a
    hÝEb€ ã                   @   sÖ   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 d dl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d„ dƒ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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randomc                   @   s4   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ ZdS )ÚTestSeedc                 C   s<   t j d¡}t| d¡dƒ t j d¡}t| d¡dƒ d S )Nr   éè  i¬  ì   ÿÿ i£  )Únpr
   ÚRandomStater   Úrandint©ÚselfÚs© r   ú^/home/ja/django-apps/lartica_env/lib/python3.9/site-packages/numpy/random/tests/test_random.pyÚtest_scalar   s    zTestSeed.test_scalarc                 C   s‚   t j tdƒ¡}t| d¡dƒ t j t  d¡¡}t| d¡dƒ t j dg¡}t| d¡dƒ t j dg¡}t| d¡dƒ d S )Né
   r   iÔ  r   iÍ  r   i	  )r   r
   r   Úranger   r   Úaranger   r   r   r   Ú
test_array   s    zTestSeed.test_arrayc                 C   s$   t ttjjdƒ t ttjjdƒ d S )Nç      à¿éÿÿÿÿ©r   Ú	TypeErrorr   r
   r   Ú
ValueError©r   r   r   r   Útest_invalid_scalar    s    zTestSeed.test_invalid_scalarc                 C   sb   t ttjjdgƒ t ttjjdgƒ t ttjjdgƒ t ttjjg d¢ƒ t ttjjg d¢ƒ d S )Nr   r   ì        )é   é   r"   )r#   éþÿÿÿr"   r   r    r   r   r   Útest_invalid_array%   s
    zTestSeed.test_invalid_arrayc                 C   sR   t ttjjtjg tjd�ƒ t ttjjg d¢gƒ t ttjjg d¢g d¢gƒ d S )N©Údtype©r#   r$   é   )é   é   é   )r   r   r   r
   r   ÚarrayÚint64r    r   r   r   Útest_invalid_array_shape-   s    
ÿÿz!TestSeed.test_invalid_array_shapeN)Ú__name__Ú
__module__Ú__qualname__r   r   r!   r&   r0   r   r   r   r   r      s
   
r   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$   Úintr'   )r   ç      à?r#   r   )r   Úzerosr   r
   Úbinomialr   )r   r7   Úpr   r   r   Útest_n_zero7   s    zTestBinomial.test_n_zeroc                 C   s   t ttjdtjƒ d S )Nr#   )r   r   r
   r8   r   Únanr    r   r   r   Útest_p_is_nan@   s    zTestBinomial.test_p_is_nanN)r1   r2   r3   r:   r<   r   r   r   r   r4   6   s   	r4   c                   @   s4   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ ZdS )ÚTestMultinomialc                 C   s   t  dddg¡ d S )Néd   çš™™™™™É?çš™™™™™é?©r
   Úmultinomialr    r   r   r   Ú
test_basicF   s    zTestMultinomial.test_basicc                 C   s   t  dg d¢¡ d S )Nr>   )r?   r@   ç        rD   rD   rA   r    r   r   r   Útest_zero_probabilityI   s    z%TestMultinomial.test_zero_probabilityc                 C   sZ   t dt dd¡  kodk n  ƒ t ddd¡}t t d|k¡ƒ t t |dk ¡ƒ d S )Néûÿÿÿr   r,   )r   r
   r   r   Úall)r   Úxr   r   r   Útest_int_negative_intervalL   s    $z*TestMultinomial.test_int_negative_intervalc                 C   sÐ   ddg}t tj d|t d¡¡jdƒ t tj d|t d¡¡jdƒ t tj d|t d¡¡jdƒ t tj d|ddg¡jdƒ t tj d|d¡jdƒ t tj d|t d¡¡jdƒ tttjjd|t	dƒƒ d S )Nr6   r#   ©r#   r$   r$   ©r$   r$   r$   ©r$   r$   )
r   r   r
   rB   Úuint32Úshaper.   r   r   Úfloat©r   r9   r   r   r   Ú	test_sizeR   s    ÿÿzTestMultinomial.test_sizec              	   C   s€   t ttjjdddggƒ t ttjjddgdggƒ t ttjjddgdggdgdgggƒ t ttjjdt ddgddgg¡ƒ d S )Nr   r   r#   )r   r   r   r
   rB   r.   r    r   r   r   Útest_multidimensional_pvals`   s    &z+TestMultinomial.test_multidimensional_pvalsN)r1   r2   r3   rC   rE   rI   rQ   rR   r   r   r   r   r=   E   s
   r=   c                   @   s<   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ ZdS )ÚTestSetStatec                 C   s$   d| _ t | j ¡| _| j ¡ | _d S ©NiÒ–I)Úseedr
   r   ÚprngÚ	get_stateÚstater    r   r   r   Úsetuph   s    zTestSetState.setupc                 C   s<   | j  d¡}| j  | j¡ | j  d¡}tt ||k¡ƒ d S )Né   )rV   ZtomaxintÚ	set_staterX   r   r   rG   ©r   ÚoldÚnewr   r   r   rC   m   s    zTestSetState.test_basicc                 C   s@   | j jdd�}| j  | j¡ | j jdd�}tt ||k¡ƒ d S ©Nr*   ©Úsize)rV   Ústandard_normalr[   rX   r   r   rG   r\   r   r   r   Útest_gaussian_resets   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_   )rV   rb   rW   r[   r   r   rG   )r   rX   r]   r^   r   r   r   Ú test_gaussian_reset_in_media_resz   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 )Nr%   rZ   r`   )rX   rV   rb   r[   r   r   rG   )r   Ú	old_stateÚx1Zx2Zx3r   r   r   Útest_backwards_compatibility…   s    z)TestSetState.test_backwards_compatibilityc                 C   s   | j  dd¡ d S ©Nr6   )rV   Únegative_binomialr    r   r   r   Útest_negative_binomial‘   s    z#TestSetState.test_negative_binomialN)	r1   r2   r3   rY   rC   rc   rd   rg   rj   r   r   r   r   rS   g   s   rS   c                	   @   s|   e Zd Zej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dd„ Zdd„ ZdS )ÚTestRandintc                 C   s   t t| jdtd� d S ©Nr#   r'   )r   r   ÚrfuncrO   r    r   r   r   Útest_unsupported_typeŸ   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$   r#   r'   )	Úityper   Úbool_ÚiinfoÚminÚmaxr   r   rm   )r   ÚdtÚlbndÚubndr   r   r   Útest_bounds_checking¢   s    
z TestRandint.test_bounds_checkingc                 C   s´   | j D ]¨}|tju rdn
t |¡j}|tju r2dnt |¡jd }|d }t| j||d d|d�|ƒ |}t| j||d d|d�|ƒ || d }t| j||d d|d�|ƒ qd S )Nr   r$   r#   r   ©ra   r(   )ro   r   rp   rq   rr   rs   r   rm   )r   rt   ru   rv   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$   r#   r'   zMNo error should have been raised, but one was with the following message:

