a
    ³ÐOcl> ã                	   @   sŽ  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œZe e¡jdk rÀd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$„ ƒZd%d&„ ZG d'd(„ d(ƒZG d)d*„ d*ƒZG d+d,„ d,ƒZG d-d.„ d.ƒZ G d/d0„ d0ƒZ!G d1d2„ d2ƒZ"G d3d4„ d4ƒZ#G d5d6„ d6ƒZ$G d7d8„ d8ƒZ%d9d:„ Z&d;d<„ Z'd=d>„ Z(dS )?é    N)Úassert_Úassert_raisesÚassert_equalÚassert_warnsÚassert_no_warningsÚassert_array_equalÚassert_array_almost_equalÚsuppress_warnings)ÚMT19937ÚPCG64)Úrandom)g      Y@g333333ã?)ç      à?)é   r   é
   r   é   g      @)éd   r   )ç      $@)é   )ÚbinomialÚ	geometricÚhypergeometricÚ	logseriesÚmultinomialÚnegative_binomialÚpoissonÚzipfì        Z@2fbead005fc63942decb5326d36a1f32fe2c9d32c904ee61e46866b88447c263Z@23ead5dcde35d4cfd4ef2c105e4c3d43304b45dc1b1444b7823b9ee4fa144ebbZ@0d764db64f5c3bad48c8c33551c13b4d07a1e7b470f77629bef6c985cac76fcfZ@7b59bf2f1691626c5815cdcd9a49e1dd68697251d4521575219e4d2a1b8b2c67Z@d754fa5b92943a38ec07630de92362dd2e02c43577fc147417dc5b9db94ccdd3Z@8eb216f7cb2a63cf55605422845caaff002fddc64a7dc8b2d45acd477a49e824Z@70c891d76104013ebd6f6bcf30d403a9074b886ff62e4e6b8eb605bf1a4673b7Z@01f074f97517cd5d21747148ac6ca4074dde7fcb7acbaec0a936606fecacd93f)r   r   r   r   r   r   r   r   Z@8626dd9d052cb608e93d8868de0a7b347258b199493871a1dc56e2a26cacb112Z@8edd53d272e49c4fc8fbbe6c7d08d563d62e482921f3131d0a0e068af30f0db9Z@83496cc4281c77b786c9b7ad88b74d42e01603a55c60577ebab81c3ba8d45657Z@65878a38747c176bc00e930ebafebb69d4e1e16cd3a704e264ea8f5e24f548dbZ@7a984ae6dca26fd25374479e118b22f55db0aedccd5a0f2584ceada33db98605Z@d636d968e6a24ae92ab52fe11c46ac45b0897e98714426764e820a7d77602a61Z@956552176f77e7c9cb20d0118fc9cf690be488d790ed4b4c4747b965e61b0bb4Z@f84ba7feffda41e606e20b28dfc0f1ea9964a74574513d4a4cbc98433a8bfa45Úmodule)ZscopeÚparamsc                 C   s   | j t| j  t| j  fS ©N)ÚparamÚ	INT_FUNCSÚINT_FUNC_HASHES)Úrequest© r$   úZ/var/www/html/gsl.tools/lib/python3.9/site-packages/numpy/random/tests/test_randomstate.pyÚint_func2   s    ÿr&   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_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 )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_scalarA   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   r1   iÔ  r   iÍ  r2   i	  )r   r3   Úranger   r4   ÚnpÚaranger5   r$   r$   r%   Ú
test_arrayG   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   r3   Ú
ValueError©r6   r$   r$   r%   Útest_invalid_scalarQ   s    zTestSeed.test_invalid_scalarc                 C   sX   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g d¢ƒ t ttjg d¢ƒ d S )Nr=   r>   r   )é   r   r   )rD   éþÿÿÿr   r?   rB   r$   r$   r%   Útest_invalid_arrayV   s
    zTestSeed.test_invalid_arrayc                 C   sL   t ttjtjg tjd�ƒ t ttjg d¢gƒ t ttjg d¢g d¢gƒ d S )N©Údtype©rD   r   é   )é   é   r   )r   rA   r   r3   r:   ÚarrayÚint64rB   r$   r$   r%   Útest_invalid_array_shape^   s    ÿÿz!TestSeed.test_invalid_array_shapec                 C   sD   t  tdƒ¡}ttƒ� | d¡ W d   ƒ n1 s60    Y  d S )Nr   éÒ  )r   r3   r   r   r@   Úseed)r6   Úrsr$   r$   r%   Útest_cannot_seedf   s    
zTestSeed.test_cannot_seedc                 C   s   t ttjtƒ d S r   )r   rA   r   r3   r
   rB   r$   r$   r%   Útest_invalid_initializationk   s    z$TestSeed.test_invalid_initializationN)
Ú__name__Ú
__module__Ú__qualname__r8   r<   rC   rF   rO   rS   rT   r$   r$   r$   r%   r0   @   s   
r0   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intrG   )r   r   rD   r   )r:   Úzerosr   r   r   r   )r6   rZ   Úpr$   r$   r%   Útest_n_zerop   s    zTestBinomial.test_n_zeroc                 C   s   t ttjdtjƒ d S )NrD   )r   rA   r   r   r:   ÚnanrB   r$   r$   r%   Útest_p_is_nany   s    zTestBinomial.test_p_is_nanN)rU   rV   rW   r\   r^   r$   r$   r$   r%   rX   o   s   	rX   c                   @   sL   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dS )ÚTestMultinomialc                 C   s   t  dddg¡ d S )Nr   çš™™™™™É?çš™™™™™é?©r   r   rB   r$   r$   r%   Ú
test_basic   s    zTestMultinomial.test_basicc                 C   s   t  dg d¢¡ d S )Nr   )r`   ra   ç        rd   rd   rb   rB   r$   r$   r%   Útest_zero_probability‚   s    z%TestMultinomial.test_zero_probabilityc                 C   sZ   t dt dd¡  kodk n  ƒ t ddd¡}t t d|k¡ƒ t t |dk ¡ƒ d S )Néûÿÿÿr>   rL   )r   r   r4   r:   Úall©r6   Úxr$   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   rD   ©rD   r   r   ©r   r   r   ©r   r   )
r   r   r   r:   Úuint32ÚshaperM   r   r@   Úfloat©r6   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?r`   çš™™™™™¹¿çÍÌÌÌÌÌì?©r   rA   r   r   rB   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 )Nr>   ra   r`   rv   rB   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      .@rD   rJ   iÛ iUr   )Úpvals)r:   r;   Úsumr   rQ   r   Úascontiguousarrayr   )r6   r[   ry   Ú
non_contigÚcontigr$   r$   r%   Útest_p_non_contiguous    s    


