U
    ¸mœdœK ã                	   @   sà  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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œZe e¡jdk rÄdddddddddœZndddddddd dœZejd!ed"�d#d$„ ƒZejd%d&„ ƒZd'd(„ ZG d)d*„ d*ƒZG d+d,„ d,ƒZ G d-d.„ d.ƒZ!G d/d0„ d0ƒZ"G d1d2„ d2ƒZ#G d3d4„ d4ƒZ$G d5d6„ d6ƒZ%ej&j'ed7d8�G d9d:„ d:ƒƒZ(G d;d<„ d<ƒZ)d=d>„ Z*d?d@„ Z+dAdB„ Z,dCdD„ Z-dEdF„ Z.dGdH„ Z/dIdJ„ Z0dKdL„ Z1dMdN„ Z2dS )Oé    N)	Úassert_Úassert_raisesÚassert_equalÚassert_warnsÚassert_no_warningsÚassert_array_equalÚassert_array_almost_equalÚsuppress_warningsÚIS_WASM)ÚMT19937ÚPCG64)Úrandom)g      Y@g333333ã?)ç      à?)é   r   é
   r   é   g      @)éd   r   )ç      $@)é   )ÚbinomialÚ	geometricÚhypergeometricÚ	logseriesÚmultinomialÚnegative_binomialÚpoissonÚzipfì        Z@2fbead005fc63942decb5326d36a1f32fe2c9d32c904ee61e46866b88447c263Z@23ead5dcde35d4cfd4ef2c105e4c3d43304b45dc1b1444b7823b9ee4fa144ebbZ@0d764db64f5c3bad48c8c33551c13b4d07a1e7b470f77629bef6c985cac76fcfZ@7b59bf2f1691626c5815cdcd9a49e1dd68697251d4521575219e4d2a1b8b2c67Z@d754fa5b92943a38ec07630de92362dd2e02c43577fc147417dc5b9db94ccdd3Z@8eb216f7cb2a63cf55605422845caaff002fddc64a7dc8b2d45acd477a49e824Z@70c891d76104013ebd6f6bcf30d403a9074b886ff62e4e6b8eb605bf1a4673b7Z@01f074f97517cd5d21747148ac6ca4074dde7fcb7acbaec0a936606fecacd93f)r   r   r   r   r   r   r   r   Z@8626dd9d052cb608e93d8868de0a7b347258b199493871a1dc56e2a26cacb112Z@8edd53d272e49c4fc8fbbe6c7d08d563d62e482921f3131d0a0e068af30f0db9Z@83496cc4281c77b786c9b7ad88b74d42e01603a55c60577ebab81c3ba8d45657Z@65878a38747c176bc00e930ebafebb69d4e1e16cd3a704e264ea8f5e24f548dbZ@7a984ae6dca26fd25374479e118b22f55db0aedccd5a0f2584ceada33db98605Z@d636d968e6a24ae92ab52fe11c46ac45b0897e98714426764e820a7d77602a61Z@956552176f77e7c9cb20d0118fc9cf690be488d790ed4b4c4747b965e61b0bb4Z@f84ba7feffda41e606e20b28dfc0f1ea9964a74574513d4a4cbc98433a8bfa45Úmodule)ÚscopeÚparamsc                 C   s   | j t| j  t| j  fS ©N)ÚparamÚ	INT_FUNCSÚINT_FUNC_HASHES)Úrequest© r&   ú\/home/sam/Atlas/atlas_env/lib/python3.8/site-packages/numpy/random/tests/test_randomstate.pyÚint_func2   s    ÿr(   c                  c   s    t j ¡ } dV  t j | ¡ dS )z:Ensures that the singleton bitgen is restored after a testN)Únpr   Úget_bit_generatorÚset_bit_generator)Zorig_bitgenr&   r&   r'   Úrestore_singleton_bitgen8   s    
r,   c                 C   sn   t | d |d ƒ t| d d |d d ƒ t| d d |d d ƒ t | d |d ƒ t | d |d ƒ d S )NÚbit_generatorÚstateÚkeyÚposÚ	has_gaussÚgauss)r   r   )ÚaÚbr&   r&   r'   Úassert_mt19937_state_equal@   s
    r5   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 )ÚTestSeedc                 C   s8   t  d¡}t| d¡dƒ t  d¡}t| d¡dƒ d S )Nr   éè  i¬  ì   ÿÿ i£  )r   ÚRandomStater   Úrandint©ÚselfÚsr&   r&   r'   Útest_scalarI   s    

zTestSeed.test_scalarc                 C   sz   t  tdƒ¡}t| d¡dƒ t  t d¡¡}t| d¡dƒ t  dg¡}t| d¡dƒ t  dg¡}t| d¡dƒ d S )Nr   r7   iÔ  r   iÍ  r8   i	  )r   r9   Úranger   r:   r)   Úaranger;   r&   r&   r'   Ú
test_arrayO   s    zTestSeed.test_arrayc                 C   s    t ttjdƒ t ttjdƒ d S )Nç      à¿éÿÿÿÿ©r   Ú	TypeErrorr   r9   Ú
ValueError©r<   r&   r&   r'   Útest_invalid_scalarY   s    zTestSeed.test_invalid_scalarc                 C   s\   t ttjdgƒ t ttjdgƒ t ttjdgƒ t ttjdddgƒ t ttjdddgƒ d S )NrB   rC   r   é   r   éþÿÿÿrD   rG   r&   r&   r'   Útest_invalid_array^   s
    zTestSeed.test_invalid_arrayc                 C   sR   t ttjtjg tjd�ƒ t ttjdddggƒ t ttjdddgdddggƒ d S )N©ÚdtyperI   r   é   é   é   r   )r   rF   r   r9   r)   ÚarrayÚint64rG   r&   r&   r'   Útest_invalid_array_shapef   s    ÿÿz!TestSeed.test_invalid_array_shapec              	   C   s0   t  tdƒ¡}ttƒ� | d¡ W 5 Q R X d S )Nr   éÒ  )r   r9   r   r   rE   Úseed)r<   Úrsr&   r&   r'   Útest_cannot_seedn   s    
zTestSeed.test_cannot_seedc                 C   s   t ttjtƒ d S r!   )r   rF   r   r9   r   rG   r&   r&   r'   Útest_invalid_initializations   s    z$TestSeed.test_invalid_initializationN)
Ú__name__Ú
__module__Ú__qualname__r>   rA   rH   rK   rS   rW   rX   r&   r&   r&   r'   r6   H   s   
r6   c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestBinomialc                 C   sB   t jddd�}dD ]*}tt d|¡dkƒ tt ||¡|ƒ qd S )Nr   ÚintrL   )r   r   rI   r   )r)   Úzerosr   r   r   r   )r<   r^   Úpr&   r&   r'   Útest_n_zerox   s    zTestBinomial.test_n_zeroc                 C   s   t ttjdtjƒ d S )NrI   )r   rF   r   r   r)   ÚnanrG   r&   r&   r'   Útest_p_is_nan�   s    zTestBinomial.test_p_is_nanN)rY   rZ   r[   r`   rb   r&   r&   r&   r'   r\   w   s   	r\   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 )ÚTestMultinomialc                 C   s   t  dddg¡ d S )Nr   çš™™™™™É?çš™™™™™é?©r   r   rG   r&   r&   r'   Ú
test_basic‡   s    zTestMultinomial.test_basicc                 C   s   t  ddddddg¡ d S )Nr   rd   re   ç        rf   rG   r&   r&   r'   Útest_zero_probabilityŠ   s    z%TestMultinomial.test_zero_probabilityc                 C   sZ   t dt dd¡  kodk n  ƒ t ddd¡}t t d|k¡ƒ t t |dk ¡ƒ d S )NéûÿÿÿrC   rP   )r   r   r:   r)   Úall©r<   Úxr&   r&   r'   Útest_int_negative_interval�   s    $z*TestMultinomial.test_int_negative_intervalc                 C   sÂ   ddg}t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|ddg¡jdƒ t t d|d¡jdƒ t t d|t d¡¡jdƒ tttjd|t	dƒƒ d S )Nr   rI   ©rI   r   r   ©r   r   r   ©r   r   )
r   r   r   r)   Úuint32ÚshaperQ   r   rE   Úfloat©r<   r_   r&   r&   r'   Ú	test_size“   s    ÿÿzTestMultinomial.test_sizec                 C   s,   t ttjdddgƒ t ttjdddgƒ d S )Nr   çš™™™™™ñ?rd   çš™™™™™¹¿çÍÌÌÌÌÌì?©r   rF   r   r   rG   r&   r&   r'   Útest_invalid_prob¡   s    z!TestMultinomial.test_invalid_probc                 C   s   t ttjdddgƒ d S )NrC   re   rd   rz   rG   r&   r&   r'   Útest_invalid_n¥   s    zTestMultinomial.test_invalid_nc                 C   st   t  d¡}|t  |dd d… ¡ }|dd d… }t d¡ tjd|d�}t d¡ tjdt  |¡d�}t||ƒ d S )Ng      .@rI   rN   iÛ iUr   )Úpvals)r)   r@   Úsumr   rU   r   Úascontiguousarrayr   )r<   r_   r}   Ú
non_contigÚcontigr&   r&   r'   Útest_p_non_contiguous¨   s    


