a
    hÝEbl> 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)ÚscopeÚparamsc                 C   s   | j t| j  t| j  fS ©N)ÚparamÚ	INT_FUNCSÚINT_FUNC_HASHES)Úrequest© r%   úc/home/ja/django-apps/lartica_env/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
    r0   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   r2   iÔ  r   iÍ  r3   i	  )r   r4   Úranger   r5   ÚnpÚaranger6   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   r4   Ú
ValueError©r7   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   )rE   éþÿÿÿr   r@   rC   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©rE   r   é   )é   é   r   )r   rB   r   r4   r;   ÚarrayÚint64rC   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   r4   r   r   rA   Úseed)r7   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   rB   r   r4   r
   rC   r%   r%   r&   Útest_invalid_initializationk   s    z$TestSeed.test_invalid_initializationN)
Ú__name__Ú
__module__Ú__qualname__r9   r=   rD   rG   rP   rT   rU   r%   r%   r%   r&   r1   @   s   
r1   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intrH   )r   r   rE   r   )r;   Úzerosr   r   r   r   )r7   r[   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 )NrE   )r   rB   r   r   r;   ÚnanrC   r%   r%   r&   Útest_p_is_nany   s    zTestBinomial.test_p_is_nanN)rV   rW   rX   r]   r_   r%   r%   r%   r&   rY   o   s   	rY   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   rC   r%   r%   r&   Ú
test_basic   s    zTestMultinomial.test_basicc                 C   s   t  dg d¢¡ d S )Nr   )ra   rb   ç        re   re   rc   rC   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?   rM   )r   r   r5   r;   Úall©r7   Úxr%   r%   r&   Útest_int_negative_interval…   s    $z*TestMultinomial.test_int_negative_intervalc                 C   sÂ   ddg}t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|ddg¡jdƒ t t d|d¡jdƒ t t d|t d¡¡jdƒ tttjd|t	dƒƒ d S )Nr   rE   ©rE   r   r   ©r   r   r   ©r   r   )
r   r   r   r;   Úuint32ÚshaperN   r   rA   Úfloat©r7   r\   r%   r%   r&   Ú	test_size‹   s    ÿÿzTestMultinomial.test_sizec                 C   s,   t ttjdddgƒ t ttjdddgƒ d S )Nr   çš™™™™™ñ?ra   çš™™™™™¹¿çÍÌÌÌÌÌì?©r   rB   r   r   rC   r%   r%   r&   Útest_invalid_prob™   s    z!TestMultinomial.test_invalid_probc                 C   s   t ttjdddgƒ d S )Nr?   rb   ra   rw   rC   r%   r%   r&   Útest_invalid_n�   s    zTestMultinomial.test_invalid_nc                 C   st   t  d¡}|t  |dd d… ¡ }|dd d… }t d¡ tjd|d�}t d¡ tjdt  |¡d�}t||ƒ d S )Ng      .@rE   rK   iÛ iUr   )Úpvals)r;   r<   Úsumr   rR   r   Úascontiguousarrayr   )r7   r\   rz   Ú
non_contigÚcontigr%   r%   r&   Útest_p_non_contiguous    s    


z%TestMultinomial.test_p_non_contiguousc                 C   sb   t jg d¢t jd�}|| ¡  }d}tjt|d�� t d|¡ W d   ƒ n1 sT0    Y  d S )N)
ç®Gáz®ï?r€   ç•Ö&è.>r�   r�   r�   r�   r�   r�   r�   rH   z-[\w\s]*pvals array is cast to 64-bit floating)ÚmatchrE   )	r;   rN   Úfloat32r{   ÚpytestÚraisesrB   r   r   )r7   rj   rz   r‚   r%   r%   r&   Útest_multinomial_pvals_float32ª   s    
ÿz.TestMultinomial.test_multinomial_pvals_float32N)rV   rW   rX   rd   rf   rk   rs   rx   ry   r   r†   r%   r%   r%   r&   r`   ~   s   
r`   c                   @   sd   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ ZdS )ÚTestSetStatec                 C   s$   d| _ t | j ¡| _| j ¡ | _d S ©NiÒ–I)rR   r   r4   Úrandom_stateÚ	get_stater)   rC   r%   r%   r&   Úsetup´   s    zTestSetState.setupc                 C   s<   | j  d¡}| j  | j¡ | j  d¡}tt ||k¡ƒ d S )Né   )r‰   ÚtomaxintÚ	set_stater)   r   r;   rh   ©r7   ÚoldÚnewr%   r%   r&   rd   ¹   s    zTestSetState.test_basicc                 C   s@   | j jdd�}| j  | j¡ | j jdd�}tt ||k¡ƒ d S ©NrK   ©Úsize)r‰   Ústandard_normalrŽ   r)   r   r;   rh   r�   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’   )r‰   r•   rŠ   rŽ   r   r;   rh   )r7   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 )NrF   rŒ   r“   )r)   r‰   r•   rŽ   r   r;   rh   )r7   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   )r‰   r   rC   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 )NrE   r(   r   )r   r4   r   r	   ÚrecordÚRuntimeWarningrŠ   r   ÚlenÚ