z%TestMultinomial.test_p_non_contiguousc                 C   sb   t jg d¢t jd�}|| ¡  }d}tjt|d�� t d|¡ W d   ƒ n1 sT0    Y  d S )N)
ç®Gáz®ï?r   ç•Ö&è.>r€   r€   r€   r€   r€   r€   r€   rG   z-[\w\s]*pvals array is cast to 64-bit floating)ÚmatchrD   )	r:   rM   Úfloat32rz   ÚpytestÚraisesrA   r   r   )r6   ri   ry   r�   r$   r$   r%   Útest_multinomial_pvals_float32ª   s    
ÿz.TestMultinomial.test_multinomial_pvals_float32N)rU   rV   rW   rc   re   rj   rr   rw   rx   r~   r…   r$   r$   r$   r%   r_   ~   s   
r_   c                   @   sd   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ ZdS )ÚTestSetStatec                 C   s$   d| _ t | j ¡| _| j ¡ | _d S ©NiÒ–I)rQ   r   r3   Úrandom_stateÚ	get_stater(   rB   r$   r$   r%   Úsetup´   s    zTestSetState.setupc                 C   s<   | j  d¡}| j  | j¡ | j  d¡}tt ||k¡ƒ d S )Né   )rˆ   ÚtomaxintÚ	set_stater(   r   r:   rg   ©r6   ÚoldÚnewr$   r$   r%   rc   ¹   s    zTestSetState.test_basicc                 C   s@   | j jdd�}| j  | j¡ | j jdd�}tt ||k¡ƒ d S ©NrJ   ©Úsize)rˆ   Ústandard_normalr�   r(   r   r:   rg   rŽ   r$   r$   r%   Ú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¡ƒ d S r‘   )rˆ   r”   r‰   r�   r   r:   rg   )r6   r(   r�   r�   r$   r$   r%   Ú test_gaussian_reset_in_media_resÆ   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 )NrE   r‹   r’   )r(   rˆ   r”   r�   r   r:   rg   )r6   Ú	old_stateÚx1Zx2Zx3r$   r$   r%   Útest_backwards_compatibilityÑ   s    z)TestSetState.test_backwards_compatibilityc                 C   s   | j  dd¡ d S ©Nr   )rˆ   r   rB   r$   r$   r%   Útest_negative_binomialÝ   s    z#TestSetState.test_negative_binomialc                 C   sv   t  tƒ ¡}tƒ �P}| t¡}| ¡ }tt|ƒdkƒ t	|t
ƒsDJ ‚|d dksTJ ‚W d   ƒ n1 sh0    Y  d S )NrD   r'   r   )r   r3   r   r	   ÚrecordÚRuntimeWarningr‰   r   ÚlenÚ
isinstanceÚdict)r6   rR   ÚsupÚwr(   r$   r$   r%   Útest_get_state_warningâ   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UnknownrD   rG   F©Úlegacyr'   )	rˆ   r‰   r   rA   r�   r@   r:   rM   Úobject)r6   r(   Z	new_stater$   r$   r%   Ú!test_invalid_legacy_state_settingë   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¥   r+   rD   )
rˆ   rQ   Úrandom_sampler”   r‰   r   ÚpickleÚloadsÚdumpsr/   )r6   ZpickledZ	rs_unpickZ	unpickledr$   r$   r%   Útest_pickleõ   s    
zTestSetState.test_picklec                 C   s<   | j  ¡ }| j  ¡  | j  |¡ | j jdd�}t||ƒ d S )NFr¥   )rˆ   Ú__getstate__r”   Ú__setstate__r‰   r/   )r6   Z
attr_stater(   r$   r$   r%   Útest_state_settingÿ   s
    

zTestSetState.test_state_settingc                 C   s   t | jƒ d¡sJ ‚d S )NzRandomState(MT19937))Úreprrˆ   Ú
startswithrB   r$   r$   r%   Ú	test_repr  s    zTestSetState.test_reprN)rU   rV   rW   rŠ   rc   r•   r–   r™   r›   r£   r¨   r­   r°   r³   r$   r$   r$   r%   r†   ³   s   	

r†   c                	   @   sž   e Zd ZejZejejej	ej
ejejejejejg	Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zejje d¡jdk dd�dd„ ƒZdd„ Zdd„ ZdS )ÚTestRandintc                 C   s   t t| jdtd� d S ©NrD   rG   )r   r@   Úrfuncrp   rB   r$   r$   r%   Útest_unsupported_type  s    z!TestRandint.test_unsupported_typec                 C   s    | j D ]”}|tju rdn
t |¡j}|tju r2dnt |¡jd }tt| j|d ||d� tt| j||d |d� tt| j|||d� tt| jdd|d� qd S )Nr   r   rD   rG   )	Úityper:   Úbool_ÚiinfoÚminÚmaxr   rA   r¶   )r6   ÚdtÚlbndÚubndr$   r$   r%   Útest_bounds_checking  s    
z TestRandint.test_bounds_checkingc                 C   s´   | j D ]¨}|tju rdn
t |¡j}|tju r2dnt |¡jd }|d }t| j||d d|d�|ƒ |}t| j||d d|d�|ƒ || d }t| j||d d|d�|ƒ qd S )Nr   r   rD   r1   ©r“   rH   )r¸   r:   r¹   rº   r»   r¼   r   r¶   )r6   r½   r¾   r¿   Útgtr$   r$   r%   Ú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 r2dnt |¡jd }z| j|||d� W q tyŠ } ztdt	|ƒ ƒ‚W Y d }~qd }~0 0 qd S )Nr   r   rD   rG   zMNo error should have been raised, but one was with the following message:

%s)
r¸   r:   r¹   rº   r»   r¼   r¶   Ú	ExceptionÚAssertionErrorÚstr)r6   r½   r¾   r¿   Úer$   r$   r%   Útest_full_range,  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 )NrD   )rK   é   r‹   r   i   rÁ   r   )	r   rQ   r¸   r¶   r   r¼   r»   r:   r¹   )r6   r½   r¿   Úvalsr$   r$   r%   Útest_in_bounds_fuzz:  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int32rN   Úint8Úuint16rn   Úuint64Úuint8rD   rP   Úlittler   r   r1   rÁ   r   )r¸   r   rQ   ÚsysÚ	byteorderr¶   ÚbyteswapÚhashlibÚsha256Úviewr:   rÏ   Ú	hexdigestr   rH   ÚnamerÌ   )r6   rÂ   r½   ÚvalÚresr$   r$   r%   Útest_repeatabilityI  s*    ø



zTestRandint.test_repeatabilityÚlr   zCannot test with 32-bit C long)Úreasonc              
   C   sÀ   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 ]H}t d¡ | jdgdgdggg d¢|d�}t||d ur°|n|d ƒ qrd S )N)l   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)rL   rJ   rJ   i90  r>   r   rD   )r2   r   l       r’   )r:   rM   r   rQ   r¶   r   )r6   Údesiredr“   ri   r$   r$   r%   Ú.test_repeatability_32bit_boundary_broadcastingi  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 rµ   )r:   rN   rº   r¼   rÑ   r   r4   r   )r6   r½   rÂ   r¾   r¿   Úactualr$   r$   r%   Útest_int64_uint64_corner_case�  s    z)TestRandint.test_int64_uint64_corner_casec                 C   sà   | j D ]^}|tju rdn
t |¡j}|tju r2dnt |¡jd }| j|||d�}t|jt |¡ƒ qt	t
tjjfD ]f}|t	u r„dn
t |¡j}|t	u rœdnt |¡jd }| j|||d�}tt|dƒ ƒ tt|ƒ|ƒ qtd S )Nr   r   rD   rG   rH   )r¸   r:   r¹   rº   r»   r¼   r¶   r   rH   rÌ   rY   ÚcompatÚlongr   ÚhasattrÚtype)r6   r½   r¾   r¿   Úsampler$   r$   r%   Útest_respect_dtype_singleton˜  s    
z(TestRandint.test_respect_dtype_singletonN)rU   rV   rW   r   r4   r¶   r:   r¹   rÏ   rÒ   rÍ   rÐ   rÎ   rn   rN   rÑ   r¸   r·   rÀ   rÃ   rÈ   rË   rÞ   rƒ   ÚmarkZskipifrº   r¼   râ   rä   rê   r$   r$   r$   r%   r´   
  s    ÿ	 ÿ
r´   c                   @   s”  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ 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$dEdF„ Z%dGdH„ Z&dIdJ„ Z'dKdL„ Z(dMdN„ Z)dOdP„ Z*dQdR„ Z+dSdT„ Z,dUdV„ Z-dWdX„ Z.dYdZ„ Z/d[d\„ Z0d]d^„ Z1d_d`„ Z2dadb„ Z3dcdd„ Z4dedf„ Z5dgdh„ Z6didj„ Z7dkdl„ Z8dmdn„ Z9dodp„ Z:dqdr„ Z;dsdt„ Z<dudv„ Z=dwdx„ Z>dydz„ Z?d{d|„ Z@d}d~„ ZAdd€„ ZBd�d‚„ ZCdƒd„„ ZDd…d†„ ZEd‡dˆ„ ZFd‰dŠ„ ZGd‹dŒ„ ZHd�dŽ„ ZId�d�„ ZJd‘d’„ ZKd“d”„ ZLd•d–„ ZMd—d˜„ ZNd™dš„ ZOd›dœ„ ZPd�dž„ ZQdŸd „ ZRd¡d¢„ ZSd£S )¤ÚTestRandomDistc                 C   s
   d| _ d S r‡   ©rQ   rB   r$   r$   r%   rŠ   ¯  s    zTestRandomDist.setupc                 C   sF   t  | j¡ t  dd¡}t ddgddgddgg¡}t||d	d
� d S )NrJ   r   ç_®\±*Íã?ç�›˜¬”îâ?ç<î�pì?ç®,º¥oˆì?çˆÂÉHÝ?çZ±­°êæè?é   ©Údecimal)r   rQ   Úrandr:   rM   r   ©r6   rã   rá   r$   r$   r%   Ú	test_rand²  s    
þzTestRandomDist.test_randc                 C   s*   t  | j¡ t  ¡ }d}t||dd� d S )Nrî   rô   rõ   )r   rQ   r÷   r   rø   r$   r$   r%   Útest_rand_singletonº  s    z"TestRandomDist.test_rand_singletonc                 C   sl   t  | j¡ t  dd¡}t ddgddgddgg¡}t||d	d
� t  | j¡ t  ¡ }t||d d	d
� d S )NrJ   r   çÿ!ã<Oqõ?ç4ð�u,Íû?çÁ³½3Ûû÷?çL«I/DÍ¿çà@ËÀŽ? @çÿHSÓ\@rô   rõ   ©r   r   ©r   rQ   Zrandnr:   rM   r   rø   r$   r$   r%   Ú
test_randnÀ  s    
þzTestRandomDist.test_randnc                 C   sF   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||ƒ d S )Né�ÿÿÿéc   ©rJ   r   r’   é   rJ   éÌÿÿÿé)   éÐÿÿÿé¾ÿÿÿ)r   rQ   r4   r:   rM   r   rø   r$   r$   r%   Útest_randintÌ  s    
þzTestRandomDist.test_randintc                 C   sî   t  | j¡ tƒ �:}| t¡}t jdddd�}tt|ƒdkƒ W d   ƒ n1 sR0    Y  t 	ddgdd	gd
dgg¡}t
||ƒ t  | j¡ tƒ �8}| t¡}t jddd�}tt|ƒdkƒ W d   ƒ n1 sÒ0    Y  t
||d ƒ d S )Nr  r  r  r’   rD   r  rJ   r  r	  r
  r  éÆ   r   )r   rQ   r	   rœ   ÚDeprecationWarningÚrandom_integersr   rž   r:   rM   r   )r6   r¡   r¢   rã   rá   r$   r$   r%   Útest_random_integersÔ  s     
.
þ