z%TestMultinomial.test_p_non_contiguousc                 C   s^   t jddddddddddg
t jd�}|| ¡  }d}tjt|d�� t d|¡ W 5 Q R X d S )Ng®Gáz®ï?g•Ö&è.>rL   z-[\w\s]*pvals array is cast to 64-bit floating©ÚmatchrI   )	r)   rQ   Úfloat32r~   ÚpytestÚraisesrF   r   r   )r<   rm   r}   r„   r&   r&   r'   Útest_multinomial_pvals_float32²   s       ÿÿz.TestMultinomial.test_multinomial_pvals_float32N)rY   rZ   r[   rg   ri   rn   rv   r{   r|   r‚   rˆ   r&   r&   r&   r'   rc   †   s   
rc   c                   @   sd   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ ZdS )ÚTestSetStatec                 C   s$   d| _ t | j ¡| _| j ¡ | _d S ©NiÒ–I)rU   r   r9   Úrandom_stateÚ	get_stater.   rG   r&   r&   r'   Úsetup_method¼   s    zTestSetState.setup_methodc                 C   s<   | j  d¡}| j  | j¡ | j  d¡}tt ||k¡ƒ d S )Né   )r‹   ÚtomaxintÚ	set_stater.   r   r)   rk   ©r<   ÚoldÚnewr&   r&   r'   rg   Á   s    zTestSetState.test_basicc                 C   s@   | j jdd�}| j  | j¡ | j jdd�}tt ||k¡ƒ d S ©NrN   ©Úsize)r‹   Ústandard_normalr�   r.   r   r)   rk   r‘   r&   r&   r'   Útest_gaussian_resetÇ   s    z TestSetState.test_gaussian_resetc                 C   sR   | j  ¡  | j  ¡ }| j jdd�}| j  |¡ | j jdd�}tt ||k¡ƒ d S r”   )r‹   r—   rŒ   r�   r   r)   rk   )r<   r.   r’   r“   r&   r&   r'   Ú test_gaussian_reset_in_media_resÎ   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¡ƒ tt ||k¡ƒ d S )NrJ   rŽ   r•   )r.   r‹   r—   r�   r   r)   rk   )r<   Ú	old_stateÚx1Zx2Zx3r&   r&   r'   Útest_backwards_compatibilityÙ   s    z)TestSetState.test_backwards_compatibilityc                 C   s   | j  dd¡ d S ©Nr   )r‹   r   rG   r&   r&   r'   Útest_negative_binomialå   s    z#TestSetState.test_negative_binomialc              	   C   sb   t  tƒ ¡}tƒ �F}| t¡}| ¡ }tt|ƒdkƒ t	|t
ƒsDt‚|d dksTt‚W 5 Q R X d S )NrI   r-   r   )r   r9   r   r	   ÚrecordÚRuntimeWarningrŒ   r   ÚlenÚ
isinstanceÚdictÚAssertionError)r<   rV   ÚsupÚwr.   r&   r&   r'   Útest_get_state_warningê   s    
z#TestSetState.test_get_state_warningc                 C   sl   | j  ¡ }d|dd …  }tt| j j|ƒ tt| j jtj|td�ƒ | j jdd�}|d= tt| j j|ƒ d S )N)ÚUnknownrI   rL   F©Úlegacyr-   )	r‹   rŒ   r   rF   r�   rE   r)   rQ   Úobject)r<   r.   Ú	new_stater&   r&   r'   Ú!test_invalid_legacy_state_settingó   s    

ÿz.TestSetState.test_invalid_legacy_state_settingc                 C   sj   | j  d¡ | j  d¡ | j  ¡  | j jdd�}t|d dƒ t t | j ¡¡}|jdd�}t	||ƒ d S )Nr   r   Fr©   r1   rI   )
r‹   rU   Úrandom_sampler—   rŒ   r   ÚpickleÚloadsÚdumpsr5   )r<   ZpickledZ	rs_unpickZ	unpickledr&   r&   r'   Útest_pickleý   s    
zTestSetState.test_picklec                 C   s<   | j  ¡ }| j  ¡  | j  |¡ | j jdd�}t||ƒ d S )NFr©   )r‹   Ú__getstate__r—   Ú__setstate__rŒ   r5   )r<   Z
attr_stater.   r&   r&   r'   Útest_state_setting  s
    

zTestSetState.test_state_settingc                 C   s   t | jƒ d¡st‚d S )NzRandomState(MT19937))Úreprr‹   Ú
startswithr¤   rG   r&   r&   r'   Ú	test_repr  s    zTestSetState.test_reprN)rY   rZ   r[   r�   rg   r˜   r™   rœ   rž   r§   r­   r²   rµ   r¸   r&   r&   r&   r'   r‰   »   s   	

r‰   c                	   @   sž   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„ ƒZdd„ Zdd„ ZdS )ÚTestRandintc                 C   s   t t| jdtd� d S ©NrI   rL   )r   rE   Úrfuncrt   rG   r&   r&   r'   Útest_unsupported_type  s    z!TestRandint.test_unsupported_typec                 C   s    | j D ]”}|tjkrdn
t |¡j}|tjkr2d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   rI   rL   )	Úityper)   Úbool_ÚiinfoÚminÚmaxr   rF   r»   )r<   ÚdtÚlbndÚubndr&   r&   r'   Útest_bounds_checking  s    
z TestRandint.test_bounds_checkingc                 C   s´   | j D ]¨}|tjkrdn
t |¡j}|tjkr2dnt |¡jd }|d }t| j||d d|d�|ƒ |}t| j||d d|d�|ƒ || d }t| j||d d|d�|ƒ qd S )Nr   r   rI   r7   ©r–   rM   )r½   r)   r¾   r¿   rÀ   rÁ   r   r»   )r<   rÂ   rÃ   rÄ   Útgtr&   r&   r'   Útest_rng_zero_and_extremes&  s    
z&TestRandint.test_rng_zero_and_extremesc                 C   s�   | j D ]„}|tjkrdn
t |¡j}|tjkr2dnt |¡jd }z| j|||d� W q tk
rˆ } ztdt	|ƒ ƒ‚W 5 d }~X Y qX qd S )Nr   r   rI   rL   zMNo error should have been raised, but one was with the following message:

%s)
r½   r)   r¾   r¿   rÀ   rÁ   r»   Ú	Exceptionr¤   Ústr)r<   rÂ   rÃ   rÄ   Úer&   r&   r'   Útest_full_range4  s    
þzTestRandint.test_full_rangec                 C   s�   t  ¡  | jdd … D ]@}dD ]6}| jd|d|d�}t| ¡ |k ƒ t| ¡ dkƒ qq| jdddtjd�}t| ¡ dk ƒ t| ¡ dkƒ d S )NrI   )rO   é   rŽ   r   i   rÆ   r   )	r   rU   r½   r»   r   rÁ   rÀ   r)   r¾   )r<   rÂ   rÄ   Úvalsr&   r&   r'   Útest_in_bounds_fuzzB  s    zTestRandint.test_in_bounds_fuzzc              
   C   sæ   ddddddddddœ	}| j dd … D ]p}t d¡ tjd	krR| jd
dd|d�}n| jd
dd|d� ¡ }t | 	t
j¡¡ ¡ }t|t
 |¡j |kƒ q&t d¡ | jd
ddtd� 	t
j¡}t |¡ ¡ }t|t
 t¡j |kƒ d S )NZ@509aea74d792fb931784c4b0135392c65aec64beee12b0cc167548a2c3d31e71Z@7b07f1a920e46f6d0fe02314155a2330bcfd7635e708da50e536c5ebb631a7d4Z@e577bfed6c935de944424667e3da285012e741892dcb7051a8f1ce68ab05c92fZ@0fbead0b06759df2cfb55e43148822d4a1ff953c7eb19a5b08445a63bb64fa9eZ@001aac3a5acb935a9b186cbe14a1ca064b8bb2dd0b045d48abeacf74d0203404)	ÚboolÚint16Úint32rR   Úint8Úuint16rr   Úuint64Úuint8rI   rT   Úlittler   r   r7   rÆ   r   )r½   r   rU   ÚsysÚ	byteorderr»   ÚbyteswapÚhashlibÚsha256Úviewr)   rÓ   Ú	hexdigestr   rM   ÚnamerÐ   )r<   rÇ   rÂ   ÚvalÚresr&   r&   r'   Útest_repeatabilityQ  s*    ø



