȌ<@g	":@gv#)@gZQ?@gr[@@   r  )r   rc   gammarK   r_   r   r  r5   r5   r6   
test_gammaE  r  zTestRandomDist.test_gammac                 C   s*   t tjdddd tttjddd d S )Nr   )r   r  r  )r   r   r  r   rR   rS   r5   r5   r6   test_gamma_0M  s   zTestRandomDist.test_gamma_0c                 C   D   t | j t jddd}tddgddgddgg}t|| d S )	N_c97ݚ?r,  r   r   ru     r^   r  )r   rc   r   rK   r_   r   r  r5   r5   r6   test_geometricQ     
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 !}|t t ttjtj t ttjtjgd  W d    d S 1 sIw   Y  d S )Nr   r   r   )	r   rR   r   r   r	   r   r   rK   ro   rG   r   r5   r5   r6   test_geometric_exceptionsY  s   
"z(TestRandomDist.test_geometric_exceptionsc                 C   r  )Nr         @r,  locr  r   gؕ?gs0 ?g#0g(xg-KD?gůp`@r  r  )r   rc   gumbelrK   r_   r   r  r5   r5   r6   test_gumbelc  r  zTestRandomDist.test_gumbelc                 C   r  r  )r   r   r  r   rR   rS   r5   r5   r6   test_gumbel_0k  r  zTestRandomDist.test_gumbel_0c                 C   s   t | j t jddddd}tddgddgddgg}t|| t jdd	d
dd}tg d}t|| t jdd	ddd}tg d}t|| t jd	dd
dd}tg d}t|| t jd	dddd}tg d}t|| d S )Ng333333$@g      @r  r,  r   r   rv  r^   r   r\   r]   )r\   r\   r\   r\   r  r  )r  r  r  r  )r   r   r   r   )r   rc   r   rK   r_   r   r  r5   r5   r6   test_hypergeometrico  s&   




z"TestRandomDist.test_hypergeometricc                 C   r  )Nr  r  r,  r  g bO?g¸?gpJm	@g{K*t	@g:^w-gY~o?r  r  )r   rc   laplacerK   r_   r   r  r5   r5   r6   test_laplace  r  zTestRandomDist.test_laplacec                 C   r  r  )r   r   r  r   rR   rS   r5   r5   r6   test_laplace_0  r  zTestRandomDist.test_laplace_0c                 C   r  )Nr  r  r,  r  g#K-z?gJ?g92@gر[@g#+^˿g-@r  r  )r   rc   logisticrK   r_   r   r  r5   r5   r6   test_logistic  r  zTestRandomDist.test_logisticc                 C   r  )Nr  r  r,  )meansigmar   gɁ0@go,+4FB@g)ʭ6@g5?gnxNnP@g)U@r  r  )r   rc   	lognormalrK   r_   r   r  r5   r5   r6   test_lognormal  r  zTestRandomDist.test_lognormalc                 C   s&   t tjddd tttjdd d S )Nr   )r  rV   r  )r   r   r  r   rR   rS   r5   r5   r6   test_lognormal_0  r  zTestRandomDist.test_lognormal_0c                 C   sD   t | j t jddd}tddgddgddgg}t|| d S )Ngƀ@?r,  )rm   r   r   r   r  r\   )r   rc   r   rK   r_   r   r  r5   r5   r6   test_logseries  r  zTestRandomDist.test_logseriesc                 C   s\   t  !}|t tttjtj tttjtjgd  W d    d S 1 s'w   Y  d S )Nr   )	r	   r   r   r   rR   r   r   rK   ro   r  r5   r5   r6   test_logseries_exceptions  s
   