.z#TestRandomDist.test_random_integersc                 C   sª   t  | j¡ t  | j¡}|jdd�}t t¡jdkrXtjddgddgdd	ggtj	d
�}n"tjddgddgddggtj	d
�}t
||ƒ | | j¡ | ¡ }t
||d ƒ d S )Nr  r’   iÿÿÿiÁª4OiÿË•+i³RºKiriFbÀqi™‡ÀrG   l   ÿK+W+¥y l   r&&ÌJÒ] l   ™�;	 l   Õ‹nBz l   ž@XÓHŒT l   D+l++Ý r  )r   rQ   r3   rŒ   r:   rº   rY   r¼   rM   rN   r   )r6   rR   rã   rá   r$   r$   r%   Útest_tomaxintæ  s(    
þþ
þý
zTestRandomDist.test_tomaxintc                 C   sð   t ƒ �F}| t¡}t t d¡jt d¡j¡}tt	|ƒdkƒ W d   ƒ n1 sR0    Y  t d¡j}t
||ƒ t ƒ �Z}| t¡}t d¡j}t |t d¡jƒ|t d¡jƒ¡}tt	|ƒdkƒ W d   ƒ n1 sØ0    Y  t
||ƒ d S )Nrß   rD   )r	   rœ   r  r   r  r:   rº   r¼   r   rž   r   rH   rè   )r6   r¡   r¢   rã   rá   Ztyperr$   r$   r%   Útest_random_integers_max_intú  s     

ÿ.

ÿ.z+TestRandomDist.test_random_integers_max_intc                 C   sn   t  ¡ �R t  dt¡ tttjt d¡j	ƒ tttjt d¡j	t d¡j	ƒ W d   ƒ n1 s`0    Y  d S )NÚerrorrß   )
ÚwarningsÚcatch_warningsÚsimplefilterr  r   r   r  r:   rº   r¼   rB   r$   r$   r%   Útest_random_integers_deprecated  s    

þþz.TestRandomDist.test_random_integers_deprecatedc                 C   sj   t  | j¡ t  d¡}t ddgddgddgg¡}t||dd	� t  | j¡ t  ¡ }t||d
 dd	� d S )Nr  rî   rï   rð   rñ   rò   ró   rô   rõ   r  )r   rQ   r©   r:   rM   r   rø   r$   r$   r%   Útest_random_sample  s    