zTestRandint.test_repeatabilityÚlr   zCannot test with 32-bit C long©Úreasonc                 C   sà   t  dddgdddgddd	ggd
ddgdddgdddggdddgdddgdddggdddgdd d!gd"d#d$ggd%d&d'gd(d)d*gd+d,d-ggg¡}d.D ]J}t d/¡ | jd0gd1gd2ggd3d4d5g|d6�}t||d k	rÐ|n|d1 ƒ q�d S )7Nl   áQö[ l   dm¬" l   ë0 l   ;¡i l   vlÔm l   iXp i\L¹_l   øZ N iwU¬'l   Ï<Ô~ l   È20l iPð?iÒfi¦ØwLl   @
Vo l   ðo“\ i„‘´wiý
1]i{„YSl   r=ï| i˜ßl   â0 l   lÊ iû&ã}l   QZî) l   œ(q l   '}åQ l   WqV1 iêMl   'ßt inMl   øbþ" l   )  i“Äal   ³Ñ l   S"f i¸d‘i98l   ÙnDk l   ¬Jc i¹á”-l   š i¬MiŸ'ñ*l   äl¼, )N)rP   rN   rN   i90  rC   r   rI   r8   r   l       r•   )r)   rQ   r   rU   r»   r   )r<   Údesiredr–   rm   r&   r&   r'   Ú.test_repeatability_32bit_boundary_broadcastingq  s6    þþþþþô
ÿ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||ƒ d S rº   )r)   rR   r¿   rÁ   rÕ   r   r:   r   )r<   rÂ   rÇ   rÃ   rÄ   Úactualr&   r&   r'   Útest_int64_uint64_corner_case‰  s    z)TestRandint.test_int64_uint64_corner_casec                 C   sà   | j D ]^}|tjkrdn
t |¡j}|tjkr2dnt |¡jd }| j|||d�}t|jt |¡ƒ qt	t
tjjfD ]f}|t	kr„dn
t |¡j}|t	krœdnt |¡jd }| j|||d�}tt|dƒ ƒ tt|ƒ|ƒ qtd S )Nr   r   rI   rL   rM   )r½   r)   r¾   r¿   rÀ   rÁ   r»   r   rM   rÐ   r]   ÚcompatÚlongr   ÚhasattrÚtype)r<   rÂ   rÃ   rÄ   Úsampler&   r&   r'   Útest_respect_dtype_singleton   s    
z(TestRandint.test_respect_dtype_singletonN)rY   rZ   r[   r   r:   r»   r)   r¾   rÓ   rÖ   rÑ   rÔ   rÒ   rr   rR   rÕ   r½   r¼   rÅ   rÈ   rÌ   rÏ   râ   r†   ÚmarkÚskipifr¿   rÁ   rç   ré   rï   r&   r&   r&   r'   r¹     s&      ÿ	 ÿ
r¹   c                   @   s¼  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^„ Z1e2j3 4d_e5 6d`da¡dbe5j7dcg¡ddde„ ƒZ8dfdg„ Z9dhdi„ Z:djdk„ Z;dldm„ Z<dndo„ Z=dpdq„ Z>drds„ Z?dtdu„ Z@dvdw„ ZAdxdy„ ZBdzd{„ ZCd|d}„ ZDd~d„ ZEd€d�„ ZFd‚dƒ„ ZGd„d…„ ZHd†d‡„ ZIdˆd‰„ ZJdŠd‹„ ZKdŒd�„ ZLdŽd�„ ZMd�d‘„ ZNd’d“„ ZOd”d•„ ZPd–d—„ ZQd˜d™„ ZRdšd›„ ZSdœd�„ ZTdždŸ„ ZUd d¡„ ZVd¢d£„ ZWd¤d¥„ ZXd¦d§„ ZYd¨d©„ ZZdªS )«ÚTestRandomDistc                 C   s
   d| _ d S rŠ   ©rU   rG   r&   r&   r'   r�   ·  s    zTestRandomDist.setup_methodc                 C   sF   t  | j¡ t  dd¡}t ddgddgddgg¡}t||d	d
� d S )NrN   r   ç_®\±*Íã?ç�›˜¬”îâ?ç<î�pì?ç®,º¥oˆì?çˆÂÉHÝ?çZ±­°êæè?é   ©Údecimal)r   rU   Úrandr)   rQ   r   ©r<   rè   ræ   r&   r&   r'   Ú	test_randº  s    
þzTestRandomDist.test_randc                 C   s*   t  | j¡ t  ¡ }d}t||dd� d S )Nrô   rú   rû   )r   rU   rý   r   rþ   r&   r&   r'   Útest_rand_singletonÂ  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 )NrN   r   çÿ!ã<Oqõ?ç4ð�u,Íû?çÁ³½3Ûû÷?çL«I/DÍ¿çà@ËÀŽ? @çÿHSÓ\@rú   rû   ©r   r   ©r   rU   Zrandnr)   rQ   r   rþ   r&   r&   r'   Ú
test_randnÈ  s    
þzTestRandomDist.test_randnc                 C   sF   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||ƒ d S )Né�ÿÿÿéc   ©rN   r   r•   é   rN   éÌÿÿÿé)   éÐÿÿÿé¾ÿÿÿ)r   rU   r:   r)   rQ   r   rþ   r&   r&   r'   Útest_randintÔ  s    
þzTestRandomDist.test_randintc              	   C   sÆ   t  | j¡ tƒ �0}| t¡}t jdddd�}tt|ƒdkƒ W 5 Q R X t 	ddgdd	gd
dgg¡}t
||ƒ t  | j¡ tƒ �.}| t¡}t jddd�}tt|ƒdkƒ W 5 Q R X t
||d ƒ d S )Nr
  r  r  r•   rI   r  rN   r  r  r  r  éÆ   r   )r   rU   r	   rŸ   ÚDeprecationWarningÚrandom_integersr   r¡   r)   rQ   r   )r<   r¥   r¦   rè   ræ   r&   r&   r'   Útest_random_integersÜ  s     

þ

z#TestRandomDist.test_random_integersc                 C   sª   t  | j¡ t  | j¡}|jdd�}t t¡jdkrXt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
||ƒ | | j¡ | ¡ }t
||d ƒ d S )Nr  r•   iÿÿÿiÁª4OiÿË•+i³RºKiriFbÀqi™‡ÀrL   l   ÿK+W+¥y l   r&&ÌJÒ] l   ™�;	 l   Õ‹nBz l   ž@XÓHŒT l   D+l++Ý r  )r   rU   r9   r�   r)   r¿   r]   rÁ   rQ   rR   r   )r<   rV   rè   ræ   r&   r&   r'   Útest_tomaxintî  s(    
þþ
þý
zTestRandomDist.test_tomaxintc              	   C   sÈ   t ƒ �<}| t¡}t t d¡jt d¡j¡}tt	|ƒdkƒ W 5 Q R X t d¡j}t
||ƒ t ƒ �P}| t¡}t d¡j}t |t d¡jƒ|t d¡jƒ¡}tt	|ƒdkƒ W 5 Q R X t
||ƒ d S )Nrã   rI   )r	   rŸ   r  r   r  r)   r¿   rÁ   r   r¡   r   rM   rí   )r<   r¥   r¦   rè   ræ   Ztyperr&   r&   r'   Útest_random_integers_max_int  s     

ÿ

ÿz+TestRandomDist.test_random_integers_max_intc              	   C   sZ   t  ¡ �H t  dt¡ tttjt d¡j	ƒ tttjt d¡j	t d¡j	ƒ W 5 Q R X d S )NÚerrorrã   )
ÚwarningsÚcatch_warningsÚsimplefilterr  r   r   r  r)   r¿   rÁ   rG   r&   r&   r'   Útest_random_integers_deprecated  s    

þ
 
þz.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  rô   rõ   rö   r÷   rø   rù   rú   rû   r  )r   rU   r®   r)   rQ   r   rþ   r&   r&   r'   Útest_random_sample&  s    