%s)
ro   r   rp   rq   rr   rs   rm   Ú	ExceptionÚAssertionErrorÚstr)r   rt   ru   rv   Úer   r   r   Útest_full_range¹   s    
þzTestRandint.test_full_rangec                 C   s’   t j ¡  | 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 )Nr#   )r+   é   rZ   r$   i   rx   r   )	r   r
   rU   ro   rm   r   rs   rr   rp   )r   rt   rv   Úvalsr   r   r   Útest_in_bounds_fuzzÇ   s    
zTestRandint.test_in_bounds_fuzzc              
   C   sò   dd l }ddddddddddœ	}| jdd … D ]r}tj d	¡ tjd
kr\| jddd|d�}n| jddd|d� ¡ }| 	| 
tj¡¡ ¡ }t|t |¡j |kƒ q.tj d	¡ | jdddtd� 
tj¡}| 	|¡ ¡ }t|t t¡j |kƒ d S )Nr   Z@509aea74d792fb931784c4b0135392c65aec64beee12b0cc167548a2c3d31e71Z@7b07f1a920e46f6d0fe02314155a2330bcfd7635e708da50e536c5ebb631a7d4Z@e577bfed6c935de944424667e3da285012e741892dcb7051a8f1ce68ab05c92fZ@0fbead0b06759df2cfb55e43148822d4a1ff953c7eb19a5b08445a63bb64fa9eZ@001aac3a5acb935a9b186cbe14a1ca064b8bb2dd0b045d48abeacf74d0203404)	ÚboolÚint16Úint32r/   Úint8Úuint16rM   Úuint64Úuint8r#   iÒ  Úlittler-   r   rx   r$   )Úhashlibro   r   r
   rU   ÚsysÚ	byteorderrm   ÚbyteswapÚsha256Úviewr†   Ú	hexdigestr   r(   Únamerƒ   )r   r‹   ry   rt   ÚvalÚresr   r   r   Útest_repeatabilityÖ   s,    ø

zTestRandint.test_repeatabilityc                 C   s`   t j}t  t j¡j}t  t  t j¡j¡}t  t  t j¡jd ¡}t jj|||d�}t||ƒ d S rl   )r   r/   rq   rs   rˆ   r
   r   r   )r   rt   ry   ru   rv   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$   r#   r'   r(   )ro   r   rp   rq   rr   rs   rm   r   r(   rƒ   r5   ÚcompatÚlongr   ÚhasattrÚtype)r   rt   ru   rv   Úsampler   r   r   Útest_respect_dtype_singleton  s    
z(TestRandint.test_respect_dtype_singletonN)r1   r2   r3   r   r
   r   rm   rp   r†   r‰   r„   r‡   r…   rM   r/   rˆ   ro   rn   rw   rz   r   r‚   r•   r—   r�   r   r   r   r   rk   —   s   ÿ	!rk   c                   @   s¢  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ Zd%d&„ Zej d'ejej ¡ ej ¡ g¡d(d)„ ƒZej d'ejej ¡ ej ¡ g¡ej d*d+d,g¡d-d.„ ƒƒZd/d0„ Zd1d2„ Z d3d4„ Z!d5d6„ Z"d7d8„ Z#d9d:„ Z$d;d<„ Z%d=d>„ Z&d?d@„ Z'dAdB„ Z(dCdD„ Z)dEdF„ Z*dGdH„ Z+dIdJ„ Z,dKdL„ Z-dMdN„ Z.dOdP„ Z/dQdR„ Z0dSdT„ Z1dUdV„ Z2dWdX„ Z3dYdZ„ Z4d[d\„ Z5d]d^„ Z6d_d`„ Z7dadb„ Z8dcdd„ Z9dedf„ Z:dgdh„ Z;didj„ Z<dkdl„ Z=dmdn„ Z>dodp„ Z?dqdr„ Z@dsdt„ ZAdudv„ ZBdwdx„ ZCdydz„ ZDd{d|„ ZEd}d~„ ZFdd€„ ZGd�d‚„ ZHdƒd„„ ZId…d†„ ZJd‡dˆ„ ZKd‰dŠ„ ZLd‹dŒ„ ZMd�dŽ„ ZNd�d�„ ZOd‘d’„ ZPd“d”„ ZQd•S )–ÚTestRandomDistc                 C   s
   d| _ d S rT   ©rU   r    r   r   r   rY   %  s    zTestRandomDist.setupc                 C   sJ   t j | j¡ t j dd¡}t  ddgddgddgg¡}t||d	d
� d S )Nr*   r$   ç_®\±*Íã?ç�›˜¬”îâ?ç<î�pì?ç®,º¥oˆì?çˆÂÉHÝ?çZ±­°êæè?é   ©Údecimal)r   r
   rU   Zrandr.   r   ©r   r–   Údesiredr   r   r   Ú	test_rand(  s    
þzTestRandomDist.test_randc                 C   sJ   t j | j¡ t j dd¡}t  ddgddgddgg¡}t||d	d
� d S )Nr*   r$   çÿ!ã<Oqõ?ç4ð�u,Íû?çÁ³½3Ûû÷?çL«I/DÍ¿çà@ËÀŽ? @çÿHSÓ\@r¦   r§   )r   r
   rU   Zrandnr.   r   r©   r   r   r   Ú
test_randn0  s    
þzTestRandomDist.test_randnc                 C   sJ   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||ƒ d S )Né�ÿÿÿéc   ©r*   r$   r`   é   r*   éÌÿÿÿé)   éÐÿÿÿé¾ÿÿÿ)r   r
   rU   r   r.   r   r©   r   r   r   Útest_randint8  s    
þzTestRandomDist.test_randintc                 C   sŠ   t j | j¡ tƒ �<}| t¡}t jjdddd�}tt|ƒdkƒ W d   ƒ n1 sV0    Y  t  	ddgdd	gd
dgg¡}t
||ƒ d S )Nr³   r´   rµ   r`   r#   r¶   r*   r·   r¸   r¹   rº   )r   r
   rU   r	   ÚrecordÚDeprecationWarningÚrandom_integersr   Úlenr.   r   ©r   ÚsupÚwr–   rª   r   r   r   Útest_random_integers@  s    
.
þz#TestRandomDist.test_random_integersc                 C   sx   t ƒ �H}| t¡}tj t d¡jt d¡j¡}tt	|ƒdkƒ W d   ƒ n1 sT0    Y  t d¡j}t
||ƒ d S )NÚlr#   )r	   r¼   r½   r   r
   r¾   rq   rs   r   r¿   r   rÀ   r   r   r   Útest_random_integers_max_intK  s    

ÿ.z+TestRandomDist.test_random_integers_max_intc                 C   sr   t  ¡ �V t  dt¡ tttjjt d¡j	ƒ tttjjt d¡j	t d¡j	ƒ W d   ƒ n1 sd0    Y  d S )NÚerrorrÄ   )
ÚwarningsÚcatch_warningsÚsimplefilterr½   r   r   r
   r¾   rq   rs   r    r   r   r   Útest_random_integers_deprecatedZ  s    

þþz.TestRandomDist.test_random_integers_deprecatedc                 C   sH   t j | j¡ t j d¡}t  ddgddgddgg¡}t||dd	� d S )
Nrµ   r    r¡   r¢   r£   r¤   r¥   r¦   r§   )r   r
   rU   r.   r   r©   r   r   r   Útest_randomh  s    
þzTestRandomDist.test_randomc                 C   s8   t j | j¡ t j dd¡}t  g d¢¡}t||ƒ d S )Nr+   )r$   r*   r$   r*   ©r   r
   rU   Úchoicer.   r   r©   r   r   r   Útest_choice_uniform_replacep  s    z*TestRandomDist.test_choice_uniform_replacec                 C   s@   t j | j¡ t jjddg d¢d�}t  g d¢¡}t||ƒ d S )Nr+   )çš™™™™™Ù?rÏ   çš™™™™™¹?rÐ   ©r9   )r#   r#   r$   r$   rÌ   r©   r   r   r   Útest_choice_nonuniform_replacev  s    z-TestRandomDist.test_choice_nonuniform_replacec                 C   s<   t j | j¡ t jjdddd�}t  g d¢¡}t||ƒ d S )Nr+   r*   F©Úreplace)r   r#   r*   rÌ   r©   r   r   r   Útest_choice_uniform_noreplace|  s    z,TestRandomDist.test_choice_uniform_noreplacec                 C   sB   t j | j¡ t jjdddg d¢d�}t  g d¢¡}t||ƒ d S )Nr+   r*   F)rÐ   g333333Ó?r6   rÐ   ©rÔ   r9   )r$   r*   r#   rÌ   r©   r   r   r   Ú test_choice_nonuniform_noreplace‚  s    ÿz/TestRandomDist.test_choice_nonuniform_noreplacec                 C   s<   t j | j¡ t j g d¢d¡}t  g d¢¡}t||ƒ d S )N)ÚaÚbÚcÚdr+   )rÚ   rÛ   rÚ   rÛ   rÌ   r©   r   r   r   Útest_choice_noninteger‰  s    z%TestRandomDist.test_choice_nonintegerc                 C   s4  t jj}tt|ddƒ tt|ddƒ tt|ddgddggdƒ tt|g dƒ tt|g d¢dddgddggd	� tt|ddgdg d