isinstanceÚdict)r7   rS   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UnknownrE   rH   F©Úlegacyr(   )	r‰   rŠ   r   rB   rŽ   rA   r;   rN   Úobject)r7   r)   Ú	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,   rE   )
r‰   rR   Úrandom_sampler•   rŠ   r   ÚpickleÚloadsÚdumpsr0   )r7   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¦   )r‰   Ú__getstate__r•   Ú__setstate__rŠ   r0   )r7   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reprr‰   Ú
startswithrC   r%   r%   r&   Ú	test_repr  s    zTestSetState.test_reprN)rV   rW   rX   r‹   rd   r–   r—   rš   rœ   r¤   rª   r¯   r²   rµ   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 ©NrE   rH   )r   rA   Úrfuncrq   rC   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   rE   rH   )	Úityper;   Úbool_ÚiinfoÚminÚmaxr   rB   r¸   )r7   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   rE   r2   ©r”   rI   )rº   r;   r»   r¼   r½   r¾   r   r¸   )r7   r¿   rÀ   rÁ   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   rE   rH   zMNo error should have been raised, but one was with the following message:

%s)
rº   r;   r»   r¼   r½   r¾   r¸   Ú	ExceptionÚAssertionErrorÚstr)r7   r¿   rÀ   rÁ   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 )NrE   )rL   é   rŒ   r   i   rÃ   r   )	r   rR   rº   r¸   r   r¾   r½   r;   r»   )r7   r¿   rÁ   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int32rO   Úint8Úuint16ro   Úuint64Úuint8rE   rQ   Úlittler   r   r2   rÃ   r   )rº   r   rR   ÚsysÚ	byteorderr¸   ÚbyteswapÚhashlibÚsha256Úviewr;   rÑ   Ú	hexdigestr   rI   ÚnamerÎ   )r7   rÄ   r¿   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)rM   rK   rK   i90  r?   r   rE   )r3   r   l       r“   )r;   rN   r   rR   r¸   r   )r7   Údesiredr”   rj   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 r·   )r;   rO   r¼   r¾   rÓ   r   r5   r   )r7   r¿   rÄ   rÀ   rÁ   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   rE   rH   rI   )rº   r;   r»   r¼   r½   r¾   r¸   r   rI   rÎ   rZ   ÚcompatÚlongr   ÚhasattrÚtype)r7   r¿   rÀ   rÁ   Úsampler%   r%   r&   Útest_respect_dtype_singleton˜  s    
z(TestRandint.test_respect_dtype_singletonN)rV   rW   rX   r   r5   r¸   r;   r»   rÑ   rÔ   rÏ   rÒ   rÐ   ro   rO   rÓ   rº   r¹   rÂ   rÅ   rÊ   rÍ   rà   r„   ÚmarkZskipifr¼   r¾   rä   ræ   rì   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 rˆ   ©rR   rC   r%   r%   r&   r‹   ¯  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 )NrK   r   ç_®\±*Íã?ç�›˜¬”îâ?ç<î�pì?ç®,º¥oˆì?çˆÂÉHÝ?çZ±­°êæè?é   ©Údecimal)r   rR   Úrandr;   rN   r   ©r7   rå   rã   r%   r%   r&   Ú	test_rand²  s    
þzTestRandomDist.test_randc                 C   s*   t  | j¡ t  ¡ }d}t||dd� d S )Nrð   rö   r÷   )r   rR   rù   r   rú   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 )NrK   r   çÿ!ã<Oqõ?ç4ð�u,Íû?çÁ³½3Ûû÷?çL«I/DÍ¿çà@ËÀŽ? @çÿHSÓ\@rö   r÷   ©r   r   ©r   rR   Zrandnr;   rN   r   rú   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   ©rK   r   r“   é   rK   éÌÿÿÿé)   éÐÿÿÿé¾ÿÿÿ)r   rR   r5   r;   rN   r   rú   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“   rE   r	  rK   r