þz!TestRandomDist.test_random_samplec                 C   s8   t  | j¡ t  dd¡}t ddddg¡}t||ƒ d S )NrO   r   rN   ©r   rU   Úchoicer)   rQ   r   rþ   r&   r&   r'   Útest_choice_uniform_replace2  s    z*TestRandomDist.test_choice_uniform_replacec                 C   sD   t  | j¡ t jddddddgd�}t ddddg¡}t||ƒ d S )NrO   çš™™™™™Ù?çš™™™™™¹?©r_   rI   r   r  rþ   r&   r&   r'   Útest_choice_nonuniform_replace8  s    z-TestRandomDist.test_choice_nonuniform_replacec                 C   s:   t  | j¡ t jdddd�}t dddg¡}t||ƒ d S )NrO   rN   F©Úreplacer   rI   r  rþ   r&   r&   r'   Útest_choice_uniform_noreplace>  s    z,TestRandomDist.test_choice_uniform_noreplacec                 C   sD   t  | j¡ t jdddddddgd�}t ddd	g¡}t||ƒ d S )
NrO   rN   Fr#  ç333333Ó?r   ©r'  r_   r   rI   r  rþ   r&   r&   r'   Ú test_choice_nonuniform_noreplaceD  s    z/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s@   t  | j¡ t  ddddgd¡}t ddddg¡}t||ƒ d S )Nr3   r4   ÚcÚdrO   r  rþ   r&   r&   r'   Útest_choice_nonintegerJ  s    z%TestRandomDist.test_choice_nonintegerc              	   C   sD  t j}tt|ddƒ tt|ddƒ tt|ddgddggdƒ tt|g dƒ tt|ddddgdddgddggd� tt|ddgdd	d	d
gd� tt|ddgdddgd� tt|ddgdd	d	gd� tt|dddgddd� tt|dddgddd� tt|dddgddd� tt|dddgddd� tt|dddgdddddgd� d S )NrC   rN   ç      @rI   r   rO   g      Ð?r$  r"  rd   rw   rx   Fr&  rJ   )rC   )rC   rI   r   r*  )r   r   r   rF   )r<   rî   r&   r&   r'   Útest_choice_exceptionsP  s&    ÿ ÿz%TestRandomDist.test_choice_exceptionsc              	   C   s  ddg}t t tjddd�¡ƒ t t tjddd�¡ƒ t t tjdd|d�¡ƒ t t tjdd|d�¡ƒ t t tjddgdd�¡ƒ t tjd gdd�d kƒ t ddg¡}tjdtd	�}||d
< t tj|dd�|kƒ tƒ }t t tjd|dd�¡ ƒ t t tjd|dd�¡ ƒ t t tjd|d|d�¡ ƒ t t tjd|d|d�¡ ƒ t t tjddg|dd�¡ ƒ t tjd g|dd�j	d
kƒ t ddg¡}tjdtd	�}||d
< t tj||dd� 
¡ |kƒ d}ddddddg}ttjd|dd�j|ƒ ttjd|dd�j|ƒ ttjd|d|d�j|ƒ ttjd|d|d�j|ƒ ttjt d¡|dd�j|ƒ ttjd
d
dd�jdƒ ttjd
dd
d�jdƒ ttjddd
d�jdƒ ttjd
d
d�jdƒ ttjg dd�jdƒ ttjddgdd�jdƒ tttjg dƒ d S )Nr#  ry   r   Tr&  Fr*  rI   rL   r   )r   rN   r"  rd   r   )rN   r   rO   r•   iöÿÿÿ)r   r   r3   r4   )r   r)   Zisscalarr   r   rQ   Úemptyr«   ÚtupleÚndimÚitemr   rs   r@   r:   r   rF   )r<   r_   r3   Zarrr=   r&   r&   r'   Útest_choice_return_shapec  sL     ÿz'TestRandomDist.test_choice_return_shapec                 C   s0   t  dddg¡}d d d g}tttj||d� d S )Né*   rI   r   r$  )r)   rQ   r   rF   r   r   )r<   r3   r_   r&   r&   r'   Útest_choice_nan_probabilities‘  s    
z,TestRandomDist.test_choice_nan_probabilitiesc              	   C   s|   t  d¡d }d|dd d…< t | j¡ tjdd|d d d… d�}t | j¡ tjddt  |d d d… ¡d�}t||ƒ d S )Nr   rP   r/  rI   r   rN   r$  )r)   Úonesr   rU   r   r   r   )r<   r_   r€   r�   r&   r&   r'   Útest_choice_p_non_contiguous–  s     z+TestRandomDist.test_choice_p_non_contiguousc                 C   s(   t  | j¡ t  d¡}d}t||ƒ d S )Nr   s
   ‚Uižÿ—+Wf¥)r   rU   Úbytesr   rþ   r&   r&   r'   Ú
test_bytesŸ  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¡ |ddddddddddg
ƒ}t  |¡ |}|ddddddddddg
ƒ}t||ƒ qFd S )Nc                 S   s
   t  g ¡S r!   )r)   rQ   ©rm   r&   r&   r'   Ú<lambda>¨  ó    z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r!   r&   r<  r&   r&   r'   r=  ©  r>  c                 S   s   t  | ¡ t j¡S r!   )r)   ÚasarrayÚastyperÓ   r<  r&   r&   r'   r=  ª  r>  c                 S   s   t  | ¡ t j¡S r!   )r)   r?  r@  r…   r<  r&   r&   r'   r=  «  r>  c                 S   s   t  | ¡ t j¡S r!   )r)   r?  r@  Z	complex64r<  r&   r&   r'   r=  ¬  r>  c                 S   s   t  | ¡ t¡S r!   )r)   r?  r@  r«   r<  r&   r&   r'   r=  ­  r>  c                 S   s   dd„ | D ƒS )Nc                 S   s   g | ]}||f‘qS r&   r&   ©Ú.0Úir&   r&   r'   Ú
<listcomp>®  s     úATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r&   r<  r&   r&   r'   r=  ®  r>  c                 S   s   t  dd„ | D ƒ¡S )Nc                 S   s   g | ]}||g‘qS r&   r&   rA  r&   r&   r'   rD  ¯  s     rE  )r)   r?  r<  r&   r&   r'   r=  ¯  r>  c                 S   s   t  | | g¡jS r!   )r)   ZvstackÚTr<  r&   r&   r'   r=  °  r>  c                 S   s*   t  dd„ | D ƒdtfdtfg¡ t j¡S )Nc                 S   s   g | ]}||f‘qS r&   r&   rA  r&   r&   r'   rD  ²  s     rE  r3   r4   )r)   r?  r]   rÝ   Zrecarrayr<  r&   r&   r'   r=  ²  s   ÿþc                 S   s(   t  dd„ | D ƒdtdfdt jdfg¡S )Nc                 S   s   g | ]}||f‘qS r&   r&   rA  r&   r&   r'   rD  ¶  s     rE  r3   ©rI   r4   )r)   r?  r«   rÒ   r<  r&   r&   r'   r=  ¶  s   
ÿÿrI   r   rN   rO   rP   r   é   rÍ   é	   r   )r   rU   Úshuffler   )r<   ÚconvÚalistrè   ræ   r&   r&   r'   Útest_shuffle¥  s$    ò
zTestRandomDist.test_shufflec                 C   sÈ   t j t  tdƒd¡d d d¡}t j t  d¡d d d¡}| ¡ }| ¡ }tdƒD ]d}t |¡ t	t
|j|j  ƒt
|j|j  ƒƒ t |¡ t	t
|j|j  ƒt
|j|j  ƒƒ qVdd„ }d S )	Nr   )rP   rO   rN   rI   rC   é2   c                 S   s   t  d¡}tttj|ƒ d S )NrN   )r)   rQ   r   rE   r   rJ  rl   r&   r&   r'   Útest_shuffle_invalid_objectsÎ  s    
zHTestRandomDist.test_shuffle_masked.<locals>.test_shuffle_invalid_objects)r)   ÚmaZmasked_valuesZreshaper?   r@   Úcopyr   rJ  r   ÚsortedÚdataÚmask)r<   r3   r4   Za_origZb_origrC  rO  r&   r&   r'   Útest_shuffle_maskedÀ  s     "
 ÿ
 ÿz"TestRandomDist.test_shuffle_maskedc                 C   s  t  | j¡ ddddddddd	d
g
}t  |¡}d
dd	dddddddg
}t||ƒ t  | j¡ t ddddddddd	d
g
¡j}t  |¡}t|t |¡jƒ t  | j¡ d}ttt j|ƒ t  | j¡ d}ttt j|ƒ d}d	d
ddddddddg
}t  | j¡ t  |¡}t||ƒ d S )NrI   r   rN   rO   rP   r   rH  rÍ   rI  r   Úabcdg333333ó?r   )	r   rU   Zpermutationr   r)   Z
atleast_2drF  r   Ú
IndexError)r<   rL  rè   ræ   Zarr_2dZ	bad_x_strZbad_x_floatZinteger_valr&   r&   r'   Útest_permutationÒ  s(    

 

zTestRandomDist.test_permutationc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nr#  ry   r  r•   gAàÁKÄ�?g‘ñØhA?g õÒ‡o¿>gÎ¬XfÈ+q?gSâë1Ã$?g'8zXŒ ?rú   rû   )r   rU   Úbetar)   rQ   r   rþ   r&   r&   r'   Ú	test_betaí  s    þÿ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||ƒ t  | j¡ t  dd¡}d}t||ƒ d S )NgZd;ßY@gÉv¾Ÿ/Ý?r  r•   é%   é+   r6  é0   é.   é-   )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_binomialö  s    
þ
zTestRandomDist.test_binomialc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )NrN  r  r•   g+Qð]uðO@gëòìÇ+Q@gY7`´ZqP@gÈe‡(fŒG@gþv¯t€R@gEIÈ‹R@é   rû   )r   rU   Ú	chisquarer)   rQ   r   rþ   r&   r&   r'   Útest_chisquare  s    
þzTestRandomDist.test_chisquarec                 C   sÀ   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|ƒ t  | j¡ t ddg¡}t  |¡}t||d dd� d S )Nç“­I<ÝI@ç÷ÉEZßC@r  r•   gÉi{ßsá?gn,	åAÝ?göÇ]‹^óã?gpDéBØ?gÈ§#¼yªá?gr°¸‡«Ü?g—«1UÞâ?gÈÑ¨œUCÚ?g£…^,%÷â?g»ôB§µÚ?gÚ‰OoX;â?gMì`!O‰Û?rú   rû   çHáz®Gá?ç¼‰Ø—²Òœ¼r  )r   rU   r)   rQ   Ú	dirichletr   r   rF   )r<   Úalpharè   ræ   Z	bad_alphar&   r&   r'   Útest_dirichlet  s(    
ÿÿÿü
zTestRandomDist.test_dirichletc                 C   sº   t  ddg¡}tt |t  d¡¡jdƒ tt |t  d¡¡jdƒ tt |t  d¡¡jdƒ tt |ddg¡jdƒ tt |d¡jdƒ tt |t  d¡¡jdƒ tttj|t	dƒƒ d S )Nrd  re  rI   ro   r   rp   rq   )
r)   rQ   r   r   rh  rr   rs   r   rE   rt   ru   r&   r&   r'   Útest_dirichlet_size  s    z"TestRandomDist.test_dirichlet_sizec                 C   s    t  ddg¡}tttj|ƒ d S )Nrf  rg  )r)   rQ   r   rF   r   rh  )r<   ri  r&   r&   r'   Útest_dirichlet_bad_alpha*  s    z'TestRandomDist.test_dirichlet_bad_alphac                 C   sf   t  dddg¡}|d d d… }t | j¡ tj|dd�}t | j¡ tjt  |¡dd�}t||ƒ d S )Nrd  g      ð¿re  r   r  r•   )r)   rQ   r   rU   rh  r   r   )r<   r3   ri  r€   r�   r&   r&   r'   Ú#test_dirichlet_alpha_non_contiguous/  s    ÿz2TestRandomDist.test_dirichlet_alpha_non_contiguousc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Ngï8EGrùñ?r  r•   gN÷·Uñ?gbI0æð?gùVU\õº@gˆ:€ì3ù@g©ºUýå?g�Ÿ"qoû?rú   rû   )r   rU   Úexponentialr)   rQ   r   rþ   r&   r&   r'   Útest_exponential9  s    
þzTestRandomDist.test_exponentialc                 C   s&   t tjdd�dƒ tttjdd� d S ©Nr   ©Úscaleç       €)r   r   rn  r   rF   rG   r&   r&   r'   Útest_exponential_0A  s    z!TestRandomDist.test_exponential_0c                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Né   éM   r  r•   g7¶„ó?gµ`j‹�ü?g6¶"+÷?gÜ³2>•‰ó?g‘cÍ>+Yð?g¡_}áS‚õ?rú   rû   )r   rU   Úfr)   rQ   r   rþ   r&   r&   r'   Útest_fE  s    
þzTestRandomDist.test_fc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )NrP   rN   r  r•   gÔ�GMçš8@g §â”ÈŒ<@g˜	´":@gÂvÀñÇ#)@gZQø·?@gr‚‚[•¦@@é   rû   )r   rU   Úgammar)   rQ   r   rþ   r&   r&   r'   Ú
test_gammaM  s    
þzTestRandomDist.test_gammac                 C   s*   t tjddd�dƒ tttjddd� d S )Nr   )rs   rr  rs  )r   r   rz  r   rF   rG   r&   r&   r'   Útest_gamma_0U  s    zTestRandomDist.test_gamma_0c                 C   sD   t  | j¡ t jddd�}t ddgddgddgg¡}t||ƒ d S )	Nç_c97Ýš¿?r  r•   rÍ   rH  é   rP   ru  )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_geometricY  s    
þzTestRandomDist.test_geometricc              	   C   sŠ   t ttjdƒ t ttjdgd ƒ t ttjdƒ t ttjdgd ƒ tƒ �6}| t¡ t ttjtjƒ t ttjtjgd ƒ W 5 Q R X d S )Nrw   r   rx   )	r   rF   r   r   r	   rŸ   r    r)   ra   ©r<   r¥   r&   r&   r'   Útest_geometric_exceptionsa  s    
z(TestRandomDist.test_geometric_exceptionsc                 C   sJ   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}  ç       @r  ©Úlocrr  r–   gåûØ•ßÉ?g¨s0í Ö?gÊð#0÷¿gï(ôx”÷¿g-¶KÇD´ñ?géÅ¯p`@æ¿rú   rû   )r   rU   Úgumbelr)   rQ   r   rþ   r&   r&   r'   Útest_gumbelk  s    
þzTestRandomDist.test_gumbelc                 C   s&   t tjdd�dƒ tttjdd� d S rp  )r   r   r…  r   rF   rG   r&   r&   r'   Útest_gumbel_0s  s    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||ƒ t jdd	d
dd�}t d
d
d
d
g¡}t||ƒ t jdd	ddd�}t ddddg¡}t||ƒ t jd	dd
dd�}t d	d	d	d	g¡}t||ƒ t jd	dddd�}t d	d	d	d	g¡}t||ƒ d S )Ng333333$@g      @ry  r  r•   r   rI  rP   r   rN   rO   rú   ru  )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_hypergeometricw  s&    
þ



