U
    ÉZjl> 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%   úf/var/www/html/TRUCKING_PROJECT/venv/lib/python3.8/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   s\   t ttjdgƒ t ttjdgƒ t ttjdgƒ t ttjdddgƒ t ttjdddgƒ d S )Nr>   r?   r   é   r   éþÿÿÿr@   rC   r%   r%   r&   Útest_invalid_arrayV   s
    zTestSeed.test_invalid_arrayc                 C   sR   t ttjtjg tjd�ƒ t ttjdddggƒ t ttjdddgdddggƒ d S )N©ÚdtyperE   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   s0   t  tdƒ¡}ttƒ� | d¡ W 5 Q R X 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   rO   rS   rT   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   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 )NrE   )r   rB   r   r   r;   ÚnanrC   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   rC   r%   r%   r&   Ú
test_basic   s    zTestMultinomial.test_basicc                 C   s   t  ddddddg¡ d S )Nr   r`   ra   ç        rb   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?   rL   )r   r   r5   r;   Úall©r7   Úxr%   r%   r&   Útest_int_negative_interval…   s    $z*TestMultinomial.test_int_negative_intervalc                 C   sÂ   ddg}t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|t d¡¡jdƒ t t d|ddg¡jdƒ t t d|d¡jdƒ t t d|t d¡¡jdƒ tttjd|t	dƒƒ d S )Nr   rE   ©rE   r   r   ©r   r   r   ©r   r   )
r   r   r   r;   Úuint32ÚshaperM   r   rA   Úfloat©r7   r[   r%   r%   r&   Ú	test_size‹   s    ÿÿzTestMultinomial.test_sizec                 C   s,   t ttjdddgƒ t ttjdddgƒ d S )Nr   çš™™™™™ñ?r`   çš™™™™™¹¿çÍÌÌÌÌÌì?©r   rB   r   r   rC   r%   r%   r&   Útest_invalid_prob™   s    z!TestMultinomial.test_invalid_probc                 C   s   t ttjdddgƒ d S )Nr?   ra   r`   rv   rC   r%   r%   r&   Útest_invalid_n�   s    zTestMultinomial.test_invalid_nc                 C   st   t  d¡}|t  |dd d… ¡ }|dd d… }t d¡ tjd|d�}t d¡ tjdt  |¡d�}t||ƒ d S )Ng      .@rE   rJ   iÛ iUr   )Úpvals)r;   r<   Úsumr   rQ   r   Úascontiguousarrayr   )r7   r[   ry   Ú
non_contigÚcontigr%   r%   r&   Útest_p_non_contiguous    s    


z%TestMultinomial.test_p_non_contiguousc                 C   s^   t jddddddddddg
t jd�}|| ¡  }d}tjt|d�� t d|¡ W 5 Q R X d S )Ng®Gáz®ï?g•Ö&è.>rH   z-[\w\s]*pvals array is cast to 64-bit floating)ÚmatchrE   )	r;   rM   Úfloat32rz   ÚpytestÚraisesrB   r   r   )r7   ri   ry   r   r%   r%   r&   Útest_multinomial_pvals_float32ª   s       ÿÿz.TestMultinomial.test_multinomial_pvals_float32N)rU   rV   rW   rc   re   rj   rr   rw   rx   r~   rƒ   r%   r%   r%   r&   r_   ~   s   
r_   c                   @   sd   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ ZdS )ÚTestSetStatec                 C   s$   d| _ t | j ¡| _| j ¡ | _d S ©NiÒ–I)rQ   r   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;   rg   ©r7   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)r†   Ústandard_normalr‹   r)   r   r;   rg   rŒ   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’   r‡   r‹   r   r;   rg   )r7   r)   r�   rŽ   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   r‰   r�   )r)   r†   r’   r‹   r   r;   rg   )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   sb   t  tƒ ¡}tƒ �F}| t¡}| ¡ }tt|ƒdkƒ t	|t
ƒsDt‚|d dksTt‚W 5 Q R X d S )NrE   r(   r   )r   r4   r   r	   ÚrecordÚRuntimeWarningr‡   r   ÚlenÚ
isinstanceÚdictÚAssertionError)r7   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UnknownrE   rH   F©Úlegacyr(   )	r†   r‡   r   rB   r‹   rA   r;   rM   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†   rQ   Úrandom_sampler’   r‡   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__r‡   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t‚d S )NzRandomState(MT19937))Úreprr†   Ú
startswithrŸ   rC   r%   r%   r&   Ú	test_repr  s    zTestSetState.test_reprN)rU   rV   rW   rˆ   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 ©NrE   rH   )r   rA   Úrfuncrp   rC   r%   r%   r&   Útest_unsupported_type  s    z!TestRandint.test_unsupported_typec                 C   s    | j D ]”}|tjkrdn
t |¡j}|tjkr2dnt |¡jd }tt| j|d ||d� tt| j||d |d� tt| j|||d� tt| jdd|d� qd S )Nr   r   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krdn
t |¡j}|tjkr2dnt |¡jd }|d }t| j||d d|d�|ƒ |}t| j||d d|d�|ƒ || d }t| j||d d|d�|ƒ qd S )Nr   r   rE   r2   ©r‘   rI   )r¸   r;   r¹   rº   r»   r¼   r   r¶   )r7   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krdn
t |¡j}|tjkr2dnt |¡jd }z| j|||d� W q tk