¢d	� tt|ddgdddgd	� tt|ddgdddgd	� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddd� tt|g d¢ddg d¢d� d S )Nr   r*   g      @r#   r$   r+   )r#   r$   r*   r+   g      Ð?rÑ   )rÏ   rÏ   r?   gš™™™™™ñ?gš™™™™™¹¿rÏ   r)   FrÓ   r%   )r   )r   r#   )r#   r   r   rÖ   )r   r
   rÍ   r   r   )r   rœ   r   r   r   Útest_choice_exceptions�  s$    ÿÿz%TestRandomDist.test_choice_exceptionsc              	   C   s4  ddg}t t tjjddd�¡ƒ t t tjjddd�¡ƒ t t tjjdd|d�¡ƒ t t tjjdd|d�¡ƒ t t tjjddgdd�¡ƒ t tjjd gdd�d u ƒ t ddg¡}tjdtd	�}||d
< t tjj|dd�|u ƒ tƒ }t t tjjd|dd�¡ ƒ t t tjjd|dd�¡ ƒ t t tjjd|d|d�¡ ƒ t t tjjd|d|d�¡ ƒ t t tjjddg|dd�¡ ƒ t tjjd g|dd�j	d
kƒ t ddg¡}tjdtd	�}||d
< t tjj||dd� 
¡ |u ƒ d}g d¢}ttjjd|dd�j|ƒ ttjjd|dd�j|ƒ ttjjd|d|d�j|ƒ ttjjd|d|d�j|ƒ ttjjt d¡|dd�j|ƒ ttjjd
d
dd�jdƒ ttjjd
dd
d�jdƒ ttjjddd
d�jdƒ ttjjd
d
d�jdƒ ttjjg dd�jdƒ ttjjddgdd�jdƒ tttjjg dƒ d S )NrÐ   çÍÌÌÌÌÌì?r$   TrÓ   FrÖ   r#   r'   r   )r$   r*   )rÐ   rÐ   rÐ   rÐ   rÏ   r?   r-   )r*   r   r+   r`   iöÿÿÿ)r   r   rØ   rÙ   )r   r   Zisscalarr
   rÍ   r.   ÚemptyÚobjectÚtupleÚndimÚitemr   rN   r   r   r   r   )r   r9   rØ   Úarrr   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j||d� d S )N)é*   r#   r$   )NNNrÑ   )r   r.   r   r   r
   rÍ   )r   rØ   r9   r   r   r   Útest_choice_nan_probabilitiesÐ  s    z,TestRandomDist.test_choice_nan_probabilitiesc                 C   s,   t j | j¡ t j d¡}d}t||ƒ d S )Nr   s
   ‚Uižÿ—+Wf¥)r   r
   rU   Úbytesr   r©   r   r   r   Ú
test_bytesÕ  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 ]D}t j | j¡ |g d¢ƒ}t j |¡ |}|g d¢ƒ}t||ƒ qFd S )Nc                 S   s
   t  g ¡S ©N)r   r.   ©rH   r   r   r   Ú<lambda>Þ  ó    z-TestRandomDist.test_shuffle.<locals>.<lambda>c                 S   s   | S rê   r   rë   r   r   r   rì   ß  rí   c                 S   s   t  | ¡ t j¡S rê   )r   ÚasarrayÚastyper†   rë   r   r   r   rì   à  rí   c                 S   s   t  | ¡ t j¡S rê   )r   rî   rï   Úfloat32rë   r   r   r   rì   á  rí   c                 S   s   t  | ¡ t j¡S rê   )r   rî   rï   Z	complex64rë   r   r   r   rì   â  rí   c                 S   s   t  | ¡ t¡S rê   )r   rî   rï   rà   rë   r   r   r   rì   ã  rí   c                 S   s   dd„ | D ƒS )Nc                 S   s   g | ]}||f‘qS r   r   ©Ú.0Úir   r   r   Ú
<listcomp>ä  rí   úATestRandomDist.test_shuffle.<locals>.<lambda>.<locals>.<listcomp>r   rë   r   r   r   rì   ä  rí   c                 S   s   t  dd„ | D ƒ¡S )Nc                 S   s   g | ]}||g‘qS r   r   rñ   r   r   r   rô   å  rí   rõ   )r   rî   rë   r   r   r   rì   å  rí   c                 S   s   t  | | g¡jS rê   )r   ZvstackÚTrë   r   r   r   rì   æ  rí   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   rñ   r   r   r   rô   è  rí   rõ   rØ   rÙ   )r   rî   r5   r�   Zrecarrayrë   r   r   r   rì   è  s   ÿþc                 S   s$   t  dd„ | D ƒdtfdt jfg¡S )Nc                 S   s   g | ]}||f‘qS r   r   rñ   r   r   r   rô   ì  rí   rõ   rØ   rÙ   )r   rî   rà   r…   rë   r   r   r   rì   ì  s   ÿ)
r#   r$   r*   r+   r,   r-   é   r€   é	   r   )
r   r#   rø   r-   r$   r+   r,   r€   r÷   r*   )r   r
   rU   Úshuffler   )r   ÚconvÚalistr–   rª   r   r   r   Útest_shuffleÛ  s$    òzTestRandomDist.test_shufflec                 C   sÄ   t j t  tdƒd¡d d d¡}t j t  d¡d d d¡}| ¡ }| ¡ }tdƒD ]h}t j |¡ t	t
|j|j  ƒt
|j|j  ƒƒ t j |¡ t	t
|j|j  ƒt
|j|j  ƒƒ qVd S )Né   )r,   r+   r*   r#   r   é2   )r   ÚmaZmasked_valuesZreshaper   r   Úcopyr
   rù   r   ÚsortedÚdataÚmask)r   rØ   rÙ   Za_origZb_origró   r   r   r   Útest_shuffle_maskedõ  s    " ÿ ÿz"TestRandomDist.test_shuffle_maskedr
   c                 C   sb   ddddddddœ}t jtd	d
��}| |¡ W d   ƒ n1 sB0    Y  d|d jv s^J ‚d S )Nr   r#   r$   r*   r+   r,   r-   )r   r#   r$   r*   r+   r,   r-   z!you are shuffling a 'dict' object©ÚmatchrË   )ÚpytestÚwarnsÚUserWarningrù   Úfilename)r   r
   ÚvaluesZrecr   r   r   Útest_shuffle_untyped_warning  s    ÿ(z+TestRandomDist.test_shuffle_untyped_warningÚuse_array_likeTFc                    sò   G dd„ dt jƒ}d t  dg¡t  d¡t  d¡t  d¡g}t j|td�}dd„ |D ƒ‰ |rd| |¡}t‡ fd	d
„|D ƒƒs~J ‚|rÊt|t jj	ƒsÊt
jtdd�� | |¡ W d   ƒ qî1 s¾0    Y  n$| |¡ t‡ fdd
„|D ƒƒsîJ ‚d S )Nc                   @   s   e Zd ZdS )z>TestRandomDist.test_shuffle_no_object_unpacking.<locals>.MyArrN)r1   r2   r3   r   r   r   r   ÚMyArr  s   r  r*   r   r÷   r'   c                 S   s   h | ]}t |ƒ’qS r   ©Úidrñ   r   r   r   Ú	<setcomp>  rí   zBTestRandomDist.test_shuffle_no_object_unpacking.<locals>.<setcomp>c                 3   s   | ]}t |ƒˆ v V  qd S rê   r  rñ   ©Zitem_idsr   r   Ú	<genexpr>  rí   zBTestRandomDist.test_shuffle_no_object_unpacking.<locals>.<genexpr>z#Shuffling a one dimensional array.*r  c                 3   s   | ]}t |ƒˆ v V  qd S rê   r  rñ   r  r   r   r  &  rí   )r   Úndarrayr.   Zfloat64rà   r�   rG   Ú