þz!TestRandomDist.test_random_samplec                 C   s4   t  | j¡ t  dd¡}t g d¢¡}t||ƒ d S )NrK   )r   rJ   r   rJ   ©r   rQ   Úchoicer:   rM   r   rø   r$   r$   r%   Útest_choice_uniform_replace*  s    z*TestRandomDist.test_choice_uniform_replacec                 C   s<   t  | j¡ t jddg d¢d�}t g d¢¡}t||ƒ d S )NrK   )çš™™™™™Ù?r  çš™™™™™¹?r  ©r[   )rD   rD   r   r   r  rø   r$   r$   r%   Útest_choice_nonuniform_replace0  s    z-TestRandomDist.test_choice_nonuniform_replacec                 C   s8   t  | j¡ t jdddd�}t g d¢¡}t||ƒ d S )NrK   rJ   F©Úreplace)r   rD   rJ   r  rø   r$   r$   r%   Útest_choice_uniform_noreplace6  s    z,TestRandomDist.test_choice_uniform_noreplacec                 C   s>   t  | j¡ t jdddg d¢d�}t g d¢¡}t||ƒ d S )NrK   rJ   F)r  ç333333Ó?r   r  ©r!  r[   )r   rJ   rD   r  rø   r$   r$   r%   Ú test_choice_nonuniform_noreplace<  s    z/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s8   t  | j¡ t  g d¢d¡}t g d¢¡}t||ƒ d S )N)r-   r.   ÚcÚdrK   )r&  r'  r&  r'  r  rø   r$   r$   r%   Útest_choice_nonintegerB  s    z%TestRandomDist.test_choice_nonintegerc                 C   s2  t j}tt|ddƒ tt|ddƒ tt|ddgddggdƒ tt|g dƒ tt|g d¢dddgddggd	� tt|ddgdg d
¢d	� tt|ddgdddgd	� tt|ddgdddgd	� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddg d¢d� d S )Nr>   rJ   ç      @rD   r   rK   )rD   r   rJ   rK   g      Ð?r  )r  r  r`   rs   rt   r  rI   Fr   rE   )r>   )r>   rD   )rD   r   r   r$  )r   r  r   rA   )r6   ré   r$   r$   r%   Útest_choice_exceptionsH  s$    ÿÿz%TestRandomDist.test_choice_exceptionsc              	   C   s   ddg}t t tjddd�¡ƒ t t tjddd�¡ƒ t t tjdd|d�¡ƒ t t tjdd|d�¡ƒ t t tjddgdd�¡ƒ t tjd gdd�d u ƒ t ddg¡}tjdtd	�}||d
< t tj|dd�|u ƒ tƒ }t t tjd|dd�¡ ƒ t t tjd|dd�¡ ƒ t t tjd|d|d�¡ ƒ t t tjd|d|d�¡ ƒ t t tjddg|dd�¡ ƒ t tjd g|dd�j	d
kƒ t ddg¡}tjdtd	�}||d
< t tj||dd� 
¡ |u ƒ d}g d¢}ttjd|dd�j|ƒ ttjd|dd�j|ƒ ttjd|d|d�j|ƒ ttjd|d|d�j|ƒ ttjt d¡|dd�j|ƒ ttjd
d
dd�jdƒ ttjd
dd
d�jdƒ ttjddd
d�jdƒ ttjd
d
d�jdƒ ttjg dd�jdƒ ttjddgdd�jdƒ tttjg dƒ d S )Nr  ru   r   Tr   Fr$  rD   rG   r   )r   rJ   )r  r  r  r  r  r`   r   )rJ   r   rK   r’   iöÿÿÿ)r   r   r-   r.   )r   r:   Zisscalarr   r  rM   Úemptyr§   ÚtupleÚndimÚitemr   ro   r;   r4   r   rA   )r6   r[   r-   Zarrr7   r$   r$   r%   Útest_choice_return_shape[  sL     ÿz'TestRandomDist.test_choice_return_shapec                 C   s,   t  g d¢¡}g d¢}tttj||d� d S )N)é*   rD   r   )NNNr  )r:   rM   r   rA   r   r  )r6   r-   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   rL   r)  rD   r   rJ   r  )r:   Úonesr   rQ   r  r{   r   )r6   r[   r|   r}   r$   r$   r%   Útest_choice_p_non_contiguousŽ  s     z+TestRandomDist.test_choice_p_non_contiguousc                 C   s(   t  | j¡ t  d¡}d}t||ƒ d S )Nr   s
   ‚Uižÿ—+Wf¥)r   rQ   Úbytesr   rø   r$   r$   r%   Ú
test_bytes—  s    
zTestRandomDist.test_bytesc                 C   sŒ   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¢ƒ}t  |¡ |}|g d¢ƒ}t||ƒ qFd S )Nc                 S   s
   t  g ¡S r   )r:   rM   ©ri   r$   r$   r%   Ú<lambda>   ó    z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r   r$   r6  r$   r$   r%   r7  ¡  r8  c                 S   s   t  | ¡ t j¡S r   )r:   ÚasarrayÚastyperÏ   r6  r$   r$   r%   r7  ¢  r8  c                 S   s   t  | ¡ t j¡S r   )r:   r9  r:  r‚   r6  r$   r$   r%   r7  £  r8  c                 S   s   t  | ¡ t j¡S r   )r:   r9  r:  Z	complex64r6  r$   r$   r%   r7  ¤  r8  c                 S   s   t  | ¡ t¡S r   )r:   r9  r:  r§   r6  r$   r$   r%   r7  ¥  r8  c                 S   s   dd„ | D ƒS )Nc                 S   s   g | ]}||f‘qS r$   r$   ©Ú.0Úir$   r$   r%   Ú
<listcomp>¦  r8  úATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r$   r6  r$   r$   r%   r7  ¦  r8  c                 S   s   t  dd„ | D ƒ¡S )Nc                 S   s   g | ]}||g‘qS r$   r$   r;  r$   r$   r%   r>  §  r8  r?  )r:   r9  r6  r$   r$   r%   r7  §  r8  c                 S   s   t  | | g¡jS r   )r:   ZvstackÚTr6  r$   r$   r%   r7  ¨  r8  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$   r$   r;  r$   r$   r%   r>  ª  r8  r?  r-   r.   )r:   r9  rY   rÙ   Zrecarrayr6  r$   r$   r%   r7  ª  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$   r$   r;  r$   r$   r%   r>  ®  r8  r?  r-   ©rD   r.   )r:   r9  r§   rÎ   r6  r$   r$   r%   r7  ®  s   
ÿÿ©
rD   r   rJ   rK   rL   r   é   rÉ   é	   r   ©
r   rD   rD  r   r   rK   rL   rÉ   rC  rJ   )r   rQ   Úshuffler   )r6   ÚconvÚalistrã   rá   r$   r$   r%   Útest_shuffle�  s$    ò
zTestRandomDist.test_shufflec                 C   sÈ   t j t  tdƒd¡d d d¡}t j t  d¡d d d¡}| ¡ }| ¡ }tdƒD ]d}t |¡ t	t
|j|j  ƒt
|j|j  ƒƒ t |¡ t	t
|j|j  ƒt
|j|j  ƒƒ qVdd„ }d S )	Nr   )rL   rK   rJ   rD   r>   é2   c                 S   s   t  d¡}tttj|ƒ d S )NrJ   )r:   rM   r   r@   r   rF  rh   r$   r$   r%   Útest_shuffle_invalid_objectsÆ  s    
zHTestRandomDist.test_shuffle_masked.<locals>.test_shuffle_invalid_objects)r:   ÚmaZmasked_valuesZreshaper9   r;   Úcopyr   rF  r   ÚsortedÚdataÚmask)r6   r-   r.   Za_origZb_origr=  rK  r$   r$   r%   Útest_shuffle_masked¸  s    "
 ÿ
 ÿz"TestRandomDist.test_shuffle_maskedc                 C   sÔ   t  | j¡ g d¢}t  |¡}g d¢}t||ƒ t  | j¡ t g d¢¡j}t  |¡}t|t |¡jƒ t  | j¡ d}ttt j|ƒ t  | j¡ d}ttt j|ƒ d}g d¢}t  | j¡ t  |¡}t||ƒ d S )NrB  rE  Zabcdg333333ó?r   )
rD  r   rÉ   rL   rD   rJ   rK   rC  r   r   )	r   rQ   Zpermutationr   r:   Z
atleast_2dr@  r   Ú
IndexError)r6   rH  rã   rá   Zarr_2dZ	bad_x_strZbad_x_floatZinteger_valr$   r$   r%   Útest_permutationÊ  s(    



zTestRandomDist.test_permutationc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nr  ru   r  r’   gAàÁKÄ�?g‘ñØhA?g õÒ‡o¿>gÎ¬XfÈ+q?gSâë1Ã$?g'8zXŒ ?rô   rõ   )r   rQ   Úbetar:   rM   r   rø   r$   r$   r%   Ú	test_betaå  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+   r0  é0   é.   é-   )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_binomialî  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 )NrJ  r  r’   g+Qð]uðO@gëòìÇ+Q@gY7`´ZqP@gÈe‡(fŒG@gþv¯t€R@gEIÈ‹R@é   rõ   )r   rQ   Ú	chisquarer:   rM   r   rø   r$   r$   r%   Útest_chisquareû  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?rô   rõ   çHáz®Gá?ç¼‰Ø—²Òœ¼r  )r   rQ   r:   rM   Ú	dirichletr   r   rA   )r6   Úalpharã   rá   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 )Nr_  r`  rD   rk   r   rl   rm   )
r:   rM   r   r   rc  rn   ro   r   r@   rp   rq   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 )Nra  rb  )r:   rM   r   rA   r   rc  )r6   rd  r$   r$   r%   Útest_dirichlet_bad_alpha"  s    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||ƒ d S )N)r_  g      ð¿r`  r   r  r’   )r:   rM   r   rQ   rc  r{   r   )r6   r-   rd  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?rô   rõ   )r   rQ   Úexponentialr:   rM   r   rø   r$   r$   r%   Útest_exponential1  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   ri  r   rA   rB   r$   r$   r%   Útest_exponential_09  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?rô   rõ   )r   rQ   Úfr:   rM   r   rø   r$   r$   r%   Útest_f=  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 )NrL   rJ   r  r’   gÔ�GMçš8@g §â”ÈŒ<@g˜	´":@gÂvÀñÇ#)@gZQø·?@gr‚‚[•¦@@é   rõ   )r   rQ   Úgammar:   rM   r   rø   r$   r$   r%   Ú
test_gammaE  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   )ro   rm  rn  )r   r   ru  r   rA   rB   r$   r$   r%   Útest_gamma_0M  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’   rÉ   rC  é   rL   rp  )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_geometricQ  s    
þzTestRandomDist.test_geometricc                 C   sž   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 �@}| t¡ t ttjtjƒ t ttjtjgd ƒ W d   ƒ n1 s�0    Y  d S )Nrs   r   rt   )	r   rA   r   r   r	   rœ   r�   r:   r]   ©r6   r¡   r$   r$   r%   Útest_geometric_exceptionsY  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 )Nrx  ç       @r  ©Úlocrm  r“   gåûØ•ßÉ?g¨s0í Ö?gÊð#0÷¿gï(ôx”÷¿g-¶KÇD´ñ?géÅ¯p`@æ¿rô   rõ   )r   rQ   Úgumbelr:   rM   r   rø   r$   r$   r%   Útest_gumbelc  s    
þzTestRandomDist.test_gumbelc                 C   s&   t tjdd�dƒ tttjdd� d S rk  )r   r   r€  r   rA   rB   r$   r$   r%   Útest_gumbel_0k  s    zTestRandomDist.test_gumbel_0c                 C   sð   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 g d¢¡}t||ƒ t jdd	ddd�}t g d¢¡}t||ƒ t jd	dd
dd�}t g d¢¡}t||ƒ t jd	dddd�}t g d¢¡}t||ƒ d S )Ng333333$@g      @rt  r  r’   r   rD  rL   r   rJ   rK   )rJ   rJ   rJ   rJ   rô   rp  )rp  rp  rp  rp  )r   r   r   r   )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_hypergeometrico  s&    
þ