z"TestRandomDist.test_hypergeometricc                 C   sJ   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‚  r  rƒ  gð¥ bÙOå?g¹Â¸ëÉçà?gpJmµú	@g{KÏ*Ët	@g•:^w-š«¿gˆY~oõûû?rú   rû   )r   rU   Úlaplacer)   rQ   r   rþ   r&   r&   r'   Útest_laplace‘  s    
þzTestRandomDist.test_laplacec                 C   s&   t tjdd�dƒ tttjdd� d S rp  )r   r   r‰  r   rF   rG   r&   r&   r'   Útest_laplace_0™  s    zTestRandomDist.test_laplace_0c                 C   sJ   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‚  r  rƒ  g#€�K-zñ?g€îJš¬ë?g�92ÄÜ@gØ±ã÷[@gê#+^ÑÀË¿g¢¥-óâ@rú   rû   )r   rU   Úlogisticr)   rQ   r   rþ   r&   r&   r'   Útest_logistic�  s    
þzTestRandomDist.test_logisticc                 C   sJ   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‚  r  )ÚmeanÚsigmar–   g›ŽòÚÉ�0@goÎ,+4FB@gù�ƒ)Ê­6@g†§5éêæ?gnþxN—nP@g…©)‡úµU@ra  rû   )r   rU   Ú	lognormalr)   rQ   r   rþ   r&   r&   r'   Útest_lognormal¥  s    
þzTestRandomDist.test_lognormalc                 C   s&   t tjdd�dƒ tttjdd� d S )Nr   )r�  rI   rs  )r   r   r�  r   rF   rG   r&   r&   r'   Útest_lognormal_0­  s    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||ƒ d S )NgÆ€@õŒí?r  )r_   r–   r   r   r~  rN   )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_logseries±  s    
þzTestRandomDist.test_logseriesc                 C   s   t  d¡dkst‚d S )Nr   rI   )r   r   r¤   rG   r&   r&   r'   Útest_logseries_zero¹  s    z"TestRandomDist.test_logseries_zeroÚvaluerh   rC   ç      ð?g      @c              
   C   sž   t jdd��ˆ t t¡� t |¡ W 5 Q R X t t¡� t t  |gd ¡¡ W 5 Q R X t t¡�& t t  |gd ¡d d d… ¡ W 5 Q R X W 5 Q R X d S )NÚignore©Úinvalidr   r   )r)   Úerrstater†   r‡   rF   r   r   rQ   )r<   r•  r&   r&   r'   Útest_logseries_exceptions¼  s     z(TestRandomDist.test_logseries_exceptionsc                 C   s”   t  | j¡ t jddgd dd�}t ddddd	d	gdd	d
d	d	dggddddddgd	dddddggddd	dd	dgdddd	ddggg¡}t||ƒ d S )Nr   çUUUUUUÅ?r   r  r•   rO   rN   rP   r   rÍ   rI   r   )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_multinomialÈ  s    ÿÿÿü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||ƒ tt j||dd� t	t
t j||dd� tjddgddggtjd�}tƒ �.}t  ||¡ | t¡}t|ƒdk�s6t‚W 5 Q R X t d¡}t d¡}t	t
t j||dd� t	t
t jt d¡|ƒ t	t
t j|t d¡ƒ t	t
t j|t d¡ƒ d S )N)r}  r   rI   r   r  g4¸Výj÷?g¾±Ž¥y'@g÷I1‰õù?g—SÙBïŠ#@gû…ªe<@g ÒÔ4W(@g6ŠRÂ¿„û?gò9r
v"@g‹–Ñ�æ?g{§×ïÂ#@gò4Íx›—¿gÇçú"öf"@rú   rû   gN}©O6¦ì?gÐÇYM÷W"@r   r—  )Zcheck_validÚraiser#  rL   Úother)r   rI   rI   rN   )r   rU   Zmultivariate_normalr)   rQ   r   r   r    r   r   rF   r…   r	   rŸ   r¡   r¤   r^   Úeyer1  )	r<   rŽ  Zcovr–   rè   ræ   r¥   r¦   Úmur&   r&   r'   Útest_multivariate_normalÓ  sd    
ÿÿÿü
ÿÿ


ÿ ÿ ÿ ÿz'TestRandomDist.test_multivariate_normalc                 C   sF   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||ƒ d S )Nr   g|ò°Pkš¿?r  )Únr_   r–   iP  iI  i|  ic  i  i‡  )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   rž     s    
þz%TestRandomDist.test_negative_binomialc              	   C   sJ   t ƒ �:}| t¡ tttjdtjƒ tttjdtjgd ƒ W 5 Q R X d S )Nr   r   )	r	   rŸ   r    r   rF   r   r   r)   ra   r€  r&   r&   r'   Ú!test_negative_binomial_exceptions  s    