rˆ } ztdt	|ƒ ƒ‚W 5 d }~X Y qX qd S )Nr   r   rE   rH   zMNo error should have been raised, but one was with the following message:

%s)
r¸   r;   r¹   rº   r»   r¼   r¶   Ú	ExceptionrŸ   Ústr)r7   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 )NrE   )rK   é   r‰   r   i   rÁ   r   )	r   rQ   r¸   r¶   r   r¼   r»   r;   r¹   )r7   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uint8rE   rP   Úlittler   r   r2   rÁ   r   )r¸   r   rQ   ÚsysÚ	byteorderr¶   ÚbyteswapÚhashlibÚsha256Úviewr;   rÎ   Ú	hexdigestr   rI   ÚnamerË   )r7   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  dddgdddgddd	ggd
ddgdddgdddggdddgdddgdddggdddgdd d!gd"d#d$ggd%d&d'gd(d)d*gd+d,d-ggg¡}d.D ]J}t d/¡ | jd0gd1gd2ggd3d4d5g|d6�}t||d k	rÐ|n|d1 ƒ q�d S )7Nl   áQö[ l   dm¬" l   ë0 l   ;¡i l   vlÔm l   iXp i\L¹_l   øZ N iwU¬'l   Ï<Ô~ l   È20l iPð?iÒfi¦ØwLl   @
Vo l   ðo“\ i„‘´wiý
1]i{„YSl   r=ï| i˜ßl   â0 l   lÊ iû&ã}l   QZî) l   œ(q l   '}åQ l   WqV1 iêMl   'ßt inMl   øbþ" l   )  i“Äal   ³Ñ l   S"f i¸d‘i98l   ÙnDk l   ¬Jc i¹á”-l   š i¬MiŸ'ñ*l   äl¼, )N)rL   rJ   rJ   i90  r?   r   rE   r3   r   l       r�   )r;   rM   r   rQ   r¶   r   )r7   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   rÐ   r   r5   r   )r7   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krdn
t |¡j}|tjkr2dnt |¡jd }| j|||d�}t|jt |¡ƒ qt	t
tjjfD ]f}|t	kr„dn
t |¡j}|t	krœdnt |¡jd }| j|||d�}tt|dƒ ƒ tt|ƒ|ƒ qtd S )Nr   r   rE   rH   rI   )r¸   r;   r¹   rº   r»   r¼   r¶   r   rI   rË   rY   ÚcompatÚlongr   ÚhasattrÚtype)r7   r½   r¾   r¿   Úsampler%   r%   r&   Útest_respect_dtype_singleton˜  s    
z(TestRandint.test_respect_dtype_singletonN)rU   rV   rW   r   r5   r¶   r;   r¹   rÎ   rÑ   rÌ   rÏ   rÍ   rn   rN   rÐ   r¸   r·   rÀ   rÃ   rÇ   rÊ   rÝ   r�   ÚmarkZskipifrº   r¼   rá   rã   ré   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   rC   r%   r%   r&   rˆ   ¯  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   ©r7   râ   rà   r%   r%   r&   Ú	test_rand²  s    
þzTestRandomDist.test_randc                 C   s*   t  | j¡ t  ¡ }d}t||dd� d S )Nrí   ró   rô   )r   rQ   rö   r   r÷   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\@ró   rô   ©r   r   ©r   rQ   Zrandnr;   rM   r   r÷   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   r5   r;   rM   r   r÷   r%   r%   r&   Útest_randintÌ  s    
þzTestRandomDist.test_randintc              	   C   sÆ   t  | j¡ tƒ �0}| t¡}t jdddd�}tt|ƒdkƒ W 5 Q R X t 	ddgdd	gd
dgg¡}t
||ƒ t  | j¡ tƒ �.}| t¡}t jddd�}tt|ƒdkƒ W 5 Q R X t
||d ƒ d S )Nr  r  r  r�   rE   r  rJ   r  r  r	  r
  éÆ   r   )r   rQ   r	   rš   ÚDeprecationWarningÚrandom_integersr   rœ   r;   rM   r   )r7   r    r¡   râ   rà   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   rQ   r4   rŠ   r;   rº   rY   r¼   rM   rN   r   )r7   rR   râ   rà   r%   r%   r&   Útest_tomaxintæ  s(    
þþ
þý
zTestRandomDist.test_tomaxintc              	   C   sÈ   t ƒ �<}| t¡}t t d¡jt d¡j¡}tt	|ƒdkƒ W 5 Q R X t d¡j}t
||ƒ t ƒ �P}| t¡}t d¡j}t |t d¡jƒ|t d¡jƒ¡}tt	|ƒdkƒ W 5 Q R X t
||ƒ d S )NrÞ   rE   )r	   rš   r  r   r  r;   rº   r¼   r   rœ   r   rI   rç   )r7   r    r¡   râ   rà   Ztyperr%   r%   r&   Útest_random_integers_max_intú  s     

ÿ

ÿz+TestRandomDist.test_random_integers_max_intc              	   C   sZ   t  ¡ �H t  dt¡ tttjt d¡j	ƒ tttjt d¡j	t d¡j	ƒ W 5 Q R X d S )NÚerrorrÞ   )
ÚwarningsÚcatch_warningsÚsimplefilterr  r   r   r  r;   rº   r¼   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  rí   rî   rï   rð   rñ   rò   ró   rô   r   )r   rQ   r©   r;   rM   r   r÷   r%   r%   r&   Útest_random_sample  s    

þz!TestRandomDist.test_random_samplec                 C   s8   t  | j¡ t  dd¡}t ddddg¡}t||ƒ d S )NrK   r   rJ   ©r   rQ   Úchoicer;   rM   r   r÷   r%   r%   r&   Útest_choice_uniform_replace*  s    z*TestRandomDist.test_choice_uniform_replacec                 C   sD   t  | j¡ t jddddddgd�}t ddddg¡}t||ƒ d S )NrK   çš™™™™™Ù?çš™™™™™¹?©r[   rE   r   r  r÷   r%   r%   r&   Útest_choice_nonuniform_replace0  s    z-TestRandomDist.test_choice_nonuniform_replacec                 C   s:   t  | j¡ t jdddd�}t dddg¡}t||ƒ d S )NrK   rJ   F©Úreplacer   rE   r  r÷   r%   r%   r&   Útest_choice_uniform_noreplace6  s    z,TestRandomDist.test_choice_uniform_noreplacec                 C   sD   t  | j¡ t jdddddddgd�}t ddd	g¡}t||ƒ d S )