z"TestRandomDist.test_hypergeometricc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nrx  r}  r  r~  gð¥ bÙOå?g¹Â¸ëÉçà?gpJmµú	@g{KÏ*Ët	@g•:^w-š«¿gˆY~oõûû?rô   rõ   )r   rQ   Úlaplacer:   rM   r   rø   r$   r$   r%   Útest_laplace‰  s    
þzTestRandomDist.test_laplacec                 C   s&   t tjdd�dƒ tttjdd� d S rk  )r   r   r„  r   rA   rB   r$   r$   r%   Útest_laplace_0‘  s    zTestRandomDist.test_laplace_0c                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nrx  r}  r  r~  g#€�K-zñ?g€îJš¬ë?g�92ÄÜ@gØ±ã÷[@gê#+^ÑÀË¿g¢¥-óâ@rô   rõ   )r   rQ   Úlogisticr:   rM   r   rø   r$   r$   r%   Útest_logistic•  s    
þzTestRandomDist.test_logisticc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nrx  r}  r  )ÚmeanÚsigmar“   g›ŽòÚÉ�0@goÎ,+4FB@gù�ƒ)Ê­6@g†§5éêæ?gnþxN—nP@g…©)‡úµU@r\  rõ   )r   rQ   Ú	lognormalr:   rM   r   rø   r$   r$   r%   Útest_lognormal�  s    
þzTestRandomDist.test_lognormalc                 C   s&   t tjdd�dƒ tttjdd� d S )Nr   )rŠ  rD   rn  )r   r   r‹  r   rA   rB   r$   r$   r%   Útest_lognormal_0¥  s    zTestRandomDist.test_lognormal_0c                 C   sD   t  | j¡ t jddd�}t ddgddgddgg¡}t||ƒ d S )NgÆ€@õŒí?r  )r[   r“   r   r   ry  rJ   )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_logseries©  s    
þzTestRandomDist.test_logseriesc                 C   sZ   t ƒ �@}| t¡ tttjtjƒ tttjtjgd ƒ W d   ƒ n1 sL0    Y  d S )Nr   )	r	   rœ   r�   r   rA   r   r   r:   r]   r{  r$   r$   r%   Útest_logseries_exceptions±  s    
z(TestRandomDist.test_logseries_exceptionsc                 C   sd   t  | j¡ t jddgd dd�}t g d¢g d¢gg d¢g d	¢gg d
¢g d¢gg¡}t||ƒ d S )Nr   çUUUUUUÅ?r   r  r’   )rK   rJ   rL   rK   r   r   )rL   r   rÉ   r   r   rD   )rJ   rK   rJ   r   r   rK   )r   rD   rK   rJ   r   rK   )rK   rK   r   rL   r   rJ   )rK   rJ   rK   r   rJ   rK   )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_multinomial·  s    
ÿÿÿüzTestRandomDist.test_multinomialc           	      C   sÄ  t  | j¡ d}ddgddgg}d}t  |||¡}t ddgddggd	d
gddggddgddggg¡}t||dd� t  ||¡}t ddg¡}t||dd� ddg}ddgddgg}ttt j||ƒ tt j||dd� t	t
t j||dd� tjddgddggtjd�}tƒ �8}t  ||¡ | t¡}t|ƒdk�s6J ‚W d   ƒ n1 �sL0    Y  t d¡}t d¡}t	t
t j||dd� t	t
t jt d¡|ƒ t	t
t j|t d¡ƒ t	t
t j|t d¡ƒ d S )N)rx  r   rD   r   r  g4¸Výj÷?g¾±Ž¥y'@g÷I1‰õù?g—SÙBïŠ#@gû…ªe<@g ÒÔ4W(@g6ŠRÂ¿„û?gò9r
v"@g‹–Ñ�æ?g{§×ïÂ#@gò4Íx›—¿gÇçú"öf"@rô   rõ   gN}©O6¦ì?gÐÇYM÷W"@r   Úignore)Zcheck_validÚraiser  rG   Úother)r   rD   rD   rJ   )r   rQ   Zmultivariate_normalr:   rM   r   r   r�   r   r   rA   r‚   r	   rœ   rž   rZ   Zeyer+  )	r6   r‰  Zcovr“   rã   rá   r¡   r¢   Úmur$   r$   r%   Útest_multivariate_normalÂ  s^    
ÿÿÿü
ÿÿ
2

ÿ
ÿ
ÿ
ÿz'TestRandomDist.test_multivariate_normalc                 C   sF   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||ƒ d S )Nr   g|ò°Pkš¿?r  )Únr[   r“   iP  iI  i|  ic  i  i‡  )r   rQ   r   r:   rM   r   rø   r$   r$   r%   r›   õ  s    
þz%TestRandomDist.test_negative_binomialc                 C   s^   t ƒ �D}| t¡ tttjdtjƒ tttjdtjgd ƒ W d   ƒ n1 sP0    Y  d S )Nr   r   )	r	   rœ   r�   r   rA   r   r   r:   r]   r{  r$   r$   r%   Ú!test_negative_binomial_exceptionsý  s    