ÿz0TestRandomDist.test_negative_binomial_exceptionsc                 C   sÊ   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 )NrP   r  )ÚdfÚnoncr–   gôûÖGë7@g!© ÈÜ´*@gž1}“z9?@g¹+é©¸™0@g26E_r#@g¦�I�!ó1@ry  rû   r   rd   g�÷ô‹÷?g’šT¶ˆDÃ?gÀõ?Tƒ?gÍ+òqnlð?gÓ~|òùDÕ?gë°¬òÇÃ?r   g›{¿0¾1#@gpŽ§²rs'@gþ~;ïÑÓ$@g"‹†dIŽ@gö°Õöë÷*@gÑ}Ÿ'Á,@)r   rU   Únoncentral_chisquarer)   rQ   r   rþ   r&   r&   r'   Útest_noncentral_chisquare  s(    
þ
þ
þz(TestRandomDist.test_noncentral_chisquarec                 C   sL   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 )NrP   r   rI   r  )ÚdfnumÚdfdenr¦  r–   gŒ^ýíå~ö?gƒ/+c¢äÕ?g"¡®.ž@gü†Œ÷Ž´@g×7í§ŸþÛ?g»ŒE·Öò?ry  rû   )r   rU   Únoncentral_fr)   rQ   r   rþ   r&   r&   r'   Útest_noncentral_f*  s    
ÿ
þz TestRandomDist.test_noncentral_fc                 C   s0   t  | j¡ t jddtjd�}t |¡s,t‚d S )NrP   r   )r©  rª  r¦  )r   rU   r«  r)   ra   Úisnanr¤   )r<   rè   r&   r&   r'   Útest_noncentral_f_nan3  s    z$TestRandomDist.test_noncentral_f_nanc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nr}  r‚  r  rƒ  gíœ&&n@gO»G_Ê@gÜ~w²ø@gtÁÜûw]Õ¿gm&¨5ú½@gŒñ$È>Û@rú   rû   )r   rU   Únormalr)   rQ   r   rþ   r&   r&   r'   Útest_normal8  s    
þzTestRandomDist.test_normalc                 C   s&   t tjdd�dƒ tttjdd� d S rp  )r   r   r¯  r   rF   rG   r&   r&   r'   Útest_normal_0@  s    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  ©r3   r–   gÅWò˜I£@gùÔ¨y–@gy£Ÿ]Ó0‰Ag1~ÖÒ\�AgåËíãša@gÑY„
²7Aé   )Znulp)r   rU   Úparetor)   rQ   ÚtestingZassert_array_almost_equal_nulprþ   r&   r&   r'   Útest_paretoD  s    þÿ
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||ƒ d S )Nr}  r  )Úlamr–   r   rI   )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Útest_poissonS  s    
þzTestRandomDist.test_poissonc              	   C   sš   t  d¡j}d}tttj|ƒ tttj|gd ƒ tttj|ƒ tttj|gd ƒ tƒ �6}| t	¡ tttjt j
ƒ tttjt j
gd ƒ W 5 Q R X d S )Nrã   rC   r   )r)   r¿   rÁ   r   rF   r   r   r	   rŸ   r    ra   )r<   ZlambigZlamnegr¥   r&   r&   r'   Útest_poisson_exceptions[  s    
z&TestRandomDist.test_poisson_exceptionsc                 C   sH   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  r²  gõ;•'û”?gÜ´èwÞ*�?g×†5›Ø?gF¡GÙ?g ÆËD]?gýÞ$`°ÉÀ?rú   rû   )r   rU   Úpowerr)   rQ   r   rþ   r&   r&   r'   Ú
test_powerg  s    
þzTestRandomDist.test_powerc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nr   r  )rr  r–   g"íu¨ÈÆ+@gîN$MBÄ*@g7v8Bô4@gêÿª55@geãˆ&@g~ŽÓ£ÌZ1@ry  rû   )r   rU   Úrayleighr)   rQ   r   rþ   r&   r&   r'   Útest_rayleigho  s    
þzTestRandomDist.test_rayleighc                 C   s&   t tjdd�dƒ tttjdd� d S rp  )r   r   r¼  r   rF   rG   r&   r&   r'   Útest_rayleigh_0w  s    zTestRandomDist.test_rayleigh_0c                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r•   gMo³DL®è?g6Ï([9ÀgðºrF=òí?gÉM'	-™ ÀgóV¼ëûÀgVA:ìQyÇ?rú   rû   )r   rU   Zstandard_cauchyr)   rQ   r   rþ   r&   r&   r'   Útest_standard_cauchy{  s    
þz#TestRandomDist.test_standard_cauchyc                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r•   g°ö–Ü�Üî?gc!z¨ì?g&N˜¥"�@g¬NIàŠÇ@gFÇï>ú’ã?g¡~‚MEø?rú   rû   )r   rU   Zstandard_exponentialr)   rQ   r   rþ   r&   r&   r'   Útest_standard_exponentialƒ  s    
þz(TestRandomDist.test_standard_exponentialc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )NrN   r  )rs   r–   g)§ž@g¾§Ä¾¤„@gd]‰,qÂ@gP‡kÌ{@g9B#Œ1@gÔÚv÷‡ @ry  rû   )r   rU   Ústandard_gammar)   rQ   r   rþ   r&   r&   r'   Útest_standard_gamma‹  s    
þz"TestRandomDist.test_standard_gammac                 C   s&   t tjdd�dƒ tttjdd� d S )Nr   )rs   rs  )r   r   rÁ  r   rF   rG   r&   r&   r'   Útest_standard_gamma_0“  s    z$TestRandomDist.test_standard_gamma_0c                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r•   r  r  r  r  r  r  rú   rû   )r   rU   r—   r)   rQ   r   rþ   r&   r&   r'   Útest_standard_normal—  s    
þz#TestRandomDist.test_standard_normalc                 C   s0   t  | j¡ t  ¡ }t d¡}t||dd� d S )Nr  rú   rû   r  rþ   r&   r&   r'   Útest_randn_singletonŸ  s    
z#TestRandomDist.test_randn_singletonc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nr   r  )r¥  r–   g\VÔHÂï?gßhUÍ%›¶¿gÿH$ðMÏõ?güøüL›³á¿gV«qdz¥Ç¿gã–€Õý“ã?rú   rû   )r   rU   Ú
standard_tr)   rQ   r   rþ   r&   r&   r'   Útest_standard_t¥  s    
þzTestRandomDist.test_standard_tc                 C   sL   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 )Ng{®Gáz@gö(\�Âu$@g×£p=
W4@r  )ÚleftÚmodeÚrightr–   g:§}ŒÂ\)@ghØ±TjÓ(@g‡Ç¨L‰30@g6Úœ™ÅA0@g6¤õ—sh&@gœí<Šáþ,@ry  rû   )r   rU   Ú
triangularr)   rQ   r   rþ   r&   r&   r'   Útest_triangular­  s    
ÿ
þzTestRandomDist.test_triangularc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nç®Gáz®ó?g®Gáz%@r  )ÚlowÚhighr–   g>#¥HÃö@g£¨uºó@g•ï‡§Ý#@g„}d]#@gø†‰N¶õ@g­w)*ó @rú   rû   )r   rU   Úuniformr)   rQ   r   rþ   r&   r&   r'   Útest_uniform¶  s    
þzTestRandomDist.test_uniformc                 C   s–   t  d¡j}t  d¡j}tj}tt|t j dƒ tt|dt jƒ tt|||ƒ tt|t j gdgƒ tt|dgt jgƒ tjt  	|d¡|d d� d S )Nrt   r   rI   g  Ø…W4vC)rÎ  rÏ  )
r)   ZfinforÀ   rÁ   r   rÐ  r   ÚOverflowErrorÚinfÚ	nextafter)r<   ZfminZfmaxÚfuncr&   r&   r'   Útest_uniform_range_bounds¾  s    z(TestRandomDist.test_uniform_range_boundsc                 C   sj   G dd„ dt jƒ}t  d¡ |¡}tttj||ƒ G dd„ dt jƒ}t  d¡ |¡}tttj|ddƒ 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!   ©rE   rG   r&   r&   r'   Ú	__float__Ö  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)rY   rZ   r[   rØ  r&   r&   r&   r'   ÚThrowingFloatÕ  s   rÙ  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!   r×  rG   r&   r&   r'   Ú__int__Þ  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)rY   rZ   r[   rÚ  r&   r&   r&   r'   ÚThrowingIntegerÝ  s   rÛ  rI   )	r)   ZndarrayrQ   rÝ   r   rE   r   rÐ  r   )r<   rÙ  Zthrowing_floatrÛ  Zthrowing_intr&   r&   r'   Ú!test_scalar_exception_propagationÎ  s    
ÿz0TestRandomDist.test_scalar_exception_propagationc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )NrÍ  ç¤p=
×£ø?r  ©r¡  Úkappar–   gL×üZI@g¦¢'N"@gÀ·…þkrØ?g”k=mœ@g�¹Ú‰ó?gÜ^Ì=�\ý?rú   rû   ©r   rU   Úvonmisesr)   rQ   r   rþ   r&   r&   r'   Útest_vonmisesä  s    
þzTestRandomDist.test_vonmisesc                 C   s2   t  | j¡ t jdddd�}tt |¡ ¡ ƒ d S )Nrh   gg5_PŸG>é@B rÞ  )r   rU   rá  r   r)   Úisfiniterk   ©r<   Úrr&   r&   r'   Útest_vonmises_smallì  s    z"TestRandomDist.test_vonmises_smallc                 C   s>   t  | j¡ t jdddd�}t dddg¡}t||dd	� d S )
Nrh   g    ÐcArN   rÞ  g  AÔü^>?g @’ÌR7?g x¢.¿rÍ   rû   rà  rþ   r&   r&   r'   Útest_vonmises_largeò  s    þz"TestRandomDist.test_vonmises_largec                 C   s.   t  | j¡ t jdtjd�}tt |¡ƒ d S )Nrh   )r¡  rß  )r   rU   rá  r)   ra   r   r­  rå  r&   r&   r'   Útest_vonmises_nanû  s    z TestRandomDist.test_vonmises_nanc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )NrÍ  rÝ  r  )rŽ  rr  r–   gÉZ¥ƒ¢@g-ïŸg†@g¦8
ÄÖmÖ?gÃÎVP"ø?g`Vô áÎ?gx©^½&3Ì?ry  rû   )r   rU   Úwaldr)   rQ   r   rþ   r&   r&   r'   Ú	test_wald   s    
þzTestRandomDist.test_waldc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )NrÍ  r  r²  g@–Ý6ï?g¦Óé]Aí?g(Ã1Ú¥Rþ?gù¤U þ?g“Í2§_uå?g^}-­Qö?rú   rû   )r   rU   Úweibullr)   rQ   r   rþ   r&   r&   r'   Útest_weibull  s    
þzTestRandomDist.test_weibullc                 C   s:   t  | j¡ tt jddd�t d¡ƒ ttt jdd� d S )Nr   ru  r²  rs  )r3   )r   rU   r   rì  r)   r^   r   rF   rG   r&   r&   r'   Útest_weibull_0  s    zTestRandomDist.test_weibull_0c                 C   sD   t  | j¡ t jddd�}t ddgddgddgg¡}t||ƒ d S )	NrÍ  r  r²  éB   é   rI   rN   ra  )r   rU   r   r)   rQ   r   rþ   r&   r&   r'   Ú	test_zipf  s    
þzTestRandomDist.test_zipfN)[rY   rZ   r[   r�   rÿ   r   r	  r  r  r  r  r  r  r!  r%  r(  r+  r.  r0  r5  r7  r9  r;  rM  rU  rX  rZ  r`  rc  rj  rk  rl  rm  ro  rt  rx  r{  r|  r  r�  r†  r‡  rˆ  rŠ  r‹  r�  r‘  r’  r“  r”  r†   rð   Zparametrizer)   rÔ  ra   r›  r�  r¢  rž   r¤  r¨  r¬  r®  r°  r±  r¶  r¸  r¹  r»  r½  r¾  r¿  rÀ  rÂ  rÃ  rÄ  rÅ  rÇ  rÌ  rÑ  rÖ  rÜ  râ  rç  rè  ré  rë  rí  rî  rñ  r&   r&   r&   r'   rò   ³  s¦   .		