  r  r  r  éÆ   r   )r   rR   r	   r�   ÚDeprecationWarningÚrandom_integersr   rŸ   r;   rN   r   )r7   r¢   r£   rå   rã   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rH   l   ÿK+W+¥y l   r&&ÌJÒ] l   ™�;	 l   Õ‹nBz l   ž@XÓHŒT l   D+l++Ý r  )r   rR   r4   r�   r;   r¼   rZ   r¾   rN   rO   r   )r7   rS   rå   rã   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 )Nrá   rE   )r	   r�   r  r   r  r;   r¼   r¾   r   rŸ   r   rI   rê   )r7   r¢   r£   rå   rã   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errorrá   )
ÚwarningsÚcatch_warningsÚsimplefilterr  r   r   r  r;   r¼   r¾   rC   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  rð   rñ   rò   ró   rô   rõ   rö   r÷   r  )r   rR   r«   r;   rN   r   rú   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 )NrL   )r   rK   r   rK   ©r   rR   Úchoicer;   rN   r   rú   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 )NrL   )çš™™™™™Ù?r  çš™™™™™¹?r  ©r\   )rE   rE   r   r   r  rú   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 )NrL   rK   F©Úreplace)r   rE   rK   r  rú   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 )NrL   rK   F)r  ç333333Ó?r   r  ©r#  r\   )r   rK   rE   r  rú   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drL   )r(  r)  r(  r)  r  rú   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?   rK   ç      @rE   r   rL   )rE   r   rK   rL   g      Ð?r   )r  r  ra   rt   ru   r  rJ   Fr"  rF   )r?   )r?   rE   )rE   r   r   r&  )r   r  r   rB   )r7   rë   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  rv   r   Tr"  Fr&  rE   rH   r   )r   rK   )r  r  r  r  r  ra   r   )rK   r   rL   r“   iöÿÿÿ)r   r   r.   r/   )r   r;   Zisscalarr   r  rN   Úemptyr¨   ÚtupleÚndimÚitemr   rp   r<   r5   r   rB   )r7   r\   r.   Zarrr8   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*   rE   r   )NNNr   )r;   rN   r   rB   r   r  )r7   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   rM   r+  rE   r   rK   r   )r;   Úonesr   rR   r  r|   r   )r7   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   rR   Úbytesr   rú   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;   rN   ©rj   r%   r%   r&   Ú<lambda>   ó    z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r    r%   r8  r%   r%   r&   r9  ¡  r:  c                 S   s   t  | ¡ t j¡S r    )r;   ÚasarrayÚastyperÑ   r8  r%   r%   r&   r9  ¢  r:  c                 S   s   t  | ¡ t j¡S r    )r;   r;  r<  rƒ   r8  r%   r%   r&   r9  £  r:  c                 S   s   t  | ¡ t j¡S r    )r;   r;  r<  Z	complex64r8  r%   r%   r&   r9  ¤  r:  c                 S   s   t  | ¡ t¡S r    )r;   r;  r<  r¨   r8  r%   r%   r&   r9  ¥  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>¦  r:  úATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r%   r8  r%   r%   r&   r9  ¦  r:  c                 S   s   t  dd„ | D ƒ¡S )Nc                 S   s   g | ]}||g‘qS r%   r%   r=  r%   r%   r&   r@  §  r:  rA  )r;   r;  r8  r%   r%   r&   r9  §  r:  c                 S   s   t  | | g¡jS r    )r;   ZvstackÚTr8  r%   r%   r&   r9  ¨  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%   r=  r%   r%   r&   r@  ª  r:  rA  r.   r/   )r;   r;  rZ   rÛ   Zrecarrayr8  r%   r%   r&   r9  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@  ®  r:  rA  r.   ©rE   r/   )r;   r;  r¨   rÐ   r8  r%   r%   r&   r9  ®  s   
ÿÿ©
rE   r   rK   rL   rM   r   é   rË   é	   r   ©
r   rE   rF  r   r   rL   rM   rË   rE  rK   )r   rR   Úshuffler   )r7   ÚconvÚalistrå   rã   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   )rM   rL   rK   rE   r?   é2   c                 S   s   t  d¡}tttj|ƒ d S )NrK   )r;   rN   r   rA   r   rH  ri   r%   r%   r&   Útest_shuffle_invalid_objectsÆ  s    
zHTestRandomDist.test_shuffle_masked.<locals>.test_shuffle_invalid_objects)r;   ÚmaZmasked_valuesZreshaper:   r<   Úcopyr   rH  r   ÚsortedÚdataÚmask)r7   r.   r/   Za_origZb_origr?  rM  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 )NrD  rG  Úabcdg333333ó?r   )
rF  r   rË   rM   rE   rK   rL   rE  r   r   )	r   rR   Zpermutationr   r;   Z