isinstancer
   Ú	Generatorr  r  r	  rù   )r   r
   r  r  Úitemsrä   r   r  r   Ú test_shuffle_no_object_unpacking  s    $ÿ
ÿ*
z/TestRandomDist.test_shuffle_no_object_unpackingc                 C   s–   t j | j¡ t  d¡j}t j |¡ tt  |¡g d¢ƒ t j | j¡}| |¡ tt  |¡g d¢ƒ t j 	| j¡}| |¡ tt  |¡g d¢ƒ d S )Nr,   )r   r#   r+   r*   r$   )r   r#   r$   r*   r+   )r+   r#   r   r*   r$   )
r   r
   rU   r   r  rù   r   rî   r   Údefault_rng)r   rØ   Úrngr   r   r   Útest_shuffle_memoryview(  s    

z&TestRandomDist.test_shuffle_memoryviewc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )NrÐ   rÞ   rµ   r`   gAàÁKÄ�?g‘ñØhA?g õÒ‡o¿>gÎ¬XfÈ+q?gSâë1Ã$?g'8zXŒ ?r¦   r§   )r   r
   rU   Úbetar.   r   r©   r   r   r   Ú	test_beta7  s    þÿzTestRandomDist.test_betac                 C   sJ   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||ƒ d S )Nr>   gÉv¾Ÿ/Ý?rµ   r`   é%   é+   ræ   é0   é.   é-   )r   r
   rU   r8   r.   r   r©   r   r   r   Útest_binomial@  s    
þzTestRandomDist.test_binomialc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nrþ   rµ   r`   g+Qð]uðO@gëòìÇ+Q@gY7`´ZqP@gÈe‡(fŒG@gþv¯t€R@gEIÈ‹R@é   r§   )r   r
   rU   Ú	chisquarer.   r   r©   r   r   r   Útest_chisquareH  s    
þzTestRandomDist.test_chisquarec                 C   st   t j | j¡ t  ddg¡}t jjj|dd�}t  ddgddggd	d
gddggddgddggg¡}t||dd� d S )Nç“­I<ÝI@ç÷ÉEZßC@rµ   r`   gÉi{ßsá?gn,	åAÝ?göÇ]‹^óã?gpDéBØ?gÈ§#¼yªá?gr°¸‡«Ü?g—«1UÞâ?gÈÑ¨œUCÚ?g£…^,%÷â?g»ôB§µÚ?gÚ‰OoX;â?gMì`!O‰Û?r¦   r§   )r   r
   rU   r.   ÚmtrandÚ	dirichletr   )r   Úalphar–   rª   r   r   r   Útest_dirichletP  s    
ÿÿÿüzTestRandomDist.test_dirichletc                 C   sÈ   t  ddg¡}tt j |t  d¡¡jdƒ tt j |t  d¡¡jdƒ tt j |t  d¡¡jdƒ tt j |ddg¡jdƒ tt j |d¡jdƒ tt j |t  d¡¡jdƒ ttt jj|t	dƒƒ d S )Nr'  r(  r#   rJ   r$   rK   rL   )
r   r.   r   r
   r*  rM   rN   r   r   rO   rP   r   r   r   Útest_dirichlet_size\  s    z"TestRandomDist.test_dirichlet_sizec                 C   s�   t  ddg¡}ttt jjj|ƒ tttjddggƒ tttjdgdggƒ tttjdgdggdgdgggƒ tttjt  ddgddgg¡ƒ d S )NgHáz®Gá?g¼‰Ø—²Òœ¼r,   r#   )r   r.   r   r   r
   r)  r*  )r   r+  r   r   r   Útest_dirichlet_bad_alphah  s    "z'TestRandomDist.test_dirichlet_bad_alphac                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Ngï8EGrùñ?rµ   r`   gN÷·Uñ?gbI0æð?gùVU\õº@gˆ:€ì3ù@g©ºUýå?g�Ÿ"qoû?r¦   r§   )r   r
   rU   Úexponentialr.   r   r©   r   r   r   Útest_exponentials  s    
þzTestRandomDist.test_exponentialc                 C   s*   t tjjdd�dƒ tttjjdd� d S ©Nr   ©Úscaleç       €)r   r   r
   r/  r   r   r    r   r   r   Útest_exponential_0{  s    z!TestRandomDist.test_exponential_0c                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Né   éM   rµ   r`   g7¶„ó?gµ`j‹�ü?g6¶"+÷?gÜ³2>•‰ó?g‘cÍ>+Yð?g¡_}áS‚õ?r¦   r§   )r   r
   rU   Úfr.   r   r©   r   r   r   Útest_f  s    
þzTestRandomDist.test_fc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr,   r*   rµ   r`   gÔ�GMçš8@g §â”ÈŒ<@g˜	´":@gÂvÀñÇ#)@gZQø·?@gr‚‚[•¦@@é   r§   )r   r
   rU   Úgammar.   r   r©   r   r   r   Ú
test_gamma‡  s    
þzTestRandomDist.test_gammac                 C   s.   t tjjddd�dƒ tttjjddd� d S )Nr   )rN   r3  r4  )r   r   r
   r;  r   r   r    r   r   r   Útest_gamma_0�  s    zTestRandomDist.test_gamma_0c                 C   sH   t j | j¡ t jjddd�}t  ddgddgddgg¡}t||ƒ d S )	Nç_c97Ýš¿?rµ   r`   r€   r÷   é   r,   r6  )r   r
   rU   Ú	geometricr.   r   r©   r   r   r   Útest_geometric“  s    
þzTestRandomDist.test_geometricc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr>  ç       @rµ   ©Úlocr3  ra   gåûØ•ßÉ?g¨s0í Ö?gÊð#0÷¿gï(ôx”÷¿g-¶KÇD´ñ?géÅ¯p`@æ¿r¦   r§   )r   r
   rU   Úgumbelr.   r   r©   r   r   r   Útest_gumbel›  s    
þzTestRandomDist.test_gumbelc                 C   s*   t tjjdd�dƒ tttjjdd� d S r1  )r   r   r
   rE  r   r   r    r   r   r   Útest_gumbel_0£  s    zTestRandomDist.test_gumbel_0c                 C   sü   t j | j¡ t jjddddd�}t  ddgddgddgg¡}t||ƒ t jjdddd	d�}t  g d
¢¡}t||ƒ t jjdddd	d�}t  g d¢¡}t||ƒ t jjdddd	d�}t  g d¢¡}t||ƒ t jjdddd	d�}t  g d¢¡}t||ƒ d S )Nr   r,   r:  rµ   r`   rø   r   r*   r+   )r*   r*   r*   r*   r¦   r6  )r6  r6  r6  r6  )r   r   r   r   )r   r
   rU   Úhypergeometricr.   r   r©   r   r   r   Útest_hypergeometric§  s&    
þ



z"TestRandomDist.test_hypergeometricc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr>  rB  rµ   rC  gð¥ bÙOå?g¹Â¸ëÉçà?gpJmµú	@g{KÏ*Ët	@g•:^w-š«¿gˆY~oõûû?r¦   r§   )r   r
   rU   Úlaplacer.   r   r©   r   r   r   Útest_laplaceÁ  s    
þzTestRandomDist.test_laplacec                 C   s*   t tjjdd�dƒ tttjjdd� d S r1  )r   r   r
   rJ  r   r   r    r   r   r   Útest_laplace_0É  s    zTestRandomDist.test_laplace_0c                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr>  rB  rµ   rC  g#€�K-zñ?g€îJš¬ë?g�92ÄÜ@gØ±ã÷[@gê#+^ÑÀË¿g¢¥-óâ@r¦   r§   )r   r
   rU   Úlogisticr.   r   r©   r   r   r   Útest_logisticÍ  s    
þzTestRandomDist.test_logisticc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr>  rB  rµ   )ÚmeanÚsigmara   g›ŽòÚÉ�0@goÎ,+4FB@gù�ƒ)Ê­6@g†§5éêæ?gnþxN—nP@g…©)‡úµU@r$  r§   )r   r
   rU   Ú	lognormalr.   r   r©   r   r   r   Útest_lognormalÕ  s    
þzTestRandomDist.test_lognormalc                 C   s*   t tjjdd�dƒ tttjjdd� d S )Nr   )rP  r#   r4  )r   r   r