ÿz0TestRandomDist.test_negative_binomial_exceptionsc                 C   sÊ   t  | j¡ t jdddd�}t ddgddgdd	gg¡}t||d
d� t jdddd�}t ddgddgddgg¡}t||d
d� t  | j¡ t jdddd�}t ddgddgddgg¡}t||d
d� d S )NrL   r  )ÚdfÚnoncr“   gôûÖGë7@g!© ÈÜ´*@gž1}“z9?@g¹+é©¸™0@g26E_r#@g¦�I�!ó1@rt  rõ   r   r`   g�÷ô‹÷?g’šT¶ˆDÃ?gÀõ?Tƒ?gÍ+òqnlð?gÓ~|òùDÕ?gë°¬òÇÃ?r   g›{¿0¾1#@gpŽ§²rs'@gþ~;ïÑÓ$@g"‹†dIŽ@gö°Õöë÷*@gÑ}Ÿ'Á,@)r   rQ   Únoncentral_chisquarer:   rM   r   rø   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 )NrL   r   rD   r  )ÚdfnumÚdfdenrš  r“   gŒ^ýíå~ö?gƒ/+c¢äÕ?g"¡®.ž@gü†Œ÷Ž´@g×7í§ŸþÛ?g»ŒE·Öò?rt  rõ   )r   rQ   Únoncentral_fr:   rM   r   rø   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,J ‚d S )NrL   r   )r�  rž  rš  )r   rQ   rŸ  r:   r]   Úisnan)r6   rã   r$   r$   r%   Útest_noncentral_f_nan"  s    z$TestRandomDist.test_noncentral_f_nanc                 C   sJ   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||dd� d S )Nrx  r}  r  r~  gíœ&&n@gO»G_Ê@gÜ~w²ø@gtÁÜûw]Õ¿gm&¨5ú½@gŒñ$È>Û@rô   rõ   )r   rQ   Únormalr:   rM   r   rø   r$   r$   r%   Útest_normal'  s    
þzTestRandomDist.test_normalc                 C   s&   t tjdd�dƒ tttjdd� d S rk  )r   r   r£  r   rA   rB   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 )Nrx  r  ©r-   r“   gÅWò˜I£@gùÔ¨y–@gy£Ÿ]Ó0‰Ag1~ÖÒ\�AgåËíãša@gÑY„
²7Aé   )Znulp)r   rQ   Úparetor:   rM   ZtestingZassert_array_almost_equal_nulprø   r$   r$   r%   Útest_pareto3  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 )Nrx  r  )Úlamr“   r   rD   )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Útest_poissonB  s    
þzTestRandomDist.test_poissonc                 C   s®   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 �@}| t	¡ tttjt j
ƒ tttjt j
gd ƒ W d   ƒ n1 s 0    Y  d S )Nrß   r>   r   )r:   rº   r¼   r   rA   r   r   r	   rœ   r�   r]   )r6   ZlambigZlamnegr¡   r$   r$   r%   Útest_poisson_exceptionsJ  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 )Nrx  r  r¦  gõ;•'û”?gÜ´èwÞ*�?g×†5›Ø?gF¡GÙ?g ÆËD]?gýÞ$`°ÉÀ?rô   rõ   )r   rQ   Úpowerr:   rM   r   rø   r$   r$   r%   Ú
test_powerV  s    
þzTestRandomDist.test_powerc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nr   r  )rm  r“   g"íu¨ÈÆ+@gîN$MBÄ*@g7v8Bô4@gêÿª55@geãˆ&@g~ŽÓ£ÌZ1@rt  rõ   )r   rQ   Úrayleighr:   rM   r   rø   r$   r$   r%   Útest_rayleigh^  s    
þzTestRandomDist.test_rayleighc                 C   s&   t tjdd�dƒ tttjdd� d S rk  )r   r   r¯  r   rA   rB   r$   r$   r%   Útest_rayleigh_0f  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?rô   rõ   )r   rQ   Zstandard_cauchyr:   rM   r   rø   r$   r$   r%   Útest_standard_cauchyj  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?rô   rõ   )r   rQ   Zstandard_exponentialr:   rM   r   rø   r$   r$   r%   Útest_standard_exponentialr  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 )NrJ   r  )ro   r“   g)§ž@g¾§Ä¾¤„@gd]‰,qÂ@gP‡kÌ{@g9B#Œ1@gÔÚv÷‡ @rt  rõ   )r   rQ   Ústandard_gammar:   rM   r   rø   r$   r$   r%   Útest_standard_gammaz  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   )ro   rn  )r   r   r´  r   rA   rB   r$   r$   r%   Útest_standard_gamma_0‚  s    z$TestRandomDist.test_standard_gamma_0c                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r’   rû   rü   rý   rþ   rÿ   r   rô   rõ   )r   rQ   r”   r:   rM   r   rø   r$   r$   r%   Útest_standard_normal†  s    
þz#TestRandomDist.test_standard_normalc                 C   s0   t  | j¡ t  ¡ }t d¡}t||dd� d S )Nrû   rô   rõ   r  rø   r$   r$   r%   Útest_randn_singletonŽ  s    
z#TestRandomDist.test_randn_singletonc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nr   r  )r™  r“   g\VÔHÂï?gßhUÍ%›¶¿gÿH$ðMÏõ?güøüL›³á¿gV«qdz¥Ç¿gã–€Õý“ã?rô   rõ   )r   rQ   Ú
standard_tr:   rM   r   rø   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,@rt  rõ   )r   rQ   Ú
triangularr:   rM   r   rø   r$   r$   r%   Útest_triangularœ  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 @rô   rõ   )r   rQ   Úuniformr:   rM   r   rø   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 )Nrp   r   rD   g  Ø…W4vC)rÁ  rÂ  )
r:   Zfinfor»   r¼   r   rÃ  r   ÚOverflowErrorÚinfÚ	nextafter)r6   ZfminZfmaxÚfuncr$   r$   r%   Útest_uniform_range_bounds­  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   ©r@   rB   r$   r$   r%   Ú	__float__Å  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)rU   rV   rW   rË  r$   r$   r$   r%   ÚThrowingFloatÄ  s   rÌ  ç      ð?c                   @   s   e Zd Zdd„ ZdS )zITestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingIntegerc                 S   s   t ‚d S r   rÊ  rB   r$   r$   r%   Ú__int__Í  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)rU   rV   rW   rÎ  r$   r$   r$   r%   ÚThrowingIntegerÌ  s   rÏ  rD   )	r:   ZndarrayrM   rÙ   r   r@   r   rÃ  r   )r6   rÌ  Zthrowing_floatrÏ  Zthrowing_intr$   r$   r%   Ú!test_scalar_exception_propagation½  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 )NrÀ  ç¤p=
×£ø?r  ©r•  Úkappar“   gL×üZI@g¦¢'N"@gÀ·…þkrØ?g”k=mœ@g�¹Ú‰ó?gÜ^Ì=�\ý?rô   rõ   ©r   rQ   Úvonmisesr:   rM   r   rø   r$   r$   r%   Útest_vonmisesÓ  s    
þzTestRandomDist.test_vonmisesc                 C   s2   t  | j¡ t jdddd�}tt |¡ ¡ ƒ d S )Nrd   gg5_PŸG>é@B rÒ  )r   rQ   rÕ  r   r:   Úisfiniterg   ©r6   Úrr$   r$   r%   Útest_vonmises_smallÛ  s    z"TestRandomDist.test_vonmises_smallc                 C   s<   t  | j¡ t jdddd�}t g d¢¡}t||dd� d S )Nrd   g    ÐcArJ   rÒ  )g  AÔü^>?g @’ÌR7?g x¢.¿rÉ   rõ   rÔ  rø   r$   r$   r%   Útest_vonmises_largeá  s    z"TestRandomDist.test_vonmises_largec                 C   s.   t  | j¡ t jdtjd�}tt |¡ƒ d S )Nrd   )r•  rÓ  )r   rQ   rÕ  r:   r]   r   r¡  rÙ  r$   r$   r%   Útest_vonmises_nanê  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 )NrÀ  rÑ  r  )r‰  rm  r“   gÉZ¥ƒ¢@g-ïŸg†@g¦8
ÄÖmÖ?gÃÎVP"ø?g`Vô áÎ?gx©^½&3Ì?rt  rõ   )r   rQ   Úwaldr:   rM   r   rø   r$   r$   r%   Ú	test_waldï  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 )NrÀ  r  r¦  g@–Ý6ï?g¦Óé]Aí?g(Ã1Ú¥Rþ?gù¤U þ?g“Í2§_uå?g^}-­Qö?rô   rõ   )r   rQ   Úweibullr:   rM   r   rø   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   rp  r¦  rn  )r-   )r   rQ   r   rà  r:   rZ   r   rA   rB   r$   r$   r%   Útest_weibull_0ÿ  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 )	NrÀ  r  r¦  éB   é   rD   rJ   r\  )r   rQ   r   r:   rM   r   rø   r$   r$   r%   Ú	test_zipf  s    
þzTestRandomDist.test_zipfN)TrU   rV   rW   rŠ   rù   rú   r  r  r  r  r  r  r  r  r  r"  r%  r(  r*  r/  r1  r3  r5  rI  rQ  rS  rU  r[  r^  re  rf  rg  rh  rj  ro  rs  rv  rw  rz  r|  r�  r‚  rƒ  r…  r†  rˆ  rŒ  r�  rŽ  r�  r‘  r–  r›   r˜  rœ  r   r¢  r¤  r¥  r©  r«  r¬  r®  r°  r±  r²  r³  rµ  r¶  r·  r¸  rº  r¿  rÄ  rÉ  rÐ  rÖ  rÛ  rÜ  rÝ  rß  rá  râ  rå  r$   r$   r$   r%   rì   «  s¢   .		