atleast_2drB  r   Ú
IndexError)r7   rJ  rå   rã   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  rv   r  r“   gAàÁKÄ�?g‘ñØhA?g õÒ‡o¿>gÎ¬XfÈ+q?gSâë1Ã$?g'8zXŒ ?rö   r÷   )r   rR   Úbetar;   rN   r   rú   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+   r2  é0   é.   é-   )r   rR   r   r;   rN   r   rú   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 )NrL  r  r“   g+Qð]uðO@gëòìÇ+Q@gY7`´ZqP@gÈe‡(fŒG@gþv¯t€R@gEIÈ‹R@é   r÷   )r   rR   Ú	chisquarer;   rN   r   rú   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?rö   r÷   çHáz®Gá?ç¼‰Ø—²Òœ¼r  )r   rR   r;   rN   Ú	dirichletr   r   rB   )r7   Úalpharå   rã   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 )Nrb  rc  rE   rl   r   rm   rn   )
r;   rN   r   r   rf  ro   rp   r   rA   rq   rr   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 )Nrd  re  )r;   rN   r   rB   r   rf  )r7   rg  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)rb  g      ð¿rc  r   r  r“   )r;   rN   r   rR   rf  r|   r   )r7   r.   rg  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?rö   r÷   )r   rR   Úexponentialr;   rN   r   rú   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   rl  r   rB   rC   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?rö   r÷   )r   rR   Úfr;   rN   r   rú   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 )NrM   rK   r  r“   gÔ�GMçš8@g §â”ÈŒ<@g˜	´":@gÂvÀñÇ#)@gZQø·?@gr‚‚[•¦@@é   r÷   )r   rR   Úgammar;   rN   r   rú   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   )rp   rp  rq  )r   r   rx  r   rB   rC   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“   rË   rE  é   rM   rs  )r   rR   r   r;   rN   r   rú   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 )Nrt   r   ru   )	r   rB   r   r   r	   r�   rž   r;   r^   ©r7   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 )Nr{  ç       @r  ©Úlocrp  r”   gåûØ•ßÉ?g¨s0í Ö?gÊð#0÷¿gï(ôx”÷¿g-¶KÇD´ñ?géÅ¯p`@æ¿rö   r÷   )r   rR   Úgumbelr;   rN   r   rú   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 rn  )r   r   rƒ  r   rB   rC   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      @rw  r  r“   r   rF  rM   r   rK   rL   )rK   rK   rK   rK   rö   rs  )rs  rs  rs  rs  )r   r   r   r   )r   rR   r   r;   rN   r   rú   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 )Nr{  r€  r  r�  gð¥ bÙOå?g¹Â¸ëÉçà?gpJmµú	@g{KÏ*Ët	@g•:^w-š«¿gˆY~oõûû?rö   r÷   )r   rR   Úlaplacer;   rN   r   rú   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 rn  )r   r   r‡  r   rB   rC   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  r�  g#€�K-zñ?g€îJš¬ë?g�92ÄÜ@gØ±ã÷[@gê#+^ÑÀË¿g¢¥-óâ@rö   r÷   )r   rR   Úlogisticr;   rN   r   rú   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@r_  r÷   )r   rR   Ú	lognormalr;   rN   r   rú   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�  rE   rq  )r   r   rŽ  r   rB   rC   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|  rK   )r   rR   r   r;   rN   r   rú   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	   r�   rž   r   rB   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“   )rL   rK   rM   rL   r   r   )rM   r   rË   r   r   rE   )rK   rL   rK   r   r   rL   )r   rE   rL   rK   r   rL   )rL   rL   r   rM   r   rK   )rL   rK   rL   r   rK   rL   )r   rR   r   r;   rN   r   rú   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)r{  r   rE   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"@rö   r÷   gN}©O6¦ì?gÐÇYM÷W"@r   Úignore)Zcheck_validÚraiser  rH   Úother)r   rE   rE   rK   )r   rR   Zmultivariate_normalr;   rN   r   r   rž   r   r   rB   rƒ   r	   r�   rŸ   r[   Úeyer-  )	r7   rŒ  Zcovr”   rå   rã   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   rR   r   r;   rN   r   rú   r%   r%   r&   rœ   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	   r�   rž   r   rB   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 )NrM   r  )ÚdfÚnoncr”   gôûÖGë7@g!© ÈÜ´*@gž1}“z9?@g¹+é©¸™0@g26E_r#@g¦�I�!ó1@rw  r÷   r   ra   g�÷ô‹÷?g’šT¶ˆDÃ?gÀõ?Tƒ?gÍ+òqnlð?gÓ~|òùDÕ?gë°¬òÇÃ?r   g›{¿0¾1#@gpŽ§²rs'@gþ~;ïÑÓ$@g"‹†dIŽ@gö°Õöë÷*@gÑ}Ÿ'Á,@)r   rR   Únoncentral_chisquarer;   rN   r   rú   r%   r%   r&   Útest_noncentral_chisquare  s(    