NrK   rJ   Fr  ç333333Ó?r   ©r   r[   r   rE   r  r÷   r%   r%   r&   Ú test_choice_nonuniform_noreplace<  s    z/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s@   t  | j¡ t  ddddgd¡}t ddddg¡}t||ƒ d S )Nr.   r/   ÚcÚdrK   r  r÷   r%   r%   r&   Útest_choice_nonintegerB  s    z%TestRandomDist.test_choice_nonintegerc              	   C   sD  t j}tt|ddƒ tt|ddƒ tt|ddgddggdƒ tt|g dƒ tt|ddddgdddgddggd� tt|ddgdd	d	d
gd� tt|ddgdddgd� tt|ddgdd	d	gd� tt|dddgddd� tt|dddgddd� tt|dddgddd� tt|dddgddd� tt|dddgdddddgd� d S )Nr?   rJ   ç      @rE   r   rK   g      Ð?r  r  r`   rs   rt   Fr  rF   )r?   )r?   rE   r   r#  )r   r  r   rB   )r7   rè   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 kƒ t ddg¡}tjdtd	�}||d
< t tj|dd�|kƒ tƒ }t t tjd|dd�¡ ƒ t t tjd|dd�¡ ƒ t t tjd|d|d�¡ ƒ t t tjd|d|d�¡ ƒ t t tjddg|dd�¡ ƒ t tjd g|dd�j	d
kƒ t ddg¡}tjdtd	�}||d
< t tj||dd� 
¡ |kƒ d}ddddddg}ttjd|dd�j|ƒ ttjd|dd�j|ƒ ttjd|d|d�j|ƒ ttjd|d|d�j|ƒ ttjt d¡|dd�j|ƒ ttjd
d
dd�jdƒ ttjd
dd
d�jdƒ ttjddd
d�jdƒ ttjd
d
d�jdƒ ttjg dd�jdƒ ttjddgdd�jdƒ tttjg dƒ d S )Nr  ru   r   Tr  Fr#  rE   rH   r   )r   rJ   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<   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   s0   t  dddg¡}d d d g}tttj||d� d S )Né*   rE   r   r  )r;   rM   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   rL   r(  rE   r   rJ   r  )r;   Úonesr   rQ   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   rQ   Úbytesr   r÷   r%   r%   r&   Ú
test_bytes—  s    
zTestRandomDist.test_bytesc                 C   s¬   dd„ dd„ dd„ dd„ dd„ dd„ dd„ d	d„ d
d„ dd„ dd„ fD ]`}t  | j¡ |ddddddddddg
ƒ}t  |¡ |}|ddddddddddg
ƒ}t||ƒ qFd S )Nc                 S   s
   t  g ¡S r    )r;   rM   ©ri   r%   r%   r&   Ú<lambda>   ó    z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S r    r%   r5  r%   r%   r&   r6  ¡  r7  c                 S   s   t  | ¡ t j¡S r    )r;   ÚasarrayÚastyperÎ   r5  r%   r%   r&   r6  ¢  r7  c                 S   s   t  | ¡ t j¡S r    )r;   r8  r9  r€   r5  r%   r%   r&   r6  £  r7  c                 S   s   t  | ¡ t j¡S r    )r;   r8  r9  Z	complex64r5  r%   r%   r&   r6  ¤  r7  c                 S   s   t  | ¡ t¡S r    )r;   r8  r9  r¦   r5  r%   r%   r&   r6  ¥  r7  c                 S   s   dd„ | D ƒS )Nc                 S   s   g | ]}||f‘qS r%   r%   ©Ú.0Úir%   r%   r&   Ú
<listcomp>¦  s     úATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r%   r5  r%   r%   r&   r6  ¦  r7  c                 S   s   t  dd„ | D ƒ¡S )Nc                 S   s   g | ]}||g‘qS r%   r%   r:  r%   r%   r&   r=  §  s     r>  )r;   r8  r5  r%   r%   r&   r6  §  r7  c                 S   s   t  | | g¡jS r    )r;   ZvstackÚTr5  r%   r%   r&   r6  ¨  r7  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  s     r>  r.   r/   )r;   r8  rY   rØ   Zrecarrayr5  r%   r%   r&   r6  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=  ®  s     r>  r.   ©rE   r/   )r;   r8  r¦   rÍ   r5  r%   r%   r&   r6  ®  s   
ÿÿrE   r   rJ   rK   rL   r   é   rÈ   é	   r   )r   rQ   Úshuffler   )r7   ÚconvÚalistrâ   rà   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   rE   r?   é2   c                 S   s   t  d¡}tttj|ƒ d S )NrJ   )r;   rM   r   rA   r   rC  rh   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   rC  r   ÚsortedÚdataÚmask)r7   r.   r/   Za_origZb_origr<  rH  r%   r%   r&   Útest_shuffle_masked¸  s     "
 ÿ
 ÿz"TestRandomDist.test_shuffle_maskedc                 C   s  t  | j¡ ddddddddd	d
g
}t  |¡}d
dd	dddddddg
}t||ƒ t  | j¡ t ddddddddd	d
g
¡j}t  |¡}t|t |¡jƒ t  | j¡ d}ttt j|ƒ t  | j¡ d}ttt j|ƒ d}d	d
ddddddddg
}t  | j¡ t  |¡}t||ƒ d S )NrE   r   rJ   rK   rL   r   rA  rÈ   rB  r   Úabcdg333333ó?r   )	r   rQ   Zpermutationr   r;   Z
atleast_2dr?  r   Ú
IndexError)r7   rE  râ   rà   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 ?ró   rô   )r   rQ   Úbetar;   rM   r   r÷   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+   r/  é0   é.   é-   )r   rQ   r   r;   rM   r   r÷   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 )NrG  r  r�   g+Qð]uðO@gëòìÇ+Q@gY7`´ZqP@gÈe‡(fŒG@gþv¯t€R@gEIÈ‹R@é   rô   )r   rQ   Ú	chisquarer;   rM   r   r÷   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?ró   rô   çHáz®Gá?ç¼‰Ø—²Òœ¼r   )r   rQ   r;   rM   Ú	dirichletr   r   rB   )r7   Úalpharâ   rà   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^  rE   rk   r   rl   rm   )