"z(TestRandomDist.test_logseries_exceptionsc                 C   sd   t | j t 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   )r]   r\   r^   r]   r   r   )r^   r   r   r   r   rV   )r\   r]   r\   r   r   r]   )r   rV   r]   r\   r   r]   )r]   r]   r   r^   r   r\   )r]   r\   r]   r   r\   r]   )r   rc   r   rK   r_   r   r  r5   r5   r6   test_multinomial  s   
zTestRandomDist.test_multinomialc           	      C   s  t | j d}ddgddgg}d}t |||}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 ||}tddg}t||dd ddg}ddgddgg}ttt j|| tt j||dd t	t
t j||dd tjddgddggtjd}t }t || |t}t|dksJ W d    n1 sw   Y  td}td}t	t
t j||dd t	t
t jtd| t	t
t j|td t	t
t j|td d S )N)r  r   rV   r   r,  g4Vj?gy'@gI1?gSB#@ge<@g 4W(@g6R¿?g9r
v"@gс?g{#@g4xg"f"@r  r  gN}O6?gYMW"@r   ignore)check_validraiserE  rY   other)r   rV   rV   r\   )r   rc   multivariate_normalrK   r_   r   r   r   r   r   rR   r   r	   r   r   rl   eyerU  )	rG   r  covr   r  r  r   r   mur5   r5   r6   test_multivariate_normal  s`   







z'TestRandomDist.test_multivariate_normalc                 C   r)  )Nr   g|Pk?r,  )nrm   r   iP  iI  i|  ic  i  i  )r   rc   r   rK   r_   r   r  r5   r5   r6   r     r3  z%TestRandomDist.test_negative_binomialc                 C   s`   t  #}|t 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   )	r	   r   r   r   rR   r   r   rK   ro   r  r5   r5   r6   !test_negative_binomial_exceptions  s   


"z0TestRandomDist.test_negative_binomial_exceptionsc                 C   s   t | j t jdddd}tddgddgdd	gg}t||d
d t jdddd}tddgddgddgg}t||d
d t | j t jdddd}tddgddgddgg}t||d
d d S )Nr^   r,  )dfnoncr   gG7@g! ܴ*@g1}z9?@g+驸0@g26E_r#@gI!1@r  r  r   rr   g?gTD?g?T?g+qnl?g~|D?g밬?r   g{01#@gprs'@g~;$@g"dI@g*@g}',@)r   rc   noncentral_chisquarerK   r_   r   r  r5   r5   r6   test_noncentral_chisquare  s(   


z(TestRandomDist.test_noncentral_chisquarec                 C   L   t | j t jddddd}tddgdd	gd
dgg}t||dd d S )Nr^   r   rV   r,  )dfnumdfdenr  r   g^~?g/+c?g".@g@g7?gE?r  r  )r   rc   noncentral_frK   r_   r   r  r5   r5   r6   test_noncentral_f     