þ
þ
þz(TestRandomDist.test_noncentral_chisquarec                 C   sL   t  | j¡ t jddddd�}t ddgdd	gd
dgg¡}t||dd� d S )NrM   r   rE   r  )ÚdfnumÚdfdenrž  r”   gŒ^ýíå~ö?gƒ/+c¢äÕ?g"¡®.ž@gü†Œ÷Ž´@g×7í§ŸþÛ?g»ŒE·Öò?rw  r÷   )r   rR   Únoncentral_fr;   rN   r   rú   r%   r%   r&   Útest_noncentral_f  s    
ÿ
þz TestRandomDist.test_noncentral_fc                 C   s0   t  | j¡ t jddtjd�}t |¡s,J ‚d S )NrM   r   )r¡  r¢  rž  )r   rR   r£  r;   r^   Úisnan)r7   rå   r%   r%   r&   Útest_noncentral_f_nan"  s    z$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 )Nr{  r€  r  r�  gíœ&&n@gO»G_Ê@gÜ~w²ø@gtÁÜûw]Õ¿gm&¨5ú½@gŒñ$È>Û@rö   r÷   )r   rR   Únormalr;   rN   r   rú   r%   r%   r&   Útest_normal'  s    
þzTestRandomDist.test_normalc                 C   s&   t tjdd�dƒ tttjdd� d S rn  )r   r   r§  r   rB   rC   r%   r%   r&   Útest_normal_0/  s    zTestRandomDist.test_normal_0c                 C   sL   t  | j¡ t jddd�}t ddgddgdd	gg¡}tjj||d
d� d S )Nr{  r  ©r.   r”   gÅWò˜I£@gùÔ¨y–@gy£Ÿ]Ó0‰Ag1~ÖÒ\�AgåËíãša@gÑY„
²7Aé   )Znulp)r   rR   Úparetor;   rN   ÚtestingZassert_array_almost_equal_nulprú   r%   r%   r&   Útest_pareto3  s    þÿ
zTestRandomDist.test_paretoc                 C   sD   t  | j¡ t jddd�}t ddgddgddgg¡}t||ƒ d S )Nr{  r  )Úlamr”   r   rE   )r   rR   r   r;   rN   r   rú   r%   r%   r&   Útest_poissonB  s    
þzTestRandomDist.test_poissonc                 C   s®   t  d¡j}d}tttj|ƒ tttj|gd ƒ tttj|ƒ tttj|gd ƒ tƒ �@}| t	¡ tttjt j
ƒ tttjt j
gd ƒ W d   ƒ n1 s 0    Y  d S )Nrá   r?   r   )r;   r¼   r¾   r   rB   r   r   r	   r�   rž   r^   )r7   ZlambigZlamnegr¢   r%   r%   r&   Útest_poisson_exceptionsJ  s    
z&TestRandomDist.test_poisson_exceptionsc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nr{  r  rª  gõ;•'û”?gÜ´èwÞ*�?g×†5›Ø?gF¡GÙ?g ÆËD]?gýÞ$`°ÉÀ?rö   r÷   )r   rR   Úpowerr;   rN   r   rú   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  )rp  r”   g"íu¨ÈÆ+@gîN$MBÄ*@g7v8Bô4@gêÿª55@geãˆ&@g~ŽÓ£ÌZ1@rw  r÷   )r   rR   Úrayleighr;   rN   r   rú   r%   r%   r&   Útest_rayleigh^  s    
þzTestRandomDist.test_rayleighc                 C   s&   t tjdd�dƒ tttjdd� d S rn  )r   r   r´  r   rB   rC   r%   r%   r&   Útest_rayleigh_0f  s    zTestRandomDist.test_rayleigh_0c                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r“   gMo³DL®è?g6Ï([9ÀgðºrF=òí?gÉM'	-™ ÀgóV¼ëûÀgVA:ìQyÇ?rö   r÷   )r   rR   Zstandard_cauchyr;   rN   r   rú   r%   r%   r&   Útest_standard_cauchyj  s    
þz#TestRandomDist.test_standard_cauchyc                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r“   g°ö–Ü�Üî?gc!z¨ì?g&N˜¥"�@g¬NIàŠÇ@gFÇï>ú’ã?g¡~‚MEø?rö   r÷   )r   rR   Zstandard_exponentialr;   rN   r   rú   r%   r%   r&   Útest_standard_exponentialr  s    
þz(TestRandomDist.test_standard_exponentialc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )NrK   r  )rp   r”   g)§ž@g¾§Ä¾¤„@gd]‰,qÂ@gP‡kÌ{@g9B#Œ1@gÔÚv÷‡ @rw  r÷   )r   rR   Ústandard_gammar;   rN   r   rú   r%   r%   r&   Útest_standard_gammaz  s    
þz"TestRandomDist.test_standard_gammac                 C   s&   t tjdd�dƒ tttjdd� d S )Nr   )rp   rq  )r   r   r¹  r   rB   rC   r%   r%   r&   Útest_standard_gamma_0‚  s    z$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“   rý   rþ   rÿ   r   r  r  rö   r÷   )r   rR   r•   r;   rN   r   rú   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 )Nrý   rö   r÷   r  rú   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$ðMÏõ?güøüL›³á¿gV«qdz¥Ç¿gã–€Õý“ã?rö   r÷   )r   rR   Ú