3			rò   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$„ Zd%d&„ Zd'd(„ Zd)d*„ Zd+d,„ Zd-d.„ Zd/d0„ Zd1d2„ Zd3d4„ Zd5d6„ Zd7d8„ Zd9d:„ Zd;d<„ Z d=d>„ Z!d?d@„ Z"dAS )BÚTestBroadcastc                 C   s
   d| _ d S )NéÍ[ró   rG   r&   r&   r'   r�   !  s    zTestBroadcast.setup_methodc                 C   s   t  | j¡ d S r!   )r   rU   rG   r&   r&   r'   Úset_seed$  s    zTestBroadcast.set_seedc                 C   sn   dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd� |  ¡  |||d ƒ}t||dd� d S )	Nr   rI   çºlö×÷á?ç_x¤¥á?ç=å*BNà?rN   ry  rû   )r   rÐ  r)   rQ   rô  r   )r<   rÎ  rÏ  rÐ  ræ   rè   r&   r&   r'   rÑ  '  s    þzTestBroadcast.test_uniformc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rI   rC   g-rö´@g¦Y®lõ@g-µ`¦wý?rN   ry  rû   )r   r¯  r)   rQ   rô  r   r   rF   )r<   r„  rr  Ú	bad_scaler¯  ræ   rè   r&   r&   r'   r°  7  s     þzTestBroadcast.test_normalc                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   rJ   gnÍQVfÉ?gV©‹šKB³?gv®`køÏ?rN   ry  rû   )r   rY  r)   rQ   rô  r   r   rF   )r<   r3   r4   Úbad_aZbad_brY  ræ   rè   r&   r&   r'   rZ  J  s&    þzTestBroadcast.test_betac                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S ©	NrI   rC   gö.Ug¬Zè?gi Pr�qè?gçÅEKÌæ?rN   ry  rû   )r   rn  r)   rQ   rô  r   r   rF   )r<   rr  rø  rn  ræ   rè   r&   r&   r'   ro  `  s    þzTestBroadcast.test_exponentialc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S rú  )r   rÁ  r)   rQ   rô  r   r   rF   )r<   rs   Ú	bad_shapeZ	std_gammaræ   rè   r&   r&   r'   rÂ  m  s    þz!TestBroadcast.test_standard_gammac                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   rJ   gö.Ug¬Zø?gi Pr�qø?gçÅEKÌö?rN   ry  rû   )r   rz  r)   rQ   rô  r   r   rF   )r<   rs   rr  rû  rø  rz  ræ   rè   r&   r&   r'   r{  z  s&    þzTestBroadcast.test_gammac                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   rJ   gb—�yÊœé?g»åoðÄë?gT¹æ7Í@rN   ry  rû   )r   rw  r)   rQ   rô  r   r   rF   )r<   r©  rª  Ú	bad_dfnumÚ	bad_dfdenrw  ræ   rè   r&   r&   r'   rx  �  s&    þzTestBroadcast.test_fc           
   	   C   sˆ  dg}dg}dg}dg}dg}dg}t j}t ddd	g¡}|  ¡  ||d ||ƒ}	t|	|d
d� t t |||tjgd ƒ¡¡s„t	‚t
t||d ||ƒ t
t||d ||ƒ t
t||d ||ƒ |  ¡  |||d |ƒ}	t|	|d
d� t
t|||d |ƒ t
t|||d |ƒ t
t|||d |ƒ |  ¡  ||||d ƒ}	t|	|d
d� t
t||||d ƒ t
t||||d ƒ t
t||||d ƒ d S )Nr   rN   rO   r   rC   rJ   gÈr±^G"@g/�*@g‹°�Ñ†š!@ry  rû   )r   r«  r)   rQ   rô  r   rk   r­  ra   r¤   r   rF   )
r<   r©  rª  r¦  rü  rý  Úbad_noncZnonc_fræ   rè   r&   r&   r'   r¬  ¦  s<    þ$zTestBroadcast.test_noncentral_fc                 C   s:   |   ¡  t ddg¡}tjddddd�}t||dd� d S )Ng¬ªaŒ‚z@gn4M;î%é?ry   r   r•   ry  rû   )rô  r)   rQ   r   r«  r   )r<   ræ   rè   r&   r&   r'   Útest_noncentral_f_small_dfÉ  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )	NrI   rC   g~¼}ÐN?â?g‘$FŽŸà?g'rS�èÀ?rN   ry  rû   )r   rb  r)   rQ   rô  r   r   rF   )r<   r¥  Úbad_dfrb  ræ   rè   r&   r&   r'   rc  Ï  s    þzTestBroadcast.test_chisquarec                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   rJ   g©ç wÌ "@g2øêWR@g�ˆâRY@rN   ry  rû   )r   r§  r)   rQ   rô  r   r   rF   )r<   r¥  r¦  r   rþ  Znonc_chiræ   rè   r&   r&   r'   r¨  Ü  s&    þz'TestBroadcast.test_noncentral_chisquarec                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrI   rC   gTÄò�@g~‹Fžl@gÆštø�pð?rN   ry  rû   )r   rÆ  r)   rQ   rô  r   r   rF   )r<   r¥  r   Útræ   rè   r&   r&   r'   rÇ  ò  s    þzTestBroadcast.test_standard_tc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rI   rC   g´®W!è@gü�OBº¦ÀgÈ}Ç?àý¿rN   ry  rû   )r   rá  r)   rQ   rô  r   r   rF   )r<   r¡  rß  Z	bad_kappará  ræ   rè   r&   r&   r'   râ     s     þzTestBroadcast.test_vonmisesc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrI   rC   g&ƒ8¾?ò?g�e�âFXò?gªÕ‹Ë�Ÿð?rN   ry  rû   )r   r´  r)   rQ   rô  r   r   rF   )r<   r3   rù  r´  ræ   rè   r&   r&   r'   r¶    s    þzTestBroadcast.test_paretoc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S rú  )r   rì  r)   rQ   rô  r   r   rF   )r<   r3   rù  rì  ræ   rè   r&   r&   r'   rí  !  s    þzTestBroadcast.test_weibullc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrI   rC   rõ  rö  r÷  rN   ry  rû   )r   rº  r)   rQ   rô  r   r   rF   )r<   r3   rù  rº  ræ   rè   r&   r&   r'   r»  /  s    þzTestBroadcast.test_powerc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rI   rC   g:¨×BKc±?gÖ3®šk²?gî~qÉÁ“?rN   ry  rû   )r   r‰  r)   rQ   rô  r   r   rF   )r<   r„  rr  rø  r‰  ræ   rè   r&   r&   r'   rŠ  =  s     þzTestBroadcast.test_laplacec                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rI   rC   gÈ'�£ZyÑ?g÷dSO=Ñ?gÏ3Lõ1³Õ?rN   ry  rû   )r   r…  r)   rQ   rô  r   r   rF   )r<   r„  rr  rø  r…  ræ   rè   r&   r&   r'   r†  P  s     þzTestBroadcast.test_gumbelc                 C   sª   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ tt  d
d¡d
ƒ d S )Nr   rI   rC   gÂ“y±ÕÀ?gªÀJõR�Á?gþ
~Æ&‘£?rN   ry  rû   r–  rh   )	r   rŒ  r)   rQ   rô  r   r   rF   r   )r<   r„  rr  rø  rŒ  ræ   rè   r&   r&   r'   r�  c  s"    þzTestBroadcast.test_logisticc                 C   sÀ   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ ttt j|d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ ttt j||d ƒ d S )
Nr   rI   rC   gÄñò�ÏH"@g¼ùÜ®ƒÍ @gvv	ý²:@rN   ry  rû   )r   r�  r)   rQ   rô  r   r   rF   )r<   rŽ  r�  Z	bad_sigmar�  ræ   rè   r&   r&   r'   r‘  w  s$    þzTestBroadcast.test_lognormalc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )	NrI   rC   gÝ±lËo½ó?gé/Ó‚´Æó?gz~ßRó?rN   ry  rû   )r   r¼  r)   rQ   rô  r   r   rF   )r<   rr  rø  r¼  ræ   rè   r&   r&   r'   r½  Œ  s    þzTestBroadcast.test_rayleighc                 C   s  dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ ttt j|d |ƒ ttt j|d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ tt|ddƒ tt|ddƒ d S )Nr   rI   r   rJ   g@mò ‰e¾?g¸�`ŸIß¿?g¸‡|2‹í?rN   ry  rû   rh   )r   rê  r)   rQ   rô  r   r   rF   )r<   rŽ  rr  Zbad_meanrø  rê  ræ   rè   r&   r&   r'   rë  ™  s.    þzTestBroadcast.test_waldc                 C   sš  dg}dg}dg}dg}dg}|d \}}t j}t dddg¡}	|  ¡  ||d ||ƒ}
t|
|	dd	� tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	dd	� tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	dd	� tt||||d ƒ tt||||d ƒ tt||||d ƒ tt|d
ddƒ tt|d
ddƒ tt|d
d
d
ƒ d S )NrI   rN   r   rO   g,âP;bD @gºÁ±È%G @g,~S²¨ @ry  rû   r   rh   g      4@g      9@)r   rË  r)   rQ   rô  r   r   rF   )r<   rÈ  rÊ  rÉ  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_tworË  ræ   rè   r&   r&   r'   rÌ  ³  sL    þÿÿ
ÿzTestBroadcast.test_triangularc           	      C   sä   dg}dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||ƒ tt||d |ƒ tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||ƒ tt|||d ƒ tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   ç      ø?rN   )r   r   r)   rQ   rô  r   r   rF   )	r<   r£  r_   Úbad_nÚ	bad_p_oneÚ	bad_p_twoZbinomræ   rè   r&   r&   r'   r`  Û  s&    

zTestBroadcast.test_binomialc           	      C   sä   dg}dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||ƒ tt||d |ƒ tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||ƒ tt|||d ƒ tt|||d ƒ tt|||d ƒ d S )NrI   r   rC   r  r   rN   )r   r   r)   rQ   rô  r   r   rF   )	r<   r£  r_   r  r  r  Z	neg_binomræ   rè   r&   r&   r'   rž   ò  s&    

z$TestBroadcast.test_negative_binomialc                 C   sx   t  ¡ j}dg}dg}|d g}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt	||d ƒ tt	||d ƒ d S )NrI   rC   r   r   rN   )
r   r9   Z_poisson_lam_maxr   r)   rQ   rô  r   r   rF   )r<   Zmax_lamr·  Zbad_lam_oneZbad_lam_twor   ræ   rè   r&   r&   r'   r¸  	  s    


zTestBroadcast.test_poissonc              	   C   sŽ   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tjdd��( tt|tj	ƒ tt|ddtj	gƒ W 5 Q R X d S )Nr   r   rI   rN   r—  r˜  )
r   r   r)   rQ   rô  r   r   rF   rš  ra   )r<   r3   rù  r   ræ   rè   r&   r&   r'   rñ    s    
zTestBroadcast.test_zipfc                 C   sj   dg}dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   rC   r  r   rN   )r   r   r)   rQ   rô  r   r   rF   )r<   r_   r  r  Zgeomræ   rè   r&   r&   r'   r  &  s    
zTestBroadcast.test_geometricc                 C   sÚ  dg}dg}dg}dg}dg}dg}dg}t j}t dddg¡}	|  ¡  ||d ||ƒ}
t|
|	ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt|ddd	ƒ tt|ddd	ƒ tt|dddƒ tt|ddd
ƒ d S )NrI   r   rC   rJ   r   rO   rN   r   r   é   )r   r   r)   rQ   rô  r   r   rF   )r<   ZngoodZnbadZnsampleZ	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twoZ	hypergeomræ   rè   r&   r&   r'   rˆ  3  sD    