   rQ  r   r   r    r   r   r   Útest_lognormal_0Ý  s    zTestRandomDist.test_lognormal_0c                 C   sH   t j | j¡ t jjddd�}t  ddgddgddgg¡}t||ƒ d S )NgÆ€@õŒí?rµ   )r9   ra   r$   r-   r?  r*   )r   r
   rU   Ú	logseriesr.   r   r©   r   r   r   Útest_logseriesá  s    
þzTestRandomDist.test_logseriesc                 C   sh   t j | j¡ t j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 )Nrý   çUUUUUUÅ?r-   rµ   r`   )r+   r*   r,   r+   r$   r$   )r,   r$   r€   r$   r$   r#   )r*   r+   r*   r-   r   r+   )r$   r#   r+   r*   r-   r+   )r+   r+   r$   r,   r$   r*   )r+   r*   r+   r$   r*   r+   )r   r
   rU   rB   r.   r   r©   r   r   r   Útest_multinomialé  s    
ÿÿÿüzTestRandomDist.test_multinomialc                 C   sh  t j | j¡ d}ddgddgg}d}t j |||¡}t  ddgddggd	d
gddggddgddggg¡}t||dd� t j ||¡}t  ddg¡}t||dd� ddg}ddgddgg}ttt jj||ƒ tt jj||dd� t	t
t jj||dd� t jddgddggt jd�}tƒ �:}t j ||¡ | t¡}t|ƒdk�sDJ ‚W d   ƒ n1 �sZ0    Y  d S )N)r>  r   r#   r   rµ   g4¸Výj÷?g¾±Ž¥y'@g÷I1‰õù?g—SÙBïŠ#@gû…ªe<@g ÒÔ4W(@g6ŠRÂ¿„û?gò9r
v"@g‹–Ñ�æ?g{§×ïÂ#@gò4Íx›—¿gÇçú"öf"@r¦   r§   gN}©O6¦ì?gÐÇYM÷W"@r$   Úignore)Zcheck_validÚraiserÐ   r'   )r   r
   rU   Zmultivariate_normalr.   r   r   ÚRuntimeWarningr   r   r   rð   r	   r¼   r¿   )r   rO  Zcovra   r–   rª   rÁ   rÂ   r   r   r   Útest_multivariate_normalô  sB    
ÿÿÿüÿÿ
z'TestRandomDist.test_multivariate_normalc                 C   sJ   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||ƒ d S )Nr>   g|ò°Pkš¿?rµ   )Únr9   ra   iP  iI  i|  ic  i  i‡  )r   r
   rU   ri   r.   r   r©   r   r   r   rj     s    
þz%TestRandomDist.test_negative_binomialc                 C   sÔ   t j | j¡ t jjdddd�}t  ddgddgdd	gg¡}t||d
d� t jjdddd�}t  ddgddgddgg¡}t||d
d� t j | j¡ t jjdddd�}t  ddgddgddgg¡}t||d
d� d S )Nr,   rµ   )ÚdfÚnoncra   gôûÖGë7@g!© ÈÜ´*@gž1}“z9?@g¹+é©¸™0@g26E_r#@g¦�I�!ó1@r:  r§   r6   r?   g�÷ô‹÷?g’šT¶ˆDÃ?gÀõ?Tƒ?gÍ+òqnlð?gÓ~|òùDÕ?gë°¬òÇÃ?r   g›{¿0¾1#@gpŽ§²rs'@gþ~;ïÑÓ$@g"‹†dIŽ@gö°Õöë÷*@gÑ}Ÿ'Á,@)r   r
   rU   Únoncentral_chisquarer.   r   r©   r   r   r   Útest_noncentral_chisquare$  s(    
þ
þ
þz(TestRandomDist.test_noncentral_chisquarec                 C   sP   t j | j¡ t jjddddd�}t  ddgdd	gd
dgg¡}t||dd� d S )Nr,   r$   r#   rµ   )ÚdfnumÚdfdenr^  ra   gŒ^ýíå~ö?gƒ/+c¢äÕ?g"¡®.ž@gü†Œ÷Ž´@g×7í§ŸþÛ?g»ŒE·Öò?r:  r§   )r   r
   rU   Únoncentral_fr.   r   r©   r   r   r   Útest_noncentral_f9  s    ÿ
þz TestRandomDist.test_noncentral_fc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nr>  rB  rµ   rC  gíœ&&n@gO»G_Ê@gÜ~w²ø@gtÁÜûw]Õ¿gm&¨5ú½@gŒñ$È>Û@r¦   r§   )r   r
   rU   Únormalr.   r   r©   r   r   r   Útest_normalB  s    
þzTestRandomDist.test_normalc                 C   s*   t tjjdd�dƒ tttjjdd� d S r1  )r   r   r
   re  r   r   r    r   r   r   Útest_normal_0J  s    zTestRandomDist.test_normal_0c                 C   sP   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t jj||d
d� d S )Nr>  rµ   ©rØ   ra   gÅWò˜I£@gùÔ¨y–@gy£Ÿ]Ó0‰Ag1~ÖÒ\�AgåËíãša@gÑY„
²7Aé   )Znulp)r   r
   rU   Úparetor.   ÚtestingZassert_array_almost_equal_nulpr©   r   r   r   Útest_paretoN  s    þÿ
zTestRandomDist.test_paretoc                 C   sH   t j | j¡ t jjddd�}t  ddgddgddgg¡}t||ƒ d S )Nr>  rµ   )Úlamra   r   r#   )r   r
   rU   Úpoissonr.   r   r©   r   r   r   Útest_poisson]  s    
þzTestRandomDist.test_poissonc                 C   s`   t  d¡j}d}ttt jj|ƒ ttt jj|gd ƒ ttt jj|ƒ ttt jj|gd ƒ d S )NrÄ   r   r   )r   rq   rs   r   r   r
   rn  )r   ZlambigZlamnegr   r   r   Útest_poisson_exceptionse  s    z&TestRandomDist.test_poisson_exceptionsc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nr>  rµ   rh  gõ;•'û”?gÜ´èwÞ*�?g×†5›Ø?gF¡GÙ?g ÆËD]?gýÞ$`°ÉÀ?r¦   r§   )r   r
   rU   Úpowerr.   r   r©   r   r   r   Ú
test_powerm  s    
þzTestRandomDist.test_powerc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nr   rµ   )r3  ra   g"íu¨ÈÆ+@gîN$MBÄ*@g7v8Bô4@gêÿª55@geãˆ&@g~ŽÓ£ÌZ1@r:  r§   )r   r
   rU   Úrayleighr.   r   r©   r   r   r   Útest_rayleighu  s    
þzTestRandomDist.test_rayleighc                 C   s*   t tjjdd�dƒ tttjjdd� d S r1  )r   r   r
   rs  r   r   r    r   r   r   Útest_rayleigh_0}  s    zTestRandomDist.test_rayleigh_0c                 C   sJ   t j | j¡ t jjdd�}t  ddgddgddgg¡}t||d	d
� d S )Nrµ   r`   gMo³DL®è?g6Ï([9ÀgðºrF=òí?gÉM'	-™ ÀgóV¼ëûÀgVA:ìQyÇ?r¦   r§   )r   r
   rU   Zstandard_cauchyr.   r   r©   r   r   r   Útest_standard_cauchy�  s    
þz#TestRandomDist.test_standard_cauchyc                 C   sJ   t j | j¡ t jjdd�}t  ddgddgddgg¡}t||d	d
� d S )Nrµ   r`   g°ö–Ü�Üî?gc!z¨ì?g&N˜¥"�@g¬NIàŠÇ@gFÇï>ú’ã?g¡~‚MEø?r¦   r§   )r   r
   rU   Zstandard_exponentialr.   r   r©   r   r   r   Útest_standard_exponential‰  s    
þz(TestRandomDist.test_standard_exponentialc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nr*   rµ   )rN   ra   g)§ž@g¾§Ä¾¤„@gd]‰,qÂ@gP‡kÌ{@g9B#Œ1@gÔÚv÷‡ @r:  r§   )r   r
   rU   Ústandard_gammar.   r   r©   r   r   r   Útest_standard_gamma‘  s    
þz"TestRandomDist.test_standard_gammac                 C   s*   t tjjdd�dƒ tttjjdd� d S )Nr   )rN   r4  )r   r   r
   rx  r   r   r    r   r   r   Útest_standard_gamma_0™  s    z$TestRandomDist.test_standard_gamma_0c                 C   sJ   t j | j¡ t jjdd�}t  ddgddgddgg¡}t||d	d