3			rì   c                   @   s  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ 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[rí   rB   r$   r$   r%   rŠ     s    zTestBroadcast.setupc                 C   s   t  | j¡ d S r   )r   rQ   rB   r$   r$   r%   Úset_seed  s    zTestBroadcast.set_seedc                 C   sl   dg}dg}t j}t g d¢¡}|  ¡  ||d |ƒ}t||dd� |  ¡  |||d ƒ}t||dd� d S )Nr   rD   ©gºlö×÷á?g_x¤¥á?g=å*BNà?rJ   rt  rõ   )r   rÃ  r:   rM   rè  r   )r6   rÁ  rÂ  rÃ  rá   rã   r$   r$   r%   rÄ    s    zTestBroadcast.test_uniformc                 C   s–   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ d S )Nr   rD   r>   )g-rö´@g¦Y®lõ@g-µ`¦wý?rJ   rt  rõ   )r   r£  r:   rM   rè  r   r   rA   )r6   r  rm  Ú	bad_scaler£  rá   rã   r$   r$   r%   r¤  &  s    zTestBroadcast.test_normalc                 C   sÀ   dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )	NrD   r   r>   rE   )gnÍQVfÉ?gV©‹šKB³?gv®`køÏ?rJ   rt  rõ   )r   rT  r:   rM   rè  r   r   rA   )r6   r-   r.   Úbad_aZbad_brT  rá   rã   r$   r$   r%   rU  9  s     zTestBroadcast.test_betac                 C   sV   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S ©NrD   r>   )gö.Ug¬Zè?gi Pr�qè?gçÅEKÌæ?rJ   rt  rõ   )r   ri  r:   rM   rè  r   r   rA   )r6   rm  rê  ri  rá   rã   r$   r$   r%   rj  O  s    zTestBroadcast.test_exponentialc                 C   sV   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S rì  )r   r´  r:   rM   rè  r   r   rA   )r6   ro   Ú	bad_shapeZ	std_gammará   rã   r$   r$   r%   rµ  \  s    z!TestBroadcast.test_standard_gammac                 C   sÀ   dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )	NrD   r   r>   rE   )gö.Ug¬Zø?gi Pr�qø?gçÅEKÌö?rJ   rt  rõ   )r   ru  r:   rM   rè  r   r   rA   )r6   ro   rm  rí  rê  ru  rá   rã   r$   r$   r%   rv  i  s     zTestBroadcast.test_gammac                 C   sÀ   dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )	NrD   r   r>   rE   )gb—�yÊœé?g»åoðÄë?gT¹æ7Í@rJ   rt  rõ   )r   rr  r:   rM   rè  r   r   rA   )r6   r�  rž  Ú	bad_dfnumÚ	bad_dfdenrr  rá   rã   r$   r$   r%   rs    s     zTestBroadcast.test_fc           
   	   C   s†  dg}dg}dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||d ||ƒ}	t|	|dd	� t t |||tjgd ƒ¡¡s‚J ‚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   rJ   rK   r   r>   rE   )gÈr±^G"@g/�*@g‹°�Ñ†š!@rt  rõ   )r   rŸ  r:   rM   rè  r   rg   r¡  r]   r   rA   )
r6   r�  rž  rš  rî  rï  Úbad_noncZnonc_frá   rã   r$   r$   r%   r   •  s6    $zTestBroadcast.test_noncentral_fc                 C   s:   |   ¡  t ddg¡}tjddddd�}t||dd� d S )Ng¬ªaŒ‚z@gn4M;î%é?ru   r   r’   rt  rõ   )rè  r:   rM   r   rŸ  r   )r6   rá   rã   r$   r$   r%   Útest_noncentral_f_small_df¸  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sV   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )NrD   r>   )g~¼}ÐN?â?g‘$FŽŸà?g'rS�èÀ?rJ   rt  rõ   )r   r]  r:   rM   rè  r   r   rA   )r6   r™  Úbad_dfr]  rá   rã   r$   r$   r%   r^  ¾  s    zTestBroadcast.test_chisquarec                 C   sÀ   dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )	NrD   r   r>   rE   )g©ç wÌ "@g2øêWR@g�ˆâRY@rJ   rt  rõ   )r   r›  r:   rM   rè  r   r   rA   )r6   r™  rš  rò  rð  Znonc_chirá   rã   r$   r$   r%   rœ  Ë  s     z'TestBroadcast.test_noncentral_chisquarec                 C   sh   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )NrD   r>   )gTÄò�@g~‹Fžl@gÆštø�pð?rJ   rt  rõ   )r   r¹  r:   rM   rè  r   r   rA   )r6   r™  rò  Útrá   rã   r$   r$   r%   rº  á  s    zTestBroadcast.test_standard_tc                 C   s–   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ d S )Nr   rD   r>   )g´®W!è@gü�OBº¦ÀgÈ}Ç?àý¿rJ   rt  rõ   )r   rÕ  r:   rM   rè  r   r   rA   )r6   r•  rÓ  Z	bad_kapparÕ  rá   rã   r$   r$   r%   rÖ  ï  s    zTestBroadcast.test_vonmisesc                 C   sh   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )NrD   r>   )g&ƒ8¾?ò?g�e�âFXò?gªÕ‹Ë�Ÿð?rJ   rt  rõ   )r   r¨  r:   rM   rè  r   r   rA   )r6   r-   rë  r¨  rá   rã   r$   r$   r%   r©    s    zTestBroadcast.test_paretoc                 C   sh   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S rì  )r   rà  r:   rM   rè  r   r   rA   )r6   r-   rë  rà  rá   rã   r$   r$   r%   rá    s    zTestBroadcast.test_weibullc                 C   sh   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )NrD   r>   ré  rJ   rt  rõ   )r   r­  r:   rM   rè  r   r   rA   )r6   r-   rë  r­  rá   rã   r$   r$   r%   r®    s    zTestBroadcast.test_powerc                 C   s–   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ d S )Nr   rD   r>   )g:¨×BKc±?gÖ3®šk²?gî~qÉÁ“?rJ   rt  rõ   )r   r„  r:   rM   rè  r   r   rA   )r6   r  rm  rê  r„  rá   rã   r$   r$   r%   r…  ,  s    zTestBroadcast.test_laplacec                 C   s–   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ d S )Nr   rD   r>   )gÈ'�£ZyÑ?g÷dSO=Ñ?gÏ3Lõ1³Õ?rJ   rt  rõ   )r   r€  r:   rM   rè  r   r   rA   )r6   r  rm  rê  r€  rá   rã   r$   r$   r%   r�  ?  s    zTestBroadcast.test_gumbelc                 C   s¨   dg}dg}dg}t j}t g d¢¡}|  ¡  ||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   rD   r>   )gÂ“y±ÕÀ?gªÀJõR�Á?gþ
~Æ&‘£?rJ   rt  rõ   rÍ  rd   )	r   r‡  r:   rM   rè  r   r   rA   r   )r6   r  rm  rê  r‡  rá   rã   r$   r$   r%   rˆ  R  s    zTestBroadcast.test_logisticc                 C   s¾   dg}dg}dg}t j}t g d¢¡}|  ¡  ||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   rD   r>   )gÄñò�ÏH"@g¼ùÜ®ƒÍ @gvv	ý²:@rJ   rt  rõ   )r   r‹  r:   rM   rè  r   r   rA   )r6   r‰  rŠ  Z	bad_sigmar‹  rá   rã   r$   r$   r%   rŒ  f  s    zTestBroadcast.test_lognormalc                 C   sV   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )NrD   r>   )gÝ±lËo½ó?gé/Ó‚´Æó?gz~ßRó?rJ   rt  rõ   )r   r¯  r:   rM   rè  r   r   rA   )r6   rm  rê  r¯  rá   rã   r$   r$   r%   r°  {  s    zTestBroadcast.test_rayleighc                 C   s  dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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   rD   r   rE   )g@mò ‰e¾?g¸�`ŸIß¿?g¸‡|2‹í?rJ   rt  rõ   rd   )r   rÞ  r:   rM   rè  r   r   rA   )r6   r‰  rm  Zbad_meanrê  rÞ  rá   rã   r$   r$   r%   rß  ˆ  s(    zTestBroadcast.test_waldc                 C   s˜  dg}dg}dg}dg}dg}|d \}}t j}t g d¢¡}	|  ¡  ||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 )NrD   rJ   r   rK   )g,âP;bD @gºÁ±È%G @g,~S²¨ @rt  rõ   r   rd   g      4@g      9@)r   r¾  r:   rM   rè  r   r   rA   )r6   r»  r½  r¼  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_twor¾  rá   rã   r$   r$   r%   r¿  ¢  sF    ÿÿ
ÿzTestBroadcast.test_triangularc           	      C   sâ   dg}dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )NrD   r   r>   ç      ø?©rD   rD   rD   rJ   )r   r   r:   rM   rè  r   r   rA   )	r6   r—  r[   Úbad_nÚ	bad_p_oneÚ	bad_p_twoZbinomrá   rã   r$   r$   r%   r[  Ê  s&    