z TestRandomDist.test_noncentral_fc                 C   s0   t | j t jddtjd}t|sJ d S )Nr^   r   )r  r  r  )r   rc   r  rK   ro   isnan)rG   r  r5   r5   r6   test_noncentral_f_nan"  s   z$TestRandomDist.test_noncentral_f_nanc                 C   r  )Nr  r  r,  r  g&&n@gOG_@g~w@gtw]տgm&5@g$>@r  r  )r   rc   normalrK   r_   r   r  r5   r5   r6   test_normal'  r  zTestRandomDist.test_normalc                 C   r  r  )r   r   r  r   rR   rS   r5   r5   r6   test_normal_0/  r  zTestRandomDist.test_normal_0c                 C   sL   t | j t jddd}tddgddgdd	gg}tjj||d
d d S )Nr  r,  r>   r   gWI@gԨy@gy]0Ag1~\Aga@gY
7A   )nulp)r   rc   paretorK   r_   testingassert_array_almost_equal_nulpr  r5   r5   r6   test_pareto3  s   
zTestRandomDist.test_paretoc                 C   sD   t | j t jddd}tddgddgddgg}t|| d S )Nr  r,  )lamr   r   rV   )r   rc   r   rK   r_   r   r  r5   r5   r6   test_poissonB  r  zTestRandomDist.test_poissonc                 C   s   t dj}d}tttj| tttj|gd  tttj| tttj|gd  t !}|t	 tttjt j
 tttjt j
gd  W d    d S 1 sQw   Y  d S )Nr   rO   r   )rK   r   r   r   rR   r   r   r	   r   r   ro   )rG   lambiglamnegr   r5   r5   r6   test_poisson_exceptionsJ  s   
"z&TestRandomDist.test_poisson_exceptionsc                 C   r  )Nr  r,  r  g;'?gܴw*?g5?gFG?g D]?g$`?r  r  )r   rc   powerrK   r_   r   r  r5   r5   r6   
test_powerV  r  zTestRandomDist.test_powerc                 C   r  )Nr   r,  )r  r   g"u+@gN$MB*@g7v8B4@g55@ge&@g~ӣZ1@r  r  )r   rc   rayleighrK   r_   r   r  r5   r5   r6   test_rayleigh^  r  zTestRandomDist.test_rayleighc                 C   r  r  )r   r   r   r   rR   rS   r5   r5   r6   test_rayleigh_0f  r  zTestRandomDist.test_rayleigh_0c                 C   F   t | j t jdd}tddgddgddgg}t||d	d
 d S )Nr,  r   gMoDL?g6([9grF=?gM'	- gVgVA:Qy?r  r  )r   rc   standard_cauchyrK   r_   r   r  r5   r5   r6   test_standard_cauchyj  r  z#TestRandomDist.test_standard_cauchyc                 C   r  )Nr,  r   g܁?gc!z?g&N"@gNI@gF>?g~ME?r  r  )r   rc   standard_exponentialrK   r_   r   r  r5   r5   r6   test_standard_exponentialr  r  z(TestRandomDist.test_standard_exponentialc                 C   r  )Nr\   r,  )r   r   g)@gľ@gd],q@gPk{@g9B#1@gv @r  r  )r   rc   standard_gammarK   r_   r   r  r5   r5   r6   test_standard_gammaz  r  z"TestRandomDist.test_standard_gammac                 C   r  )Nr   )r   r  )r   r   r  r   rR   rS   r5   r5   r6   test_standard_gamma_0  r  z$TestRandomDist.test_standard_gamma_0c                 C   r  )Nr,  r   r  r   r!  r"  r#  r$  r  r  )r   rc   r   rK   r_   r   r  r5   r5   r6   test_standard_normal  r  z#TestRandomDist.test_standard_normalc                 C   s0   t | j t  }td}t||dd d S )Nr  r  r  r&  r  r5   r5   r6   test_randn_singleton  s   
z#TestRandomDist.test_randn_singletonc                 C   r  )Nr   r,  )r  r   g\VH?ghU%gH$M?gLgVqdzǿg㖀?r  r  )r   rc   
standard_trK   r_   r   r  r5   r5   r6   test_standard_t  r  zTestRandomDist.test_standard_tc                 C   r  )Ng{Gz@g(\u$@gףp=