r;   rM   r   r   ra  rn   ro   r   rA   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 )Nr_  r`  )r;   rM   r   rB   r   ra  )r7   rb  r%   r%   r&   Útest_dirichlet_bad_alpha"  s    z'TestRandomDist.test_dirichlet_bad_alphac                 C   sf   t  dddg¡}|d d d… }t | j¡ tj|dd�}t | j¡ tjt  |¡dd�}t||ƒ d S )Nr]  g      ð¿r^  r   r  r�   )r;   rM   r   rQ   ra  r{   r   )r7   r.   rb  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?ró   rô   )r   rQ   Úexponentialr;   rM   r   r÷   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   rg  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?ró   rô   )r   rQ   Úfr;   rM   r   r÷   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   rô   )r   rQ   Úgammar;   rM   r   r÷   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   rk  rl  )r   r   rs  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�   rÈ   rA  é   rL   rn  )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   Útest_geometricQ  s    
þzTestRandomDist.test_geometricc              	   C   sŠ   t ttjdƒ t ttjdgd ƒ t ttjdƒ t ttjdgd ƒ tƒ �6}| t¡ t ttjtjƒ t ttjtjgd ƒ W 5 Q R X d S )Nrs   r   rt   )	r   rB   r   r   r	   rš   r›   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 )Nrv  ç       @r  ©Úlocrk  r‘   gåûØ•ßÉ?g¨s0í Ö?gÊð#0÷¿gï(ôx”÷¿g-¶KÇD´ñ?géÅ¯p`@æ¿ró   rô   )r   rQ   Úgumbelr;   rM   r   r÷   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 ri  )r   r   r~  r   rB   rC   r%   r%   r&   Útest_gumbel_0k  s    zTestRandomDist.test_gumbel_0c                 C   s   t  | j¡ t jddddd�}t ddgddgddgg¡}t||ƒ t jdd	d
dd�}t d
d
d
d
g¡}t||ƒ t jdd	ddd�}t ddddg¡}t||ƒ t jd	dd
dd�}t d	d	d	d	g¡}t||ƒ t jd	dddd�}t d	d	d	d	g¡}t||ƒ d S )Ng333333$@g      @rr  r  r�   r   rB  rL   r   rJ   rK   ró   rn  )r   rQ   r   r;   rM   r   r÷   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 )Nrv  r{  r  r|  gð¥ bÙOå?g¹Â¸ëÉçà?gpJmµú	@g{KÏ*Ët	@g•:^w-š«¿gˆY~oõûû?ró   rô   )r   rQ   Úlaplacer;   rM   r   r÷   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 ri  )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 )Nrv  r{  r  r|  g#€�K-zñ?g€îJš¬ë?g�92ÄÜ@gØ±ã÷[@gê#+^ÑÀË¿g¢¥-óâ@ró   rô   )r   rQ   Úlogisticr;   rM   r   r÷   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 )Nrv  r{  r  )ÚmeanÚsigmar‘   g›ŽòÚÉ�0@goÎ,+4FB@gù�ƒ)Ê­6@g†§5éêæ?gnþxN—nP@g…©)‡úµU@rZ  rô   )r   rQ   Ú	lognormalr;   rM   r   r÷   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   )rˆ  rE   rl  )r   r   r‰  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   rw  rJ   )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   Útest_logseries©  s    
þzTestRandomDist.test_logseriesc              	   C   sF   t ƒ �6}| t¡ tttjtjƒ tttjtjgd ƒ W 5 Q R X d S )Nr   )	r	   rš   r›   r   rB   r   r   r;   r]   ry  r%   r%   r&   Útest_logseries_exceptions±  s    
z(TestRandomDist.test_logseries_exceptionsc                 C   s”   t  | j¡ t jddgd dd�}t ddddd	d	gdd	d
d	d	dggddddddgd	dddddggddd	dd	dgdddd	ddggg¡}t||ƒ d S )Nr   çUUUUUUÅ?r   r  r�   rK   rJ   rL   r   rÈ   rE   r   )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   Útest_multinomial·  s    ÿÿÿüzTestRandomDist.test_multinomialc           	   	   C   s®  t  | j¡ d}ddgddgg}d}t  |||¡}t ddgddggd	d
gddggddgddggg¡}t||dd� t  ||¡}t ddg¡}t||dd� ddg}ddgddgg}ttt j||ƒ tt j||dd� t	t
t j||dd� tjddgddggtjd�}tƒ �.}t  ||¡ | t¡}t|ƒdk�s6t‚W 5 Q R X t d¡}t d¡}t	t
t j||dd� t	t
t jt d¡|ƒ t	t
t j|t d¡ƒ t	t
t j|t d¡ƒ d S )N)rv  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"@ró   rô   gN}©O6¦ì?gÐÇYM÷W"@r   Úignore)Zcheck_validÚraiser  rH   Úother)r   rE   rE   rJ   )r   rQ   Zmultivariate_normalr;   rM   r   r   r›   r   r   rB   r€   r	   rš   rœ   rŸ   rZ   Úeyer*  )	r7   r‡  Zcovr‘   râ   rà   r    r¡   Úmur%   r%   r&   Útest_multivariate_normalÂ  sd    
ÿÿÿü
ÿÿ


ÿ ÿ ÿ ÿz'TestRandomDist.test_multivariate_normalc                 C   sF   t  | j¡ t jdddd�}t ddgddgd	d
gg¡}t||ƒ d S )Nr   g|ò°Pkš¿?r  )Únr[   r‘   iP  iI  i|  ic  i  i‡  )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   r™   õ  s    
þz%TestRandomDist.test_negative_binomialc              	   C   sJ   t ƒ �:}| t¡ tttjdtjƒ tttjdtjgd ƒ W 5 Q R X d S )Nr   r   )	r	   rš   r›   r   rB   r   r   r;   r]   ry  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@rr  rô   r   r`   g�÷ô‹÷?g’šT¶ˆDÃ?gÀõ?Tƒ?gÍ+òqnlð?gÓ~|òùDÕ?gë°¬òÇÃ?r   g›{¿0¾1#@gpŽ§²rs'@gþ~;ïÑÓ$@g"‹†dIŽ@gö°Õöë÷*@gÑ}Ÿ'Á,@)r   rQ   Únoncentral_chisquarer;   rM   r   r÷   r%   r%   r&   Útest_noncentral_chisquare  s(    
þ
þ