� d S )Nrµ   r`   r¬   r­   r®   r¯   r°   r±   r¦   r§   )r   r
   rU   rb   r.   r   r©   r   r   r   Útest_standard_normal�  s    
þz#TestRandomDist.test_standard_normalc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nr   rµ   )r]  ra   g\VÔHÂï?gßhUÍ%›¶¿gÿH$ðMÏõ?güøüL›³á¿gV«qdz¥Ç¿gã–€Õý“ã?r¦   r§   )r   r
   rU   Ú
standard_tr.   r   r©   r   r   r   Útest_standard_t¥  s    
þzTestRandomDist.test_standard_tc                 C   sP   t j | j¡ t j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@rµ   )ÚleftÚmodeÚrightra   g:§}ŒÂ\)@ghØ±TjÓ(@g‡Ç¨L‰30@g6Úœ™ÅA0@g6¤õ—sh&@gœí<Šáþ,@r:  r§   )r   r
   rU   Ú
triangularr.   r   r©   r   r   r   Útest_triangular­  s    ÿ
þzTestRandomDist.test_triangularc                 C   sN   t j | j¡ t j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%@rµ   )ÚlowÚhighra   g>#¥HÃö@g£¨uºó@g•ï‡§Ý#@g„}d]#@gø†‰N¶õ@g­w)*ó @r¦   r§   )r   r
   rU   Úuniformr.   r   r©   r   r   r   Útest_uniform¶  s    
þzTestRandomDist.test_uniformc                 C   sš   t  d¡j}t  d¡j}t j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jt  	|d¡|d d� d S )NrO   r   r#   g  Ø…W4vC)r„  r…  )
r   Zfinforr   rs   r
   r†  r   ÚOverflowErrorÚinfÚ	nextafter)r   ZfminZfmaxÚfuncr   r   r   Útest_uniform_range_bounds¾  s    z(TestRandomDist.test_uniform_range_boundsc                 C   sn   G dd„ dt jƒ}t  d¡ |¡}ttt jj||ƒ G dd„ dt jƒ}t  d¡ |¡}ttt j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 rê   ©r   r    r   r   r   Ú	__float__Ö  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingFloat.__float__N)r1   r2   r3   rŽ  r   r   r   r   ÚThrowingFloatÕ  s   r�  g      ð?c                   @   s   e Zd Zdd„ ZeZdS )zITestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingIntegerc                 S   s   t ‚d S rê   r�  r    r   r   r   Ú__int__Þ  s    zQTestRandomDist.test_scalar_exception_propagation.<locals>.ThrowingInteger.__int__N)r1   r2   r3   r�  Ú	__index__r   r   r   r   ÚThrowingIntegerÝ  s   r’  r#   )	r   r  r.   r�   r   r   r
   r†  rH  )r   r�  Zthrowing_floatr’  Zthrowing_intr   r   r   Ú!test_scalar_exception_propagationÎ  s    ÿz0TestRandomDist.test_scalar_exception_propagationc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nrƒ  ç¤p=
×£ø?rµ   ©ÚmuÚkappara   gL×üZI@g¦¢'N"@gÀ·…þkrØ?g”k=mœ@g�¹Ú‰ó?gÜ^Ì=�\ý?r¦   r§   )r   r
   rU   Úvonmisesr.   r   r©   r   r   r   Útest_vonmisesæ  s    
þzTestRandomDist.test_vonmisesc                 C   s:   t j | j¡ t jjdddd�}t j t  |¡ ¡ ¡ d S )NrD   gg5_PŸG>i@B r•  )r   r
   rU   r˜  rk  r   ÚisfiniterG   )r   Úrr   r   r   Útest_vonmises_smallî  s    z"TestRandomDist.test_vonmises_smallc                 C   sN   t j | j¡ t jjdddd�}t  ddgddgd	d
gg¡}t||dd� d S )Nrƒ  r”  rµ   )rO  r3  ra   gÉZ¥ƒ¢@g-ïŸg†@g¦8
ÄÖmÖ?gÃÎVP"ø?g`Vô áÎ?gx©^½&3Ì?r:  r§   )r   r
   rU   Úwaldr.   r   r©   r   r   r   Ú	test_waldô  s    
þzTestRandomDist.test_waldc                 C   sL   t j | j¡ t jjddd�}t  ddgddgdd	gg¡}t||d
d� d S )Nrƒ  rµ   rh  g@–Ý6ï?g¦Óé]Aí?g(Ã1Ú¥Rþ?gù¤U þ?g“Í2§_uå?g^}-­Qö?r¦   r§   )r   r
   rU   Úweibullr.   r   r©   r   r   r   Útest_weibullü  s    
þzTestRandomDist.test_weibullc                 C   s@   t j | j¡ tt jjddd�t  d¡ƒ ttt jjdd� d S )Nr   r6  rh  r4  )rØ   )r   r
   rU   r   rŸ  r7   r   r   r    r   r   r   Útest_weibull_0  s    zTestRandomDist.test_weibull_0c                 C   sH   t j | j¡ t jjddd�}t  ddgddgddgg¡}t||ƒ d S )	Nrƒ  rµ   rh  éB   é   r#   r*   r$  )r   r
   rU   Úzipfr.   r   r©   r   r   r   Ú	test_zipf	  s    
þzTestRandomDist.test_zipfN)Rr1   r2   r3   rY   r«   r²   r»   rÃ   rÅ   rÊ   rË   rÎ   rÒ   rÕ   r×   rÜ   rÝ   rå   rç   ré   rü   r  r  ÚmarkZparametrizer   r
   r   r  r  r  r  r  r#  r&  r,  r-  r.  r0  r5  r9  r<  r=  rA  rF  rG  rI  rK  rL  rN  rR  rS  rU  rW  r[  rj   r`  rd  rf  rg  rl  ro  rp  rr  rt  ru  rv  rw  ry  rz  r{  r}  r‚  r‡  rŒ  r“  r™  rœ  rž  r   r¡  r¥  r   r   r   r   rž   !  sž   .ÿ
ÿ	(		rž   c                   @   s  e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ 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 )NiÍ[rŸ   r    r   r   r   rY     s    zTestBroadcast.setupc                 C   s   t j | j¡ d S rê   )r   r
   rU   r    r   r   r   ÚsetSeed  s    zTestBroadcast.setSeedc                 C   sn   dg}dg}t jj}t  g d¢¡}|  ¡  ||d |ƒ}t||dd� |  ¡  |||d ƒ}t||dd� d S )Nr   r#   ©gºlö×÷á?g_x¤¥á?g=å*BNà?r*   r:  r§   )r   r
   r†  r.   r¨  r   )r   r„  r…  r†  rª   r–   r   r   r   r‡    s    zTestBroadcast.test_uniformc                 C   s˜   dg}dg}dg}t j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   r#   r   )g-rö´@g¦Y®lõ@g-µ`¦wý?r*   r:  r§   )r   r
   re  r.   r¨  r   r   r   )r   rD  r3  Ú	bad_scalere  rª   r–   r   r   r   rf  .  s    zTestBroadcast.test_normalc                 C   sÂ   dg}dg}dg}dg}t j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 )	Nr#   r$   r   r%   )gnÍQVfÉ?gV©‹šKB³?gv®`køÏ?r*   r:  r§   )r   r
   r  r.   r¨  r   r   r   )r   rØ   rÙ   Úbad_aZbad_br  rª   r–   r   r   r   r  A  s     zTestBroadcast.test_betac                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S ©Nr#   r   )gö.Ug¬Zè?gi Pr�qè?gçÅEKÌæ?r*   r:  r§   )r   r