W4@r,  )leftmoderightr   g:}\)@ghرTj(@gǨL30@g6ڜA0@g6sh&@g<,@r  r  )r   rc   
triangularrK   r_   r   r  r5   r5   r6   test_triangular  r  zTestRandomDist.test_triangularc                 C   r  )NGz?gGz%@r,  )lowhighr   g>#H@gu@g#@g}d]#@gN@gw)* @r  r  )r   rc   uniformrK   r_   r   r  r5   r5   r6   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 )Nr   r   rV   g ؅W4vC)r  r  )
rK   finfor   r   r   r  r   OverflowErrorinf	nextafter)rG   fminfmaxfuncr5   r5   r6   test_uniform_range_bounds  s   z(TestRandomDist.test_uniform_range_boundsc                 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 r0   rQ   rS   r5   r5   r6   	__float__     zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)rg   rh   ri   r$  r5   r5   r5   r6   ThrowingFloat      r&        ?c                   @   r!  )zITestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingIntegerc                 S   r"  r0   r#  rS   r5   r5   r6   __int__  r%  zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)rg   rh   ri   r)  r5   r5   r5   r6   ThrowingInteger  r'  r*  rV   )	rK   ndarrayr_   r   r   rQ   r   r  r   )rG   r&  throwing_floatr*  throwing_intr5   r5   r6   !test_scalar_exception_propagation  s   
z0TestRandomDist.test_scalar_exception_propagationc                 C   r  )Nr  p=
ף?r,  r  kappar   gLZI@g'N"@gkr?gk=m@gډ?g^=\?r  r  r   rc   vonmisesrK   r_   r   r  r5   r5   r6   test_vonmises  r  zTestRandomDist.test_vonmisesc                 C   s2   t | j t jdddd}tt|  d S )Nrw   gg5_PG>@B r0  )r   rc   r3  r   rK   isfiniterz   rG   rr5   r5   r6   test_vonmises_small  s   z"TestRandomDist.test_vonmises_smallc                 C   s<   t | j t jdddd}tg d}t||dd d S )Nrw   g    cAr\   r0  )g A^>?g @R7?g x.r   r  r2  r  r5   r5   r6   test_vonmises_large  s   z"TestRandomDist.test_vonmises_largec                 C   s.   t | j t jdtjd}tt| d S )Nrw   )r  r1  )r   rc   r3  rK   ro   r   r  r7  r5   r5   r6   test_vonmises_nan  s   z TestRandomDist.test_vonmises_nanc                 C   r  )Nr  r/  r,  )r  r  r   gZ@g-g@g8
m?gVP"?g`V?gx^&3?r  r  )r   rc   waldrK   r_   r   r  r5   r5   r6   	test_wald  r  zTestRandomDist.test_waldc                 C   r  )Nr  r,  r  g@6?g]A?g(1ڥR?gU?g2_u?g^}-Q?r  r  )r   rc   weibullrK   r_   r   r  r5   r5   r6   test_weibull  r  zTestRandomDist.test_weibullc                 C   s:   t | j tt jdddtd ttt jdd d S )Nr   r  r  r  )r>   )r   rc   r   r>  rK   rl   r   rR   rS   r5   r5   r6   test_weibull_0  s   zTestRandomDist.test_weibull_0c                 C   r  )	Nr  r,  r  B      rV   r\   r  )r   rc   r   rK   r_   r   r  r5   r5   r6   	test_zipf  r  zTestRandomDist.test_zipfN)Trg   rh   ri   r   r  r  r(  r2  r7  r8  r:  r?  r@  rC  rG  rJ  rN  rQ  rS  rZ  r\  r^  r`  r{  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r	  r
  r  r  r  r  r  r   r.  r4  r9  r:  r;  r=  r?  r@  rC  r5   r5   r5   r6   r    s    .		