standard_tr;   rN   r   rú   r%   r%   r&   Útest_standard_t”  s    
þzTestRandomDist.test_standard_tc                 C   sL   t  | j¡ t jddddd�}t ddgdd	gd
dgg¡}t||dd� d S )Ng{®Gáz@gö(\�Âu$@g×£p=
W4@r  )ÚleftÚmodeÚrightr”   g:§}ŒÂ\)@ghØ±TjÓ(@g‡Ç¨L‰30@g6Úœ™ÅA0@g6¤õ—sh&@gœí<Šáþ,@rw  r÷   )r   rR   Ú
triangularr;   rN   r   rú   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 @rö   r÷   )r   rR   Úuniformr;   rN   r   rú   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 )Nrq   r   rE   g  Ø…W4vC)rÆ  rÇ  )
r;   Zfinfor½   r¾   r   rÈ  r   ÚOverflowErrorÚinfÚ	nextafter)r7   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    ©rA   rC   r%   r%   r&   Ú	__float__Å  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)rV   rW   rX   rÐ  r%   r%   r%   r&   ÚThrowingFloatÄ  s   rÑ  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    rÏ  rC   r%   r%   r&   Ú__int__Í  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)rV   rW   rX   rÓ  r%   r%   r%   r&   ÚThrowingIntegerÌ  s   rÔ  rE   )	r;   ZndarrayrN   rÛ   r   rA   r   rÈ  r   )r7   rÑ  Zthrowing_floatrÔ  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 )NrÅ  ç¤p=
×£ø?r  ©r™  Úkappar”   gL×üZI@g¦¢'N"@gÀ·…þkrØ?g”k=mœ@g�¹Ú‰ó?gÜ^Ì=�\ý?rö   r÷   ©r   rR   Úvonmisesr;   rN   r   rú   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 )Nre   gg5_PŸG>é@B r×  )r   rR   rÚ  r   r;   Úisfiniterh   ©r7   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 )Nre   g    ÐcArK   r×  )g  AÔü^>?g @’ÌR7?g x¢.¿rË   r÷   rÙ  rú   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 )Nre   )r™  rØ  )r   rR   rÚ  r;   r^   r   r¥  rÞ  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 )NrÅ  rÖ  r  )rŒ  rp  r”   gÉZ¥ƒ¢@g-ïŸg†@g¦8
ÄÖmÖ?gÃÎVP"ø?g`Vô áÎ?gx©^½&3Ì?rw  r÷   )r   rR   Úwaldr;   rN   r   rú   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 )NrÅ  r  rª  g@–Ý6ï?g¦Óé]Aí?g(Ã1Ú¥Rþ?gù¤U þ?g“Í2§_uå?g^}-­Qö?rö   r÷   )r   rR   Úweibullr;   rN   r   rú   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   rs  rª  rq  )r.   )r   rR   r   rå  r;   r[   r   rB   rC   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 )	NrÅ  r  rª  éB   é   rE   rK   r_  )r   rR   r   r;   rN   r   rú   r%   r%   r&   Ú	test_zipf  s    
þzTestRandomDist.test_zipfN)TrV   rW   rX   r‹   rû   rü   r  r  r  r  r  r  r  r  r!  r$  r'  r*  r,  r1  r3  r5  r7  rK  rS  rV  rX  r^  ra  rh  ri  rj  rk  rm  rr  rv  ry  rz  r}  r  r„  r…  r†  rˆ  r‰  r‹  r�  r�  r‘  r’  r”  rš  rœ   rœ  r   r¤  r¦  r¨  r©  r®  r°  r±  r³  rµ  r¶  r·  r¸  rº  r»  r¼  r½  r¿  rÄ  rÉ  rÎ  rÕ  rÛ  rà  rá  râ  rä  ræ  rç  rê  r%   r%   r%   r&   rî   «  s¢   .		

3			rî   c                   @   s  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ 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[rï   rC   r%   r%   r&   r‹     s    zTestBroadcast.setupc                 C   s   t  | j¡ d S r    )r   rR   rC   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   rE   ©gºlö×÷á?g_x¤¥á?g=å*BNà?rK   rw  r÷   )r   rÈ  r;   rN   rí  r   )r7   rÆ  rÇ  rÈ  rã   rå   r%   r%   r&   rÉ    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   rE   r?   )g-rö´@g¦Y®lõ@g-µ`¦wý?rK   rw  r÷   )r   r§  r;   rN   rí  r   r   rB   )r7   r‚  rp  Ú	bad_scaler§  rã   rå   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 )	NrE   r   r?   rF   )gnÍQVfÉ?gV©‹šKB³?gv®`køÏ?rK   rw  r÷   )r   rW  r;   rN   rí  r   r   rB   )r7   r.   r/   Úbad_aZbad_brW  rã   rå   r%   r%   r&   rX  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 ©NrE   r?   )gö.Ug¬Zè?gi Pr�qè?gçÅEKÌæ?rK   rw  r÷   )r   rl  r;   rN   rí  r   r   rB   )r7   rp  rï  rl  rã   rå   r%   r%   r&   rm  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 rñ  )r   r¹  r;   rN   rí  r   r   rB   )r7   rp   Ú	bad_shapeZ	std_gammarã   rå   r%   r%   r&   rº  \  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 )	NrE   r   r?   rF   )gö.Ug¬Zø?gi Pr�qø?gçÅEKÌö?rK   rw  r÷   )r   rx  r;   rN   rí  r   r   rB   )r7   rp   rp  rò  rï  rx  rã   rå   r%   r%   r&   ry  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 )	NrE   r   r?   rF   )gb—�yÊœé?g»åoðÄë?gT¹æ7Í@rK   rw  r÷   )r   ru  r;   rN   rí  r   r   rB   )r7   r¡  r¢  Ú	bad_dfnumÚ	bad_dfdenru  rã   rå   r%   r%   r&   rv    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   rK   rL   r   r?   rF   )gÈr±^G"@g/�*@g‹°�Ñ†š!@rw  r÷   )r   r£  r;   rN   rí  r   rh   r¥  r^   r   rB   )
r7   r¡  r¢  rž  ró  rô  Úbad_noncZnonc_frã   rå   r%   r%   r&   r¤  •  s6    $zTestBroadcast.test_noncentral_fc                 C   s:   |   ¡  t ddg¡}tjddddd�}t||dd� d S )Ng¬ªaŒ‚z@gn4M;î%é?rv   r   r“   rw  r÷   )rí  r;   rN   r   r£  r   )r7   rã   rå   r%   r%   r&   Útest_noncentral_f_small_df¸  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sV   dg}dg}t j}t g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )NrE   r?   )g~¼}ÐN?â?g‘$FŽŸà?g'rS�èÀ?rK   rw  r÷   )r   r`  r;   rN   rí  r   r   rB   )r7   r�  Úbad_dfr`  rã   rå   r%   r%   r&   ra  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 )	NrE   r   r?   rF   )g©ç wÌ "@g2øêWR@g�ˆâRY@rK   rw  r÷   )r   rŸ  r;   rN   rí  r   r   rB   )r7   r�  rž  r÷  rõ  Znonc_chirã   rå   r%   r%   r&   r   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 )NrE   r?   )gTÄò�@g~‹Fžl@gÆštø�pð?rK   rw  r÷   )r   r¾  r;   rN   rí  r   r   rB   )r7   r�  r÷  Útrã   rå   r%   r%   r&   r¿  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   rE   r?   )g´®W!è@gü�OBº¦ÀgÈ}Ç?àý¿rK   rw  r÷   )r   rÚ  r;   rN   rí  r   r   rB   )r7   r™  rØ  Z	bad_kapparÚ  rã   rå   r%   r%   r&   rÛ  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 )NrE   r?   )g&ƒ8¾?ò?g�e�âFXò?gªÕ‹Ë�Ÿð?rK   rw  r÷   )r   r¬  r;   rN   rí  r   r   rB   )r7   r.   rð  r¬  rã   rå   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 rñ  )r   rå  r;   rN   rí  r   r   rB   )r7   r.   rð  rå  rã   rå   r%   r%   r&   ræ    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 )NrE   r?   rî  rK   rw  r÷   )r   r²  r;   rN   rí  r   r   rB   )r7   r.   rð  r²  rã   rå   r%   r%   r&   r³    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   rE   r?   )g:¨×BKc±?gÖ3®šk²?gî~qÉÁ“?rK   rw  r÷   )r   r‡  r;   rN   rí  r   r   rB   )r7   r‚  rp  rï  r‡  rã   rå   r%   r%   r&   rˆ  ,  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   rE   r?   )gÈ'�£ZyÑ?g÷dSO=Ñ?gÏ3Lõ1³Õ?rK   rw  r÷   )r   rƒ  r;   rN   rí  r   r   rB   )r7   r‚  rp  rï  rƒ  rã   rå   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   rE   r?   )gÂ“y±ÕÀ?gªÀJõR�Á?gþ
~Æ&‘£?rK   rw  r÷   rÒ  re   )	r   rŠ  r;   rN   rí  r   r   rB   r   )r7   r‚  rp  rï  rŠ  rã   rå   r%   r%   r&   r‹  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   rE   r?   )gÄñò�ÏH"@g¼ùÜ®ƒÍ @gvv	ý²:@rK   rw  r÷   )r   rŽ  r;   rN   rí  r   r   rB   )r7   rŒ  r�  Z	bad_sigmarŽ  rã   rå   r%   r%   r&   r�  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 )NrE   r?   )gÝ±lËo½ó?gé/Ó‚´Æó?gz~ßRó?rK   rw  r÷   )r   r´  r;   rN   rí  r   r   rB   )r7   rp  rï  r´  rã   rå   r%   r%   r&   rµ  {  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   rE   r   rF   )g@mò ‰e¾?g¸�`ŸIß¿?g¸‡|2‹í?rK   rw  r÷   re   )r   rã  r;   rN   rí  r   r   rB   )r7   rŒ  rp  Zbad_meanrï  rã  rã   rå   r%   r%   r&   rä  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 )NrE   rK   r   rL   )g,âP;bD @gºÁ±È%G @g,~S²¨ @rw  r÷   r   re   g      4@g      9@)r   rÃ  r;   rN   rí  r   r   rB   )r7   rÀ  rÂ  rÁ  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_tworÃ  rã   rå   r%   r%   r&   rÄ  ¢  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 )NrE   r   r?   ç      ø?©rE   rE   rE   rK   )r   r   r;   rN   rí  r   r   rB   )	r7   r›  r\   Úbad_nÚ	bad_p_oneÚ	bad_p_twoZbinomrã   rå   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 )NrE   r   r?   rù  )rE   r   rE   rK   )r   r   r;   rN   rí  r   r   rB   )	r7   r›  r\   rû  rü  rý  Z	neg_binomrã   rå   r%   r%   r&   rœ   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 )NrE   r?   r   )rE   rE   r   rK   )