   r/  r.   r¨  r   r   r   )r   r3  rª  r/  rª   r–   r   r   r   r0  W  s    zTestBroadcast.test_exponentialc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S r¬  )r   r
   rx  r.   r¨  r   r   r   )r   rN   Ú	bad_shapeZ	std_gammarª   r–   r   r   r   ry  d  s    z!TestBroadcast.test_standard_gammac                 C   sÂ   dg}dg}dg}dg}t jj}t  g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ tt|||d ƒ d S )	Nr#   r$   r   r%   )gö.Ug¬Zø?gi Pr�qø?gçÅEKÌö?r*   r:  r§   )r   r
   r;  r.   r¨  r   r   r   )r   rN   r3  r­  rª  r;  rª   r–   r   r   r   r<  q  s     zTestBroadcast.test_gammac                 C   sÂ   dg}dg}dg}dg}t j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 )	Nr#   r$   r   r%   )gb—�yÊœé?g»åoðÄë?gT¹æ7Í@r*   r:  r§   )r   r
   r8  r.   r¨  r   r   r   )r   ra  rb  Ú	bad_dfnumÚ	bad_dfdenr8  rª   r–   r   r   r   r9  ‡  s     zTestBroadcast.test_fc           
      C   sd  dg}dg}dg}dg}dg}dg}t jj}t  g d¢¡}|  ¡  ||d ||ƒ}	t|	|dd	� tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}	t|	|dd	� tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}	t|	|dd	� tt||||d ƒ tt||||d ƒ tt||||d ƒ d S )
Nr$   r*   r+   r   r   r%   )gÈr±^G"@g/�*@g‹°�Ñ†š!@r:  r§   )r   r
   rc  r.   r¨  r   r   r   )
r   ra  rb  r^  r®  r¯  Úbad_noncZnonc_frª   r–   r   r   r   rd  �  s4    zTestBroadcast.test_noncentral_fc                 C   s<   |   ¡  t ddg¡}tjjddddd�}t||dd� d S )Ng¬ªaŒ‚z@gn4M;î%é?rÞ   r$   r`   r:  r§   )r¨  r   r.   r
   rc  r   )r   rª   r–   r   r   r   Útest_noncentral_f_small_df¾  s    z(TestBroadcast.test_noncentral_f_small_dfc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )Nr#   r   )g~¼}ÐN?â?g‘$FŽŸà?g'rS�èÀ?r*   r:  r§   )r   r
   r%  r.   r¨  r   r   r   )r   r]  Úbad_dfr%  rª   r–   r   r   r   r&  Ä  s    zTestBroadcast.test_chisquarec                 C   sÂ   dg}dg}dg}dg}t j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 )	Nr#   r$   r   r%   )g©ç wÌ "@g2øêWR@g�ˆâRY@r*   r:  r§   )r   r
   r_  r.   r¨  r   r   r   )r   r]  r^  r²  r°  Znonc_chirª   r–   r   r   r   r`  Ñ  s     z'TestBroadcast.test_noncentral_chisquarec                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )Nr#   r   )gTÄò�@g~‹Fžl@gÆštø�pð?r*   r:  r§   )r   r
   r|  r.   r¨  r   r   r   )r   r]  r²  Útrª   r–   r   r   r   r}  ç  s    zTestBroadcast.test_standard_tc                 C   s˜   dg}dg}dg}t jj}t  g d¢¡}|  ¡  ||d |ƒ}t||dd� tt||d |ƒ |  ¡  |||d ƒ}t||dd� tt|||d ƒ d S )Nr$   r#   r   )g´®W!è@gü�OBº¦ÀgÈ}Ç?àý¿r*   r:  r§   )r   r
   r˜  r.   r¨  r   r   r   )r   r–  r—  Z	bad_kappar˜  rª   r–   r   r   r   r™  ô  s    zTestBroadcast.test_vonmisesc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )Nr#   r   )g&ƒ8¾?ò?g�e�âFXò?gªÕ‹Ë�Ÿð?r*   r:  r§   )r   r
   rj  r.   r¨  r   r   r   )r   rØ   r«  rj  rª   r–   r   r   r   rl    s    zTestBroadcast.test_paretoc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S r¬  )r   r
   rŸ  r.   r¨  r   r   r   )r   rØ   r«  rŸ  rª   r–   r   r   r   r     s    zTestBroadcast.test_weibullc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )Nr#   r   r©  r*   r:  r§   )r   r
   rq  r.   r¨  r   r   r   )r   rØ   r«  rq  rª   r–   r   r   r   rr  !  s    zTestBroadcast.test_powerc                 C   s˜   dg}dg}dg}t j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   r#   r   )g:¨×BKc±?gÖ3®šk²?gî~qÉÁ“?r*   r:  r§   )r   r
   rJ  r.   r¨  r   r   r   )r   rD  r3  rª  rJ  rª   r–   r   r   r   rK  .  s    zTestBroadcast.test_laplacec                 C   s˜   dg}dg}dg}t j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   r#   r   )gÈ'�£ZyÑ?g÷dSO=Ñ?gÏ3Lõ1³Õ?r*   r:  r§   )r   r
   rE  r.   r¨  r   r   r   )r   rD  r3  rª  rE  rª   r–   r   r   r   rF  A  s    zTestBroadcast.test_gumbelc                 C   s˜   dg}dg}dg}t j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   r#   r   )gÂ“y±ÕÀ?gªÀJõR�Á?gþ
~Æ&‘£?r*   r:  r§   )r   r
   rM  r.   r¨  r   r   r   )r   rD  r3  rª  rM  rª   r–   r   r   r   rN  T  s    zTestBroadcast.test_logisticc                 C   s˜   dg}dg}dg}t j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   r#   r   )gÄñò�ÏH"@g¼ùÜ®ƒÍ @gvv	ý²:@r*   r:  r§   )r   r
   rQ  r.   r¨  r   r   r   )r   rO  rP  Z	bad_sigmarQ  rª   r–   r   r   r   rR  g  s    zTestBroadcast.test_lognormalc                 C   sX   dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||dd� tt||d ƒ d S )Nr#   r   )gÝ±lËo½ó?gé/Ó‚´Æó?gz~ßRó?r*   r:  r§   )r   r
   rs  r.   r¨  r   r   r   )r   r3  rª  rs  rª   r–   r   r   r   rt  z  s    zTestBroadcast.test_rayleighc                 C   sÞ   dg}dg}dg}dg}t j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 tt|d	dƒ tt|dd	ƒ d S )
Nr6   r#   r   r%   )g@mò ‰e¾?g¸�`ŸIß¿?g¸‡|2‹í?r*   r:  r§   rD   )r   r
   r�  r.   r¨  r   r   r   )r   rO  r3  Zbad_meanrª  r�  rª   r–   r   r   r   rž  ‡  s$    zTestBroadcast.test_waldc                 C   sj  dg}dg}dg}dg}dg}|d \}}t jj}t  g d¢¡}	|  ¡  ||d ||ƒ}
t|
|	dd� tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	dd� tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	dd� tt||||d ƒ tt||||d ƒ tt||||d ƒ d S )Nr#   r*   r$   r+   )g,âP;bD @gºÁ±È%G @g,~S²¨ @r:  r§   )r   r
   r�  r.   r¨  r   r   r   )r   r~  r€  r  Zbad_left_oneZbad_mode_oneZbad_left_twoZbad_mode_twor�  rª   r–   r   r   r   r‚  Ÿ  s@    ÿÿ