3			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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"dAS )BTestBroadcastc                 C   r  )N[r  rS   r5   r5   r6   r     r  zTestBroadcast.setupc                 C   s   t | j d S r0   )r   rc   rS   r5   r5   r6   set_seed  s   zTestBroadcast.set_seedc                 C   sl   dg}dg}t j}tg d}|   ||d |}t||dd |   |||d }t||dd d S )Nr   rV   gl?g_x?g=*BN?r\   r  r  )r   r  rK   r_   rF  r   )rG   r  r  r  r  r  r5   r5   r6   r    s   zTestBroadcast.test_uniformc                 C      dg}dg}dg}t j}tg d}|   ||d |}t||dd tt||d | |   |||d }t||dd tt|||d  d S )Nr   rV   rO   )g-r@gYl@g-`w?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  	bad_scaler  r  r  r5   r5   r6   r  &     zTestBroadcast.test_normalc                 C      dg}dg}dg}dg}t j}tg d}|   ||d |}t||dd tt||d | tt||d | |   |||d }t||dd tt|||d  tt|||d  d S )	NrV   r   rO   rW   )gnQVf?gVKB?gv`k?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r>   r?   bad_abad_br  r  r  r5   r5   r6   r  9      zTestBroadcast.test_betac                 C   V   dg}dg}t j}tg d}|   ||d }t||dd tt||d  d S NrV   rO   )g.UgZ?gi Prq?gEK?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  rI  r  r  r  r5   r5   r6   r  O     zTestBroadcast.test_exponentialc                 C   rO  rP  )r   r  rK   r_   rF  r   r   rR   )rG   r   	bad_shape	std_gammar  r  r5   r5   r6   r	  \  rQ  z!TestBroadcast.test_standard_gammac                 C   rK  )	NrV   r   rO   rW   )g.UgZ?gi Prq?gEK?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r   r  rR  rI  r  r  r  r5   r5   r6   r  i  rN  zTestBroadcast.test_gammac                 C   rK  )	NrV   r   rO   rW   )gbyʜ?go?gT7@r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  	bad_dfnum	bad_dfdenr  r  r  r5   r5   r6   r    rN  zTestBroadcast.test_fc           
   	   C   s  dg}dg}dg}dg}dg}dg}t j}tg d}|   ||d ||}	t|	|dd	 tt|||tjgd sAJ t	t
||d || t	t
||d || t	t
||d || |   |||d |}	t|	|dd	 t	t
|||d | t	t
|||d | t	t
|||d | |   ||||d }	t|	|dd	 t	t
||||d  t	t
||||d  t	t
||||d  d S )
Nr   r\   r]   r   rO   rW   )gr^G"@g/*@gц!@r  r  )r   r  rK   r_   rF  r   rz   r  ro   r   rR   )
rG   r  r  r  rT  rU  bad_noncnonc_fr  r  r5   r5   r6   r    s6   $zTestBroadcast.test_noncentral_fc                 C   s:   |    tddg}tjddddd}t||dd d S )Ngaz@gn4M;%?r   r   r   r  r  )rF  rK   r_   r   r  r   )rG   r  r  r5   r5   r6   test_noncentral_f_small_df  s   z(TestBroadcast.test_noncentral_f_small_dfc                 C   rO  )NrV   rO   )g~}N??g$F?g'rS?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  bad_dfr  r  r  r5   r5   r6   r    rQ  zTestBroadcast.test_chisquarec                 C   rK  )	NrV   r   rO   rW   )g w "@g2WR@gRY@r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  rY  rV  nonc_chir  r  r5   r5   r6   r    rN  z'TestBroadcast.test_noncentral_chisquarec                 C   h   dg}dg}t j}tg d}|   ||d }t||dd tt||d  ttt j|d  d S )NrV   rO   )gT@g~Fl@gƚtp?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  rY  tr  r  r5   r5   r6   r       zTestBroadcast.test_standard_tc                 C   rH  )Nr   rV   rO   )gW!@gOBg}?r\   r  r  )r   r3  rK   r_   rF  r   r   rR   )rG   r  r1  	bad_kappar3  r  r  r5   r5   r6   r4    rJ  zTestBroadcast.test_vonmisesc                 C   r[  )NrV   rO   )g&8??geFX?gՋː?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r>   rL  r  r  r  r5   r5   r6   r    r]  zTestBroadcast.test_paretoc                 C   r[  rP  )r   r>  rK   r_   rF  r   r   rR   )rG   r>   rL  r>  r  r  r5   r5   r6   r?    r]  zTestBroadcast.test_weibullc                 C   r[  )NrV   rO   rG  r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r>   rL  r  r  r  r5   r5   r6   r    r]  zTestBroadcast.test_powerc                 C   rH  )Nr   rV   rO   )g:BKc?g3k?g~q?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  rI  r  r  r  r5   r5   r6   r  ,  rJ  zTestBroadcast.test_laplacec                 C   rH  )Nr   rV   rO   )g'Zy?gdSO=?g3L1?r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  rI  r  r  r  r5   r5   r6   r  ?  rJ  zTestBroadcast.test_gumbelc                 C   s   dg}dg}dg}t j}tg d}|   ||d |}t||dd tt||d | |   |||d }t||dd tt|||d  tt dd	d d S )
Nr   rV   rO   )gy?gJR?g
~&?r\   r  r  r(  rw   )	r   r  rK   r_   rF  r   r   rR   r   )rG   r  r  rI  r  r  r  r5   r5   r6   r  R  s   zTestBroadcast.test_logisticc                 C   s   dg}dg}dg}t j}tg d}|   ||d |}t||dd tt||d | ttt j|d | |   |||d }t||dd tt|||d  ttt j||d  d S )Nr   rV   rO   )gH"@gܮ @gvv	:@r\   r  r  )r   r  rK   r_   rF  r   r   rR   )rG   r  r  	bad_sigmar  r  r  r5   r5   r6   r  f  s   zTestBroadcast.test_lognormalc                 C   rO  )NrV   rO   )gݱlo?g/ӂ?gz~R?r\   r  r  )r   r   rK   r_   rF  r   r   rR   )rG   r  rI  r   r  r  r5   r5   r6   r  {  rQ  zTestBroadcast.test_rayleighc                 C   s  dg}dg}dg}dg}t j}tg d}|   ||d |}t||dd tt||d | tt||d | ttt j|d | ttt j|d | |   |||d }t||dd tt|||d  tt|||d  tt|d	d tt|dd	 d S )
Nr   rV   r   rW   )g@m e?g`I߿?g|2?r\   r  r  rw   )r   r<  rK   r_   rF  r   r   rR   )rG   r  r  bad_meanrI  r<  r  r  r5   r5   r6   r=    s(   zTestBroadcast.test_waldc                 C   s  dg}dg}dg}dg}dg}|d \}}t j}tg d}	|   ||d ||}
t|
|	dd tt||d || tt||d || tt||d || |   |||d |}
t|
|	dd tt|||d | tt|||d | tt|||d | |   ||||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 )NrV   r\   r   r]   )g,P;bD @g%G @g,~S @r  r  r   rw   g      4@g      9@)r   r  rK   r_   rF  r   r   rR   )rG   r  r  r  bad_left_onebad_mode_onebad_left_twobad_mode_twor  r  r  r5   r5   r6   r    sF   
zTestBroadcast.test_triangularc           	      C      dg}dg}dg}dg}dg}t j}tg d}|   ||d |}t|| tt||d | tt||d | tt||d | |   |||d }t|| tt|||d  tt|||d  tt|||d  d S )NrV   r   rO         ?rV   rV   rV   r\   )r   r   rK   r_   rF  r   r   rR   )	rG   r  rm   bad_n	bad_p_one	bad_p_twobinomr  r  r5   r5   r6   r    &   