zTestBroadcast.test_binomialc           	      C   sâ   dg}dg}dg}dg}dg}t j}t g d¢¡}|  ¡  ||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 )NrD   r   r>   rô  )rD   r   rD   rJ   )r   r   r:   rM   rè  r   r   rA   )	r6   r—  r[   rö  r÷  rø  Z	neg_binomrá   rã   r$   r$   r%   r›   á  s&    

z$TestBroadcast.test_negative_binomialc                 C   sv   t  ¡ j}dg}dg}|d g}t j}t g d¢¡}|  ¡  ||d ƒ}t||ƒ tt	||d ƒ tt	||d ƒ d S )NrD   r>   r   )rD   rD   r   rJ   )
r   r3   Z_poisson_lam_maxr   r:   rM   rè  r   r   rA   )r6   Zmax_lamrª  Zbad_lam_oneZbad_lam_twor   rá   rã   r$   r$   r%   r«  ø  s    


zTestBroadcast.test_poissonc                 C   s    dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tjdd��2 tt|tj	ƒ tt|ddtj	gƒ W d   ƒ n1 s’0    Y  d S )Nr   r   )r   r   rD   rJ   r’  )Úinvalid)
r   r   r:   rM   rè  r   r   rA   Zerrstater]   )r6   r-   rë  r   rá   rã   r$   r$   r%   rå    s    
zTestBroadcast.test_zipfc                 C   sh   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   r>   rô  rl   rJ   )r   r   r:   rM   rè  r   r   rA   )r6   r[   r÷  rø  Zgeomrá   rã   r$   r$   r%   rz    s    
zTestBroadcast.test_geometricc                 C   sØ  dg}dg}dg}dg}dg}dg}dg}t j}t g d¢¡}	|  ¡  ||d ||ƒ}
t|
|	ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt|dd	d
ƒ tt|d	dd
ƒ tt|d	d	dƒ tt|d	d	dƒ d S )NrD   r   r>   rE   r   rK   rõ  rJ   r   r   é   )r   r   r:   rM   rè  r   r   rA   )r6   ZngoodZnbadZnsampleZ	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twoZ	hypergeomrá   rã   r$   r$   r%   rƒ  "  sD    


z!TestBroadcast.test_hypergeometricc                 C   sh   dg}dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   r   r>   rõ  rJ   )r   r   r:   rM   rè  r   r   rA   )r6   r[   r÷  rø  r   rá   rã   r$   r$   r%   rŽ  J  s    
zTestBroadcast.test_logseriesN)#rU   rV   rW   rŠ   rè  rÄ  r¤  rU  rj  rµ  rv  rs  r   rñ  r^  rœ  rº  rÖ  r©  rá  r®  r…  r�  rˆ  rŒ  r°  rß  r¿  r[  r›   r«  rå  rz  rƒ  rŽ  r$   r$   r$   r%   ræ    s@   #((ræ  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 )NrK   )r9   ÚseedsrB   r$   r$   r%   rŠ   Z  s    zTestThread.setupc                    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   r3   )r<  r7   Úo©rý  Úfunctionr$   r%   r>  d  s   ÿz-TestThread.check_function.<locals>.<listcomp>c                 S   s   g | ]}|  ¡ ‘qS r$   )Ústart©r<  ri   r$   r$   r%   r>  f  r8  c                 S   s   g | ]}|  ¡ ‘qS r$   )Újoinr  r$   r$   r%   r>  g  r8  rK   Úwin32)Ú	threadingrý  r:   r+  rž   rü  Úzipr   r3   ZintprH   ÚitemsizerÔ   Úplatformr   r   )r6   r  ÚszZout1Zout2ró  r7   r   r$   r  r%   Úcheck_function]  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_randomt  s    z*TestThread.test_normal.<locals>.gen_random)r  ©r  ©r  ©r6   r  r$   r$   r%   r¤  s  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   r1   rl  .)ri  r:   r2  r  r$   r$   r%   r  z  s    z'TestThread.test_exp.<locals>.gen_randomr  r  r  r  r$   r$   r%   Útest_expy  s    zTestThread.test_expc                 C   s   dd„ }| j |dd� d S )Nc                 S   s   | j ddgd dd�|d< d S )Nr   r�  r   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)rU   rV   rW   rŠ   r  r¤  r  r‘  r$   r$   r$   r%   rû  X  s
   rû  c                   @   s,   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	S )
ÚTestSingleEltArrayInputc                 C   s4   t  dg¡| _t  dg¡| _t  dg¡| _d| _d S )Nr   rJ   rK   rA  )r:   rM   ÚargOneÚargTwoÚargThreeÚtgtShaperB   r$   r$   r%   rŠ   ˆ  s    zTestSingleEltArrayInput.setupc                 C   s€   t jt jt jt jt jt jt jt jt j	t j
t jt jf}t jt jf}|D ]6}||v rb|t dg¡ƒ}n
|| jƒ}t|j| jƒ qDd S rš   )r   ri  r´  r]  r¹  r¨  rà  r­  r¯  r   r   r   r   r:   rM   r  r   ro   r  )r6   ÚfuncsÚ	probfuncsrÈ  r  r$   r$   r%   Útest_one_arg_funcsŽ  s    û
z*TestSingleEltArrayInput.test_one_arg_funcsc                 C   sÈ   t jt jt jt jt jt jt jt jt j	t j
t jt jt jt jf}t jt jf}|D ]v}||v rft dg¡}n| j}|| j|ƒ}t|j| jƒ || jd |ƒ}t|j| jƒ || j|d ƒ}t|j| jƒ qLd S )Nr   r   )r   rÃ  r£  rT  ru  rr  r›  rÕ  r„  r€  r‡  r‹  rÞ  r   r   r:   rM   r  r  r   ro   r  )r6   r  r  rÈ  r  r  r$   r$   r%   Útest_two_arg_funcs¡  s&    úz*TestSingleEltArrayInput.test_two_arg_funcsc                 C   s†   t jt jt jg}|D ]l}|| j| j| jƒ}t|j| j	ƒ || jd | j| jƒ}t|j| j	ƒ || j| jd | jƒ}t|j| j	ƒ qd S )Nr   )
r   rŸ  r¾  r   r  r  r  r   ro   r  )r6   r  rÈ  r  r$   r$   r%   Útest_three_arg_funcs¼  s    ÿz,TestSingleEltArrayInput.test_three_arg_funcsN)rU   rV   rW   rŠ   r  r  r  r$   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 )Nrç  r“   r   rß   )r   rQ   Úgetattrr   rH   r:   )r&   Úfnamerÿ  rØ   rr  rã   r$   r$   r%   Útest_integer_dtypeÌ  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 )Nrç  r“   r×  rÓ   )r   rQ   r   rÔ   rÕ   rÖ   r×   rØ   rÙ   r:   rÏ   rÚ   r   )r&   r!  rÿ  rØ   rr  rÜ   rÝ   r$   r$   r%   Útest_integer_repeatÔ  s    



r#  c                   C   sÂ   t  t¡�$ tjdddgdd� W d   ƒ n1 s40    Y  t  t¡�$ tjddgddd� W d   ƒ n1 sr0    Y  t  t¡�( tjddgddgdd� W d   ƒ n1 s´0    Y  d S )NrD   r#  gffffffæ?)r   rD   r’   r   )rƒ   r„   rA   r   r   r$   r$   r$   r%   Útest_broadcast_size_errorß  s    22r$  ))r×   rª   rÔ   r  Únumpyr:   rƒ   Znumpy.testingr   r   r   r   r   r   r   r	   Znumpy.randomr
   r   r   r2  r!   rº   rY   r¼   r"   Zfixturer&   r/   r0   rX   r_   r†   r´   rì   ræ  rû  r  r"  r#  r$  r$   r$   r$   r%   Ú<module>   s|   (ù
ù
ù
/5W "      h    O/E