þz(TestRandomDist.test_noncentral_chisquarec                 C   sL   t  | j¡ t jddddd�}t ddgdd	gd
dgg¡}t||dd� d S )NrL   r   rE   r  )ÚdfnumÚdfdenr™  r‘   gŒ^ýíå~ö?gƒ/+c¢äÕ?g"¡®.ž@gü†Œ÷Ž´@g×7í§ŸþÛ?g»ŒE·Öò?rr  rô   )r   rQ   Únoncentral_fr;   rM   r   r÷   r%   r%   r&   Útest_noncentral_f  s    
ÿ
þz TestRandomDist.test_noncentral_fc                 C   s0   t  | j¡ t jddtjd�}t |¡s,t‚d S )NrL   r   )rœ  r�  r™  )r   rQ   rž  r;   r]   ÚisnanrŸ   )r7   râ   r%   r%   r&   Útest_noncentral_f_nan"  s    z$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 )Nrv  r{  r  r|  gíœ&&n@gO»G_Ê@gÜ~w²ø@gtÁÜûw]Õ¿gm&¨5ú½@gŒñ$È>Û@ró   rô   )r   rQ   Únormalr;   rM   r   r÷   r%   r%   r&   Útest_normal'  s    
þzTestRandomDist.test_normalc                 C   s&   t tjdd�dƒ tttjdd� d S ri  )r   r   r¢  r   rB   rC   r%   r%   r&   Útest_normal_0/  s    zTestRandomDist.test_normal_0c                 C   sL   t  | j¡ t jddd�}t ddgddgdd	gg¡}tjj||d
d� d S )Nrv  r  ©r.   r‘   gÅWò˜I£@gùÔ¨y–@gy£Ÿ]Ó0‰Ag1~ÖÒ\�AgåËíãša@gÑY„
²7Aé   )Znulp)r   rQ   Úparetor;   rM   ZtestingZassert_array_almost_equal_nulpr÷   r%   r%   r&   Útest_pareto3  s    þÿ
zTestRandomDist.test_paretoc                 C   sD   t  | j¡ t jddd�}t ddgddgddgg¡}t||ƒ d S )Nrv  r  )Úlamr‘   r   rE   )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   Útest_poissonB  s    
þzTestRandomDist.test_poissonc              	   C   sš   t  d¡j}d}tttj|ƒ tttj|gd ƒ tttj|ƒ tttj|gd ƒ tƒ �6}| t	¡ tttjt j
ƒ tttjt j
gd ƒ W 5 Q R X d S )NrÞ   r?   r   )r;   rº   r¼   r   rB   r   r   r	   rš   r›   r]   )r7   ZlambigZlamnegr    r%   r%   r&   Útest_poisson_exceptionsJ  s    
z&TestRandomDist.test_poisson_exceptionsc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )Nrv  r  r¥  gõ;•'û”?gÜ´èwÞ*�?g×†5›Ø?gF¡GÙ?g ÆËD]?gýÞ$`°ÉÀ?ró   rô   )r   rQ   Úpowerr;   rM   r   r÷   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  )rk  r‘   g"íu¨ÈÆ+@gîN$MBÄ*@g7v8Bô4@gêÿª55@geãˆ&@g~ŽÓ£ÌZ1@rr  rô   )r   rQ   Úrayleighr;   rM   r   r÷   r%   r%   r&   Útest_rayleigh^  s    
þzTestRandomDist.test_rayleighc                 C   s&   t tjdd�dƒ tttjdd� d S ri  )r   r   r®  r   rB   rC   r%   r%   r&   Útest_rayleigh_0f  s    zTestRandomDist.test_rayleigh_0c                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r�   gMo³DL®è?g6Ï([9ÀgðºrF=òí?gÉM'	-™ ÀgóV¼ëûÀgVA:ìQyÇ?ró   rô   )r   rQ   Zstandard_cauchyr;   rM   r   r÷   r%   r%   r&   Útest_standard_cauchyj  s    
þz#TestRandomDist.test_standard_cauchyc                 C   sF   t  | j¡ t jdd�}t ddgddgddgg¡}t||d	d
� d S )Nr  r�   g°ö–Ü�Üî?gc!z¨ì?g&N˜¥"�@g¬NIàŠÇ@gFÇï>ú’ã?g¡~‚MEø?ró   rô   )r   rQ   Zstandard_exponentialr;   rM   r   r÷   r%   r%   r&   Útest_standard_exponentialr  s    
þz(TestRandomDist.test_standard_exponentialc                 C   sH   t  | j¡ t jddd�}t ddgddgdd	gg¡}t||d
d� d S )NrJ   r  )ro   r‘   g)§ž@g¾§Ä¾¤„@gd]‰,qÂ@gP‡kÌ{@g9B#Œ1@gÔÚv÷‡ @rr  rô   )r   rQ   Ústandard_gammar;   rM   r   r÷   r%   r%   r&   Útest_standard_gammaz  s    
þz"TestRandomDist.test_standard_gammac                 C   s&   t tjdd�dƒ tttjdd� d S )Nr   )ro   rl  )r   r   r³  r   rB   rC   r%   r%   r&   Útest_standard_gamma_0‚  s    z$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�   rú   rû   rü   rý   rþ   rÿ   ró   rô   )r   rQ   r’   r;   rM   r   r÷   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 )Nrú   ró   rô   r  r÷   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$ðMÏõ?güøüL›³á¿gV«qdz¥Ç¿gã–€Õý“ã?ró   rô   )r   rQ   Ú
standard_tr;   rM   r   r÷   r%   r%   r&   Útest_standard_t”  s    
þzTestRandomDist.test_standard_tc                 C   sL   t  | j¡ t jddddd�}t ddgdd	gd
dgg¡}t||dd� d S )Ng{®Gáz@gö(\�Âu$@g×£p=
W4@r  )ÚleftÚmodeÚrightr‘   g:§}ŒÂ\)@ghØ±TjÓ(@g‡Ç¨L‰30@g6Úœ™ÅA0@g6¤õ—sh&@gœí<Šáþ,@rr  rô   )r   rQ   Ú
triangularr;   rM   r   r÷   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 @ró   rô   )r   rQ   Úuniformr;   rM   r   r÷   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   rE   g  Ø…W4vC)rÀ  rÁ  )
r;   Zfinfor»   r¼   r   rÂ  r   ÚOverflowErrorÚinfZ	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)rU   rV   rW   rÉ  r%   r%   r%   r&   ÚThrowingFloatÄ  s   rÊ  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    rÈ  rC   r%   r%   r&   Ú__int__Í  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)rU   rV   rW   rÌ  r%   r%   r%   r&   ÚThrowingIntegerÌ  s   rÍ  rE   )	r;   ZndarrayrM   rØ   r   rA   r   rÂ  r   )r7   rÊ  Zthrowing_floatrÍ  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 )Nr¿  ç¤p=