zTestBroadcast.test_binomialc           	      C   re  )NrV   r   rO   rf  )rV   r   rV   r\   )r   r   rK   r_   rF  r   r   rR   )	rG   r  rm   rh  ri  rj  	neg_binomr  r  r5   r5   r6   r     rl  z$TestBroadcast.test_negative_binomialc                 C   sv   t  j}dg}dg}|d g}t j}tg d}|   ||d }t|| tt	||d  tt	||d  d S )NrV   rO   r   )rV   rV   r   r\   )
r   rD   _poisson_lam_maxr   rK   r_   rF  r   r   rR   )rG   max_lamr  bad_lam_onebad_lam_twor   r  r  r5   r5   r6   r    s   


zTestBroadcast.test_poissonc                 C   s   dg}dg}t j}tg d}|   ||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 sJw   Y  d S )Nr   r   )r   r   rV   r\   r  )invalid)
r   r   rK   r_   rF  r   r   rR   errstatero   )rG   r>   rL  r   r  r  r5   r5   r6   rC    s   
"zTestBroadcast.test_zipfc                 C   h   dg}dg}dg}t j}tg d}|   ||d }t|| tt||d  tt||d  d S )Nr   rO   rf  r   r\   )r   r   rK   r_   rF  r   r   rR   )rG   rm   ri  rj  geomr  r  r5   r5   r6   r       
zTestBroadcast.test_geometricc                 C   s  dg}dg}dg}dg}dg}dg}dg}t j}tg d}	|   ||d ||}
t|
|	 tt||d || tt||d || tt||d || tt||d || |   |||d |}
t|
|	 tt|||d | tt|||d | tt|||d | tt|||d | |   ||||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 d S )NrV   r   rO   rW   r   r]   rg  r\   r   r      )r   r   rK   r_   rF  r   r   rR   )rG   ngoodnbadnsample	bad_ngoodbad_nbadbad_nsample_onebad_nsample_two	hypergeomr  r  r5   r5   r6   r  "  sD   