ÿzTestBroadcast.test_triangularc           	      C   sä   dg}dg}dg}dg}dg}t j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 )Nr#   r6   r   ç      ø?©r#   r#   r#   r*   )r   r
   r8   r.   r¨  r   r   r   )	r   r\  r9   Úbad_nÚ	bad_p_oneÚ	bad_p_twoZbinomrª   r–   r   r   r   r#  Ã  s&    

zTestBroadcast.test_binomialc           	      C   sä   dg}dg}dg}dg}dg}t j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 )Nr#   r6   r   r´  )r#   r   r#   r*   )r   r
   ri   r.   r¨  r   r   r   )	r   r\  r9   r¶  r·  r¸  Z	neg_binomrª   r–   r   r   r   rj   Ú  s&    

z$TestBroadcast.test_negative_binomialc                 C   sz   t j ¡ j}dg}dg}|d g}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||ƒ tt	||d ƒ tt	||d ƒ d S )Nr#   r   r$   )r#   r#   r   r*   )
r   r
   r   Z_poisson_lam_maxrn  r.   r¨  r   r   r   )r   Zmax_lamrm  Zbad_lam_oneZbad_lam_tworn  rª   r–   r   r   r   ro  ñ  s    

zTestBroadcast.test_poissonc                 C   s¢   dg}dg}t j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$   r#   r*   rX  )Úinvalid)
r   r
   r¤  r.   r¨  r   r   r   Zerrstater;   )r   rØ   r«  r¤  rª   r–   r   r   r   r¥     s    
zTestBroadcast.test_zipfc                 C   sj   dg}dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr6   r   r´  rK   r*   )r   r
   r@  r.   r¨  r   r   r   )r   r9   r·  r¸  Zgeomrª   r–   r   r   r   rA    s    
zTestBroadcast.test_geometricc                 C   sš  dg}dg}dg}dg}dg}dg}dg}t jj}t  g d¢¡}	|  ¡  ||d ||ƒ}
t|
|	ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ tt||d ||ƒ |  ¡  |||d |ƒ}
t|
|	ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ tt|||d |ƒ |  ¡  ||||d ƒ}
t|
|	ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ tt||||d ƒ d S )	Nr#   r$   r   r%   r   r+   rµ  r*   )r   r
   rH  r.   r¨  r   r   r   )r   ZngoodZnbadZnsampleZ	bad_ngoodZbad_nbadZbad_nsample_oneZbad_nsample_twoZ	hypergeomrª   r–   r   r   r   rI    s<    


z!TestBroadcast.test_hypergeometricc                 C   sj   dg}dg}dg}t jj}t  g d¢¡}|  ¡  ||d ƒ}t||ƒ tt||d ƒ tt||d ƒ d S )Nr6   r$   r   rµ  r*   )r   r
   rT  r.   r¨  r   r   r   )r   r9   r·  r¸  rT  rª   r–   r   r   r   rU  >  s    
zTestBroadcast.test_logseriesN)#r1   r2   r3   rY   r¨  r‡  rf  r  r0  ry  r<  r9  rd  r±  r&  r`  r}  r™  rl  r   rr  rK  rF  rN  rR  rt  rž  r‚  r#  rj   ro  r¥  rA  rI  rU  r   r   r   r   r§    s@   !$#r§  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 )Nr+   )r   Úseedsr    r   r   r   rY   N  s    zTestThread.setupc                    sÌ   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j |¡|ƒ q|t 	¡ j
jdkr¾tjdkr¾t||ƒ n
t||ƒ d S )	Nr   )ÚThreadc                    s(   g | ] \}}ˆ ˆt j |¡|fd �‘qS ))ÚtargetÚargs)r   r
   r   )rò   r   Úo©r¼  Úfunctionr   r   rô   X  s   ÿz-TestThread.check_function.<locals>.<listcomp>c                 S   s   g | ]}|  ¡ ‘qS r   )Ústart©rò   rH   r   r   r   rô   Z  rí   c                 S   s   g | ]}|  ¡ ‘qS r   )ÚjoinrÃ  r   r   r   rô   [  rí   r+   Úwin32)Ú	threadingr¼  r   rß   r¿   r»  Úzipr
   r   Zintpr(   ÚitemsizerŒ   Úplatformr   r   )r   rÁ  ÚszZout1Zout2r³  r   r¿  r   rÀ  r   Úcheck_functionQ  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`   .)re  ©rX   Úoutr   r   r   Ú
gen_randomh  s    z*TestThread.test_normal.<locals>.gen_random)rÌ  ©rÊ  ©rË  ©r   rÏ  r   r   r   rf  g  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>   r   r2  .)r/  r   ZonesrÍ  r   r   r   rÏ  m  s    z'TestThread.test_exp.<locals>.gen_randomrÓ  rÐ  rÑ  rÒ  r   r   r   Útest_expl  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   rV  r-   rÌ  r`   .)rB   rÍ  r   r   r   rÏ  r  s    z/TestThread.test_multinomial.<locals>.gen_random)rÌ  r-   rÐ  rÑ  rÒ  r   r   r   rW  q  s    zTestThread.test_multinomialN)r1   r2   r3   rY   rË  rf  rÔ  rW  r   r   r   r   rº  L  s
   rº  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$   r*   r+   )r#   )r   r.   ÚargOneÚargTwoÚargThreeÚtgtShaper    r   r   r   rY   y  s    zTestSingleEltArrayInput.setupc                 C   sœ   t jjt jjt jjt jjt jjt jjt jjt jj	t jj
t jjt jjt jjf}t jjt jjf}|D ]6}||v r~|t  dg¡ƒ}n
|| jƒ}t|j| jƒ q`d S rh   )r   r
   r/  rx  r%  r|  rj  rŸ  rq  rs  rn  r¤  r@  rT  r.   rÖ  r   rN   rÙ  )r   ÚfuncsÚ	probfuncsr‹  rÎ  r   r   r   Útest_one_arg_funcs  s    û
z*TestSingleEltArrayInput.test_one_arg_funcsc                 C   sè   t jjt jjt jjt jjt jjt jjt jjt jj	t jj
t jjt jjt jjt jjt jjf}t jjt jjf}|D ]v}||v r†t  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 )Nr6   r   )r   r
   r†  re  r  r;  r8  r_  r˜  rJ  rE  rM  rQ  r�  r8   ri   r.   r×  rÖ  r   rN   rÙ  )r   rÚ  rÛ  r‹  r×  rÎ  r   r   r   Útest_two_arg_funcs’  s&    úz*TestSingleEltArrayInput.test_two_arg_funcsc                 C   sŒ   t jjt jjt j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
   rc  r�  rH  rÖ  r×  rØ  r   rN   rÙ  )r   rÚ  r‹  rÎ  r   r   r   Útest_three_arg_funcs¿  s    ÿz,TestSingleEltArrayInput.test_three_arg_funcsN)r1   r2   r3   rY   rÜ  rÝ  rÞ  r   r   r   r   rÕ  x  s   -rÕ  )rÇ   r  Únumpyr   Znumpy.testingr   r   r   r   r   r   r   r	   r
   rŒ   r   r4   r=   rS   rk   rž   r§  rº  rÕ  r   r   r   r   Ú<module>   s0   ('"0      v    >,