×£ø?r  ©r”  Úkappar‘   gL×üZI@g¦¢'N"@gÀ·…þkrØ?g”k=mœ@g�¹Ú‰ó?gÜ^Ì=�\ý?ró   rô   ©r   rQ   Úvonmisesr;   rM   r   r÷   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 rÐ  )r   rQ   rÓ  r   r;   Úisfiniterg   ©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 dddg¡}t||dd	� d S )
Nrd   g    ÐcArJ   rÐ  g  AÔü^>?g @’ÌR7?g x¢.¿rÈ   rô   rÒ  r÷   r%   r%   r&   Útest_vonmises_largeá  s    þz"TestRandomDist.test_vonmises_largec                 C   s.   t  | j¡ t jdtjd�}tt |¡ƒ d S )Nrd   )r”  rÑ  )r   rQ   rÓ  r;   r]   r   r   r×  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 )Nr¿  rÏ  r  )r‡  rk  r‘   gÉZ¥ƒ¢@g-ïŸg†@g¦8
ÄÖmÖ?gÃÎVP"ø?g`Vô áÎ?gx©^½&3Ì?rr  rô   )r   rQ   Úwaldr;   rM   r   r÷   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 )Nr¿  r  r¥  g@–Ý6ï?g¦Óé]Aí?g(Ã1Ú¥Rþ?gù¤U þ?g“Í2§_uå?g^}-­Qö?ró   rô   )r   rQ   Úweibullr;   rM   r   r÷   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   rn  r¥  rl  )r.   )r   rQ   r   rÞ  r;   rZ   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 )	Nr¿  r  r¥  éB   é   rE   rJ   rZ  )r   rQ   r   r;   rM   r   r÷   r%   r%   r&   Ú	test_zipf  s    
þzTestRandomDist.test_zipfN)TrU   rV   rW   rˆ   rø   rù   r  r  r  r  r  r  r  r  r  r!  r$  r'  r)  r.  r0  r2  r4  rF  rN  rQ  rS  rY  r\  rc  rd  re  rf  rh  rm  rq  rt  ru  rx  rz  r  r€  r�  rƒ  r„  r†  rŠ  r‹  rŒ  r�  r�  r•  r™   r—  r›  rŸ  r¡  r£  r¤  r¨  rª  r«  r­  r¯  r°  r±  r²  r´  rµ  r¶  r·  r¹  r¾  rÃ  rÇ  rÎ  rÔ  rÙ  rÚ  rÛ  rÝ  rß  rà  rã  r%   r%   r%   r&   rë   «  s¢   .		

3			rë   c                   @   s  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ 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[rì   rC   r%   r%   r&   rˆ     s    zTestBroadcast.setupc                 C   s   t  | j¡ d S r    )r   rQ   rC   r%   r%   r&   Úset_seed  s    zTestBroadcast.set_seedc                 C   sn   dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd� |  ¡  |||d ƒ}t||dd� d S )	Nr   rE   çºlö×÷á?ç_x¤¥á?ç=å*BNà?rJ   rr  rô   )r   rÂ  r;   rM   ræ  r   )r7   rÀ  rÁ  rÂ  rà   râ   r%   r%   r&   rÃ    s    þzTestBroadcast.test_uniformc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rE   r?   g-rö´@g¦Y®lõ@g-µ`¦wý?rJ   rr  rô   )r   r¢  r;   rM   ræ  r   r   rB   )r7   r}  rk  Ú	bad_scaler¢  rà   râ   r%   r%   r&   r£  &  s     þzTestBroadcast.test_normalc                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   rF   gnÍQVfÉ?gV©‹šKB³?gv®`køÏ?rJ   rr  rô   )r   rR  r;   rM   ræ  r   r   rB   )r7   r.   r/   Úbad_aZbad_brR  rà   râ   r%   r%   r&   rS  9  s&    þzTestBroadcast.test_betac                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S ©	NrE   r?   gö.Ug¬Zè?gi Pr�qè?gçÅEKÌæ?rJ   rr  rô   )r   rg  r;   rM   ræ  r   r   rB   )r7   rk  rê  rg  rà   râ   r%   r%   r&   rh  O  s    þzTestBroadcast.test_exponentialc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S rì  )r   r³  r;   rM   ræ  r   r   rB   )r7   ro   Ú	bad_shapeZ	std_gammarà   râ   r%   r%   r&   r´  \  s    þz!TestBroadcast.test_standard_gammac                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   rF   gö.Ug¬Zø?gi Pr�qø?gçÅEKÌö?rJ   rr  rô   )r   rs  r;   rM   ræ  r   r   rB   )r7   ro   rk  rí  rê  rs  rà   râ   r%   r%   r&   rt  i  s&    þzTestBroadcast.test_gammac                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   rF   gb—�yÊœé?g»åoðÄë?gT¹æ7Í@rJ   rr  rô   )r   rp  r;   rM   ræ  r   r   rB   )r7   rœ  r�  Ú	bad_dfnumÚ	bad_dfdenrp  rà   râ   r%   r%   r&   rq    s&    þzTestBroadcast.test_fc           
   	   C   sˆ  dg}dg}dg}dg}dg}dg}t j}t ddd	g¡}|  ¡  ||d ||ƒ}	t|	|d
d� t t |||tjgd ƒ¡¡s„t	‚t
t||d ||ƒ t
t||d ||ƒ t
t||d ||ƒ |  ¡  |||d |ƒ}	t|	|d
d� t
t|||d |ƒ t
t|||d |ƒ t
t|||d |ƒ |  ¡  ||||d ƒ}	t|	|d
d� t
t||||d ƒ t
t||||d ƒ t
t||||d ƒ d S )Nr   rJ   rK   r   r?   rF   gÈr±^G"@g/�*@g‹°�Ñ†š!@rr  rô   )r   rž  r;   rM   ræ  r   rg   r   r]   rŸ   r   rB   )