r   r4   Z_poisson_lam_maxr   r;   rN   rí  r   r   rB   )r7   Zmax_lamr¯  Zbad_lam_oneZbad_lam_twor   rã   rå   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   rE   rK   r•  )Úinvalid)
r   r   r;   rN   rí  r   r   rB   Zerrstater^   )r7   r.   rð  r   rã   rå   r%   r%   r&   rê    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?   rù  rm   rK   )r   r   r;   rN   rí  r   r   rB   )r7   r\   rü  rý  Zgeomrã   rå   r%   r%   r&   r}    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 )NrE   r   r?   rF   r   rL   rú  rK   r   r   é   )r   r   r;   rN   rí  r   r   rB   )r7   ZngoodZnbadZnsampleZ	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twoZ	hypergeomrã   rå   r%   r%   r&   r†  "  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?   rú  rK   )r   r   r;   rN   rí  r   r   rB   )r7   r\   rü  rý  r   rã   rå   r%   r%   r&   r‘  J  s    
zTestBroadcast.test_logseriesN)#rV   rW   rX   r‹   rí  rÉ  r¨  rX  rm  rº  ry  rv  r¤  rö  ra  r   r¿  rÛ  r®  ræ  r³  rˆ  r„  r‹  r�  rµ  rä  rÄ  r^  rœ   r°  rê  r}  r†  r‘  r%   r%   r%   r&   rë    s@   #((rë  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 )NrL   )r:   ÚseedsrC   r%   r%   r&   r‹   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   r4   )r>  r8   Úo©r  Úfunctionr%   r&   r@  d  s   ÿz-TestThread.check_function.<locals>.<listcomp>c                 S   s   g | ]}|  ¡ ‘qS r%   )Ústart©r>  rj   r%   r%   r&   r@  f  r:  c                 S   s   g | ]}|  ¡ ‘qS r%   )Újoinr	  r%   r%   r&   r@  g  r:  rL   Úwin32)Ú	threadingr  r;   r-  rŸ   r  Úzipr   r4   ZintprI   ÚitemsizerÖ   Úplatformr   r   )r7   r  ÚszZout1Zout2rø  r8   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  ©r7   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   r2   ro  .)rl  r;   r4  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)rV   rW   rX   r‹   r  r¨  r  r”  r%   r%   r%   r&   r   X  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   rK   rL   rC  )r;   rN   ÚargOneÚargTwoÚargThreeÚtgtShaperC   r%   r%   r&   r‹   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 r›   )r   rl  r¹  r`  r¾  r¬  rå  r²  r´  r   r   r   r   r;   rN   r  r   rp   r  )r7   ÚfuncsÚ	probfuncsrÍ  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   rÈ  r§  rW  rx  ru  rŸ  rÚ  r‡  rƒ  rŠ  rŽ  rã  r   r   r;   rN   r  r  r   rp   r  )r7   r   r!  rÍ  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   r£  rÃ  r   r  r  r  r   rp   r  )r7   r   rÍ  r  r%   r%   r&   Útest_three_arg_funcs¼  s    ÿz,TestSingleEltArrayInput.test_three_arg_funcsN)rV   rW   rX   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 )Nrì  r”   r   rá   )r   rR   Úgetattrr   rI   r;   )r'   Úfnamer  rÚ   ru  rå   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 )Nrì  r”   rÜ  rÕ   )r   rR   r%  rÖ   r×   rØ   rÙ   rÚ   rÛ   r;   rÑ   rÜ   r   )r'   r&  r  rÚ   ru  rÞ   rß   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 )NrE   r%  gffffffæ?)r   rE   r“   r   )r„   r…   rB   r   r   r%   r%   r%   r&   Útest_broadcast_size_errorß  s    22r)  ))rÙ   r¬   rÖ   r  Únumpyr;   r„   Znumpy.testingr   r   r   r   r   r   r   r	   Znumpy.randomr
   r   r   r4  r"   r¼   rZ   r¾   r#   Zfixturer'   r0   r1   rY   r`   r‡   r¶   rî   rë  r   r  r'  r(  r)  r%   r%   r%   r&   Ú<module>   s|   (ù
ù
ù
/5W "      h    O/E