z!TestBroadcast.test_hypergeometricc                 C   rt  )Nr   r   rO   rg  r\   )r   r   rK   r_   rF  r   r   rR   )rG   rm   ri  rj  r   r  r  r5   r5   r6   r  J  rv  zTestBroadcast.test_logseriesN)#rg   rh   ri   r   rF  r  r  r  r  r	  r  r  r  rX  r  r  r  r4  r  r?  r  r  r  r  r  r  r=  r  r  r   r  rC  r  r  r  r5   r5   r5   r6   rD    sB    #((rD  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]   )rJ   seedsrS   r5   r5   r6   r   Z  s   zTestThread.setupc                    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|| q>t	 j
jdkr_tjdkr_t|| d S t|| d S )	Nr   )Threadc                    s&   g | ]\}} t ||fd qS ))targetargs)r   rD   )rk  rH   or  functionr5   r6   rm  d  s    z-TestThread.check_function.<locals>.<listcomp>c                 S      g | ]}|  qS r5   )startrk  r|   r5   r5   r6   rm  f  rn  c                 S   r  r5   )joinr  r5   r5   r6   rm  g  rn  r]   win32)	threadingr  rK   rU  r   r  zipr   rD   intprZ   itemsizer   platformr   r   )rG   r  szout1out2r\  rH   r  r5   r  r6   check_function]  s   
zTestThread.check_functionc                 C      dd }| j |dd d S )Nc                 S   s   | j dd|d< d S )N'  r   .)r  r9   outr5   r5   r6   
gen_randomt  rv   z*TestThread.test_normal.<locals>.gen_random)r  r  r  rG   r  r5   r5   r6   r  s     zTestThread.test_normalc                 C   r  )Nc                 S   s   | j tdd|d< d S )Nr   rB   r  .)r  rK   r]  r  r5   r5   r6   r  z  s   z'TestThread.test_exp.<locals>.gen_randomr  r  r  r  r5   r5   r6   test_expy  r  zTestThread.test_expc                 C   r  )Nc                 S   s   | j ddgd dd|d< d S )Nr   r  r   r  r   .)r   r  r5   r5   r6   r    s   z/TestThread.test_multinomial.<locals>.gen_random)r  r   r  r  r  r5   r5   r6   r    r  zTestThread.test_multinomialN)rg   rh   ri   r   r  r  r  r  r5   r5   r5   r6   r  X  s    r  c                   @   s,   e Z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 )Nr   r\   r]   rs  )rK   r_   argOneargTwoargThreetgtShaperS   r5   r5   r6   r     s   
zTestSingleEltArrayInput.setupc                 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   )r   r  r  r  r  r  r>  r  r   r   r   r   r   rK   r_   r  r   r   r  )rG   funcs	probfuncsr  r  r5   r5   r6   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 )Nr   r   )r   r  r  r  r  r  r  r3  r  r  r  r  r<  r   r   rK   r_   r  r  r   r   r  )rG   r  r  r  r  r  r5   r5   r6   test_two_arg_funcs  s(   z*TestSingleEltArrayInput.test_two_arg_funcsc                 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   )
r   r  r  r   r  r  r  r   r   r  )rG   r  r  r  r5   r5   r6   test_three_arg_funcs  s   z,TestSingleEltArrayInput.test_three_arg_funcsN)rg   rh   ri   r   r  r  r  r5   r5   r5   r6   r    s
    r  c                 C   sD   t d | \}}}tt |}||ddi}t|jtdk d S )NrE  r   r   r   )r   rc   getattrr   rZ   rK   )r7   fnamer  r   r  r  r5   r5   r6   test_integer_dtype  s
   


r  c                 C   sd   t d | \}}}tt |}||ddi}tjdkr| }t|t	j
 }t||k d S )NrE  r   r5  r   )r   rc   r  r   r   r   r   r   r   rK   r   r   r   )r7   r  r  r   r  r   r   r5   r5   r6   test_integer_repeat  s   



r  c                   C   s   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 s9w   Y  t t tjddgddgdd W d    d S 1 s[w   Y  d S )NrV   rL  gffffff?)r   rV   r   r   )r   r   rR   r   r   r5   r5   r5   r6   test_broadcast_size_error  s   "r  ))r   r   r   r<  numpyrK   r   numpy.testingr   r   r   r   r   r   r   r	   numpy.randomr
   r   r   r]  r2   r   rk   r   r3   fixturer7   r@   rA   rj   rq   r   r   r  rD  r  r  r  r  r  r5   r5   r5   r6   <module>   s~    (


/5W "      h    O/E