r7   rœ  r�  r™  rî  rï  Úbad_noncZnonc_frà   râ   r%   r%   r&   rŸ  •  s<    þ$zTestBroadcast.test_noncentral_fc                 C   s:   |   ¡  t ddg¡}tjddddd�}t||dd� d S )Ng¬ªaŒ‚z@gn4M;î%é?ru   r   r�   rr  rô   )ræ  r;   rM   r   rž  r   )r7   rà   râ   r%   r%   r&   Útest_noncentral_f_small_df¸  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )	NrE   r?   g~¼}ÐN?â?g‘$FŽŸà?g'rS�èÀ?rJ   rr  rô   )r   r[  r;   rM   ræ  r   r   rB   )r7   r˜  Úbad_dfr[  rà   râ   r%   r%   r&   r\  ¾  s    þzTestBroadcast.test_chisquarec                 C   sÂ   dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   rF   g©ç wÌ "@g2øêWR@g�ˆâRY@rJ   rr  rô   )r   rš  r;   rM   ræ  r   r   rB   )r7   r˜  r™  rò  rð  Znonc_chirà   râ   r%   r%   r&   r›  Ë  s&    þz'TestBroadcast.test_noncentral_chisquarec                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrE   r?   gTÄò�@g~‹Fžl@gÆštø�pð?rJ   rr  rô   )r   r¸  r;   rM   ræ  r   r   rB   )r7   r˜  rò  Útrà   râ   r%   r%   r&   r¹  á  s    þzTestBroadcast.test_standard_tc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rE   r?   g´®W!è@gü�OBº¦ÀgÈ}Ç?àý¿rJ   rr  rô   )r   rÓ  r;   rM   ræ  r   r   rB   )r7   r”  rÑ  Z	bad_kapparÓ  rà   râ   r%   r%   r&   rÔ  ï  s     þzTestBroadcast.test_vonmisesc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrE   r?   g&ƒ8¾?ò?g�e�âFXò?gªÕ‹Ë�Ÿð?rJ   rr  rô   )r   r§  r;   rM   ræ  r   r   rB   )r7   r.   rë  r§  rà   râ   r%   r%   r&   r¨    s    þzTestBroadcast.test_paretoc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S rì  )r   rÞ  r;   rM   ræ  r   r   rB   )r7   r.   rë  rÞ  rà   râ   r%   r%   r&   rß    s    þzTestBroadcast.test_weibullc                 C   sj   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ ttt j|d ƒ d S )	NrE   r?   rç  rè  ré  rJ   rr  rô   )r   r¬  r;   rM   ræ  r   r   rB   )r7   r.   rë  r¬  rà   râ   r%   r%   r&   r­    s    þzTestBroadcast.test_powerc                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rE   r?   g:¨×BKc±?gÖ3®šk²?gî~qÉÁ“?rJ   rr  rô   )r   r‚  r;   rM   ræ  r   r   rB   )r7   r}  rk  rê  r‚  rà   râ   r%   r%   r&   rƒ  ,  s     þzTestBroadcast.test_laplacec                 C   s˜   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ d S )
Nr   rE   r?   gÈ'�£ZyÑ?g÷dSO=Ñ?gÏ3Lõ1³Õ?rJ   rr  rô   )r   r~  r;   rM   ræ  r   r   rB   )r7   r}  rk  rê  r~  rà   râ   r%   r%   r&   r  ?  s     þzTestBroadcast.test_gumbelc                 C   sª   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ tt  d
d¡d
ƒ d S )Nr   rE   r?   gÂ“y±ÕÀ?gªÀJõR�Á?gþ
~Æ&‘£?rJ   rr  rô   rË  rd   )	r   r…  r;   rM   ræ  r   r   rB   r   )r7   r}  rk  rê  r…  rà   râ   r%   r%   r&   r†  R  s"    þzTestBroadcast.test_logisticc                 C   sÀ   dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||dd	� tt||d |ƒ ttt j|d |ƒ |  ¡  |||d ƒ}t||dd	� tt|||d ƒ ttt j||d ƒ d S )
Nr   rE   r?   gÄñò�ÏH"@g¼ùÜ®ƒÍ @gvv	ý²:@rJ   rr  rô   )r   r‰  r;   rM   ræ  r   r   rB   )r7   r‡  rˆ  Z	bad_sigmar‰  rà   râ   r%   r%   r&   rŠ  f  s$    þzTestBroadcast.test_lognormalc                 C   sX   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )	NrE   r?   gÝ±lËo½ó?gé/Ó‚´Æó?gz~ßRó?rJ   rr  rô   )r   r®  r;   rM   ræ  r   r   rB   )r7   rk  rê  r®  rà   râ   r%   r%   r&   r¯  {  s    þzTestBroadcast.test_rayleighc                 C   s  dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||d	d
� tt||d |ƒ tt||d |ƒ ttt j|d |ƒ ttt j|d |ƒ |  ¡  |||d ƒ}t||d	d
� tt|||d ƒ tt|||d ƒ tt|ddƒ tt|ddƒ d S )Nr   rE   r   rF   g@mò ‰e¾?g¸�`ŸIß¿?g¸‡|2‹í?rJ   rr  rô   rd   )r   rÜ  r;   rM   ræ  r   r   rB   )r7   r‡  rk  Zbad_meanrê  rÜ  rà   râ   r%   r%   r&   rÝ  ˆ  s.    þzTestBroadcast.test_waldc                 C   sš  dg}dg}dg}dg}dg}|d \}}t j}t dddg¡}	|  ¡  ||d ||ƒ}
t|
|	dd	� tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	dd	� tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	dd	� tt||||d ƒ tt||||d ƒ tt||||d ƒ tt|d
ddƒ tt|d
ddƒ tt|d
d
d
ƒ d S )NrE   rJ   r   rK   g,âP;bD @gºÁ±È%G @g,~S²¨ @rr  rô   r   rd   g      4@g      9@)r   r½  r;   rM   ræ  r   r   rB   )r7   rº  r¼  r»  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_twor½  rà   râ   r%   r%   r&   r¾  ¢  sL    þÿÿ
ÿzTestBroadcast.test_triangularc           	      C   sä   dg}dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||ƒ tt||d |ƒ tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||ƒ tt|||d ƒ tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   ç      ø?rJ   )r   r   r;   rM   ræ  r   r   rB   )	r7   r–  r[   Úbad_nÚ	bad_p_oneÚ	bad_p_twoZbinomrà   râ   r%   r%   r&   rY  Ê  s&    

zTestBroadcast.test_binomialc           	      C   sä   dg}dg}dg}dg}dg}t j}t dddg¡}|  ¡  ||d |ƒ}t||ƒ tt||d |ƒ tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||ƒ tt|||d ƒ tt|||d ƒ tt|||d ƒ d S )NrE   r   r?   rô  r   rJ   )r   r   r;   rM   ræ  r   r   rB   )	r7   r–  r[   rõ  rö  r÷  Z	neg_binomrà   râ   r%   r%   r&   r™   á  s&    