z!TestBroadcast.test_hypergeometricc                 C   sj   dg}dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   r   rC   rI   rN   )r   r   r)   rQ   rô  r   r   rF   )r<   r_   r  r  r   ræ   rè   r&   r&   r'   r“  [  s    
zTestBroadcast.test_logseriesN)#rY   rZ   r[   r�   rô  rÑ  r°  rZ  ro  rÂ  r{  rx  r¬  rÿ  rc  r¨  rÇ  râ  r¶  rí  r»  rŠ  r†  r�  r‘  r½  rë  rÌ  r`  rž   r¸  rñ  r  rˆ  r“  r&   r&   r&   r'   rò    s@   #((rò  zcan't start threadrä   c                   @   s4   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ ZdS )Ú
TestThreadc                 C   s   t dƒ| _d S )NrO   )r?   ÚseedsrG   r&   r&   r'   r�   l  s    zTestThread.setup_methodc                    sÊ   ddl m‰  t t| jƒf| ¡}t t| jƒf| ¡}‡ ‡fdd„t| j|ƒD ƒ}dd„ |D ƒ dd„ |D ƒ t| j|ƒD ]\}}ˆt |¡|ƒ q|t 	¡ j
jdkr¼tjdkr¼t||ƒ n
t||ƒ d S )	Nr   )ÚThreadc                    s&   g | ]\}}ˆ ˆt  |¡|fd �‘qS ))ÚtargetÚargs)r   r9   )rB  r=   Úo©r	  Úfunctionr&   r'   rD  v  s   ÿz-TestThread.check_function.<locals>.<listcomp>c                 S   s   g | ]}|  ¡ ‘qS r&   )Ústart©rB  rm   r&   r&   r'   rD  x  s     c                 S   s   g | ]}|  ¡ ‘qS r&   )Újoinr  r&   r&   r'   rD  y  s     rO   Úwin32)Ú	threadingr	  r)   r1  r¡   r  Úzipr   r9   ZintprM   ÚitemsizerØ   Úplatformr   r   )r<   r  ÚszZout1Zout2r  r=   r  r&   r  r'   Úcheck_functiono  s    
ÿzTestThread.check_functionc                 C   s   dd„ }| j |dd� d S )Nc                 S   s   | j dd�|d< d S )Né'  r•   .)r¯  ©r.   Úoutr&   r&   r'   Ú
gen_random†  s    z*TestThread.test_normal.<locals>.gen_random)r  ©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©r   r7   rq  .)rn  r)   r8  r  r&   r&   r'   r  Œ  s    z'TestThread.test_exp.<locals>.gen_randomr   r  r  r  r&   r&   r'   Ú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   rœ  r   r  r•   .)r   r  r&   r&   r'   r  ’  s    z/TestThread.test_multinomial.<locals>.gen_random)r  r   r  r  r  r&   r&   r'   r�  ‘  s    zTestThread.test_multinomialN)rY   rZ   r[   r�   r  r°  r!  r�  r&   r&   r&   r'   r  i  s
   r  c                   @   s,   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	S )
ÚTestSingleEltArrayInputc                 C   s4   t  dg¡| _t  dg¡| _t  dg¡| _d| _d S )Nr   rN   rO   rG  )r)   rQ   ÚargOneÚargTwoÚargThreeÚtgtShaperG   r&   r&   r'   r�   š  s    z$TestSingleEltArrayInput.setup_methodc                 C   s€   t jt jt jt jt jt jt jt jt j	t j
t jt jf}t jt jf}|D ]6}||krb|t dg¡ƒ}n
|| jƒ}t|j| jƒ qDd S r�   )r   rn  rÁ  rb  rÆ  r´  rì  rº  r¼  r   r   r   r   r)   rQ   r#  r   rs   r&  )r<   ÚfuncsÚ	probfuncsrÕ  r  r&   r&   r'   Útest_one_arg_funcs   s$         û
z*TestSingleEltArrayInput.test_one_arg_funcsc                 C   sÈ   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}||krft dg¡}n| j}|| j|ƒ}t|j| jƒ || jd |ƒ}t|j| jƒ || j|d ƒ}t|j| jƒ qLd S )Nr   r   )r   rÐ  r¯  rY  rz  rw  r§  rá  r‰  r…  rŒ  r�  rê  r   r   r)   rQ   r$  r#  r   rs   r&  )r<   r'  r(  rÕ  r$  r  r&   r&   r'   Útest_two_arg_funcs³  s2          úz*TestSingleEltArrayInput.test_two_arg_funcsc                 C   s†   t jt jt jg}|D ]l}|| j| j| jƒ}t|j| j	ƒ || jd | j| jƒ}t|j| j	ƒ || j| jd | jƒ}t|j| j	ƒ qd S ©Nr   )
r   r«  rË  r   r#  r$  r%  r   rs   r&  )r<   r'  rÕ  r  r&   r&   r'   Útest_three_arg_funcsÎ  s    ÿz,TestSingleEltArrayInput.test_three_arg_funcsN)rY   rZ   r[   r�   r)  r*  r,  r&   r&   r&   r'   r"  ™  s   r"  c                 C   sD   t  d¡ | \}}}tt |ƒ}||ddiŽ}t|jt d¡kƒ d S )Nró  r–   r   rã   )r   rU   Úgetattrr   rM   r)   )r(   Úfnamer  rÜ   rw  rè   r&   r&   r'   Útest_integer_dtypeÞ  s
    


r/  c                 C   sd   t  d¡ | \}}}tt |ƒ}||ddiŽ}tjdkr>| ¡ }t | t	j
¡¡ ¡ }t||kƒ d S )Nró  r–   rã  r×   )r   rU   r-  rØ   rÙ   rÚ   rÛ   rÜ   rÝ   r)   rÓ   rÞ   r   )r(   r.  r  rÜ   rw  rà   rá   r&   r&   r'   Útest_integer_repeatæ  s    



r0  c                	   C   s†   t  t¡� tjdddgdd� W 5 Q R X t  t¡� tjddgddd� W 5 Q R X t  t¡� tjddgddgdd� W 5 Q R X d S )NrI   r)  gffffffæ?)r   rI   r•   r   )r†   r‡   rF   r   r   r&   r&   r&   r'   Útest_broadcast_size_errorñ  s    r1  c                  C   sÐ   t j tdƒ¡} |  d¡ |  ¡ \}}}|d d… dks<t‚||d d… Ž }| |¡ |jdd�}t	|d |d ƒ t
|d d |d d ƒ t
|d d	 |d d	 ƒ t	|d
 |d
 ƒ t	|d |d ƒ d S )Nr   rI   )r   Fr©   r-   r.   r/   r0   r1   r2   )r)   r   r9   r   r—   Ú
__reduce__r¤   r�   rŒ   r   r   )rV   Zctorr  Zstate_ar4   Zstate_br&   r&   r'   Ú&test_randomstate_ctor_old_style_pickleû  s    

r3  c                 C   sR   t j d¡}|j}t j |¡ tt jjjjt	|ƒƒs8t
‚t j ¡ }||ksNt
‚d S r+  )r)   r   Zdefault_rngr-   r+   r¢   ZmtrandZ_randZ_bit_generatorrí   r¤   r*   )r,   Zdef_bgÚbgZ	second_bgr&   r&   r'   Útest_hot_swap  s    
r5  c                 C   s˜   t dƒ}tj |¡ tjjdd�}tj d¡ tjjdd�}t|ƒ t|ƒ |d dks\t‚|d d |d d ksxt‚|d d |d d ks”t‚d S )	Nr   Fr©   rI   r-   r   r.   Úinc)r   r)   r   r+   rŒ   rU   Úprintr¤   )r,   r4  r.   r¬   r&   r&   r'   Útest_seed_alt_bit_gen  s    r8  c              	   C   sH   t j ¡ }tdƒ}t j |¡ tjtdd�� t j |¡ W 5 Q R X d S )Nr   zstate must be for a PCG64rƒ   )	r)   r   rŒ   r   r+   r†   r‡   rF   r�   )r,   r.   r4  r&   r&   r'   Útest_state_error_alt_bit_gen%  s
    
r9  c                 C   sÒ   t j d¡ t j ddd¡}tdƒ}|j}t j |¡ t jjdd�}|D ]}|| || ksHt‚qHt j d¡ t j ddd¡}t  	||k¡r�t‚|j}|d d |d d ks²t‚|d d |d d ksÎt‚d S )	NéÍ� r   é   @r   Fr©   r.   r6  )
r)   r   rU   r:   r   r.   r+   rŒ   r¤   rk   )r,   rÎ   r4  r.   Zstate_directÚfieldZpcg_valsr¬   r&   r&   r'   Útest_swap_worked.  s    r=  c                 C   sL   t j tdƒ¡ t j ddd¡}t j tdƒ¡}| ddd¡}t||ƒ d S )Nr:  r   r;  r   )r)   r   r+   r   r:   r9   r   )r,   Zsingleton_valsZrgZnon_singleton_valsr&   r&   r'   Ú%test_swapped_singleton_against_direct@  s
    r>  )3rÛ   r¯   rØ   r  Únumpyr)   r†   Znumpy.testingr   r   r   r   r   r   r   r	   r
   Znumpy.randomr   r   r   r8  r#   r¿   r]   rÁ   r$   Zfixturer(   r,   r5   r6   r\   rc   r‰   r¹   rò   rò  rð   rñ   r  r"  r/  r0  r1  r3  r5  r8  r9  r=  r>  r&   r&   r&   r'   Ú<module>   sŽ   ,ù
ù
ù

/5W "      q    O/E
	