z$TestBroadcast.test_negative_binomialc                 C   sx   t  ¡ j}dg}dg}|d g}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt	||d ƒ tt	||d ƒ d S )NrE   r?   r   r   rJ   )
r   r4   Z_poisson_lam_maxr   r;   rM   ræ  r   r   rB   )r7   Zmax_lamr©  Zbad_lam_oneZbad_lam_twor   rà   râ   r%   r%   r&   rª  ø  s    


zTestBroadcast.test_poissonc              	   C   sŽ   dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tjdd��( tt|tj	ƒ tt|ddtj	gƒ W 5 Q R X d S )Nr   r   rE   rJ   r�  )Úinvalid)
r   r   r;   rM   ræ  r   r   rB   Zerrstater]   )r7   r.   rë  r   rà   râ   r%   r%   r&   rã    s    
zTestBroadcast.test_zipfc                 C   sj   dg}dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   r?   rô  r   rJ   )r   r   r;   rM   ræ  r   r   rB   )r7   r[   rö  r÷  Zgeomrà   râ   r%   r%   r&   rx    s    
zTestBroadcast.test_geometricc                 C   sÚ  dg}dg}dg}dg}dg}dg}dg}t j}t dddg¡}	|  ¡  ||d ||ƒ}
t|
|	ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt|ddd	ƒ tt|ddd	ƒ tt|dddƒ tt|ddd
ƒ d S )NrE   r   r?   rF   r   rK   rJ   r   r   é   )r   r   r;   rM   ræ  r   r   rB   )r7   ZngoodZnbadZnsampleZ	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twoZ	hypergeomrà   râ   r%   r%   r&   r�  "  sD    


z!TestBroadcast.test_hypergeometricc                 C   sj   dg}dg}dg}t j}t dddg¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr   r   r?   rE   rJ   )r   r   r;   rM   ræ  r   r   rB   )r7   r[   rö  r÷  r   rà   râ   r%   r%   r&   rŒ  J  s    
zTestBroadcast.test_logseriesN)#rU   rV   rW   rˆ   ræ  rÃ  r£  rS  rh  r´  rt  rq  rŸ  rñ  r\  r›  r¹  rÔ  r¨  rß  r­  rƒ  r  r†  rŠ  r¯  rÝ  r¾  rY  r™   rª  rã  rx  r�  rŒ  r%   r%   r%   r&   rä    s@   #((rä  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   )r:   ÚseedsrC   r%   r%   r&   rˆ   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©rü  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  s     c                 S   s   g | ]}|  ¡ ‘qS r%   )Újoinr  r%   r%   r&   r=  g  s     rK   Úwin32)Ú	threadingrü  r;   r*  rœ   rû  Úzipr   r4   ZintprI   ÚitemsizerÓ   Úplatformr   r   )r7   r  ÚszZout1Zout2ró  r8   rÿ  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   rj  .)rg  r;   r1  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   rŽ  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   rˆ   r  r£  r  r�  r%   r%   r%   r&   rú  X  s
   rú  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   r@  )r;   rM   ÚargOneÚargTwoÚargThreeÚtgtShaperC   r%   r%   r&   rˆ   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}||krb|t dg¡ƒ}n
|| jƒ}t|j| jƒ qDd S r˜   )r   rg  r³  r[  r¸  r§  rÞ  r¬  r®  r   r   r   r   r;   rM   r  r   ro   r  )r7   ÚfuncsÚ	probfuncsrÆ  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}||krft dg¡}n| j}|| j|ƒ}t|j| jƒ || jd |ƒ}t|j| jƒ || j|d ƒ}t|j| jƒ qLd S )Nr   r   )r   rÂ  r¢  rR  rs  rp  rš  rÓ  r‚  r~  r…  r‰  rÜ  r   r   r;   rM   r  r  r   ro   r  )r7   r  r  rÆ  r  r  r%   r%   r&   Útest_two_arg_funcs¡  s2          úz*TestSingleEltArrayInput.test_two_arg_funcsc                 C   s†   t jt jt jg}|D ]l}|| j| j| jƒ}t|j| j	ƒ || jd | j| jƒ}t|j| j	ƒ || j| jd | jƒ}t|j| j	ƒ qd S )Nr   )
r   rž  r½  r   r  r  r  r   ro   r  )r7   r  rÆ  r  r%   r%   r&   Útest_three_arg_funcs¼  s    ÿz,TestSingleEltArrayInput.test_three_arg_funcsN)rU   rV   rW   rˆ   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 )Nrå  r‘   r   rÞ   )r   rQ   Úgetattrr   rI   r;   )r'   Úfnamerþ  r×   rp  râ   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 )Nrå  r‘   rÕ  rÒ   )r   rQ   r  rÓ   rÔ   rÕ   rÖ   r×   rØ   r;   rÎ   rÙ   r   )r'   r   rþ  r×   rp  rÛ   rÜ   r%   r%   r&   Útest_integer_repeatÔ  s    



r"  c                	   C   s†   t  t¡� tjdddgdd� W 5 Q R X t  t¡� tjddgddd� W 5 Q R X t  t¡� tjddgddgdd� W 5 Q R X d S )NrE   r"  gffffffæ?)r   rE   r�   r   )r�   r‚   rB   r   r   r%   r%   r%   r&   Útest_broadcast_size_errorß  s    r#  ))rÖ   rª   rÓ   r  Únumpyr;   r�   Znumpy.testingr   r   r   r   r   r   r   r	   Znumpy.randomr
   r   r   r1  r"   rº   rY   r¼   r#   Zfixturer'   r0   r1   rX   r_   r„   r´   rë   rä  rú  r  r!  r"  r#  r%   r%   r%   r&   Ú<module>   s|   (ù
ù
ù
/5W "      h    O/E