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rW �hasattrrU r r7 � __class__�__name__�pytest�skip)rf rW � bitgen_namer r r � test_advance} s zRNG.test_advancec C s� | j jj}t| j jd�rr| j j�� }|j}tt||� � | j �d� || j j_| j j�� }|j}tt||�� n2| j jjj }|dvr�t d|� ���t � d|� �� d S )N�jumpedi.� )r zno "jumped" in zJump is not supported by ) rM rT rW rj rq r r7 rE rk rl �AttributeErrorrm rn )rf rW Zbit_gen2Z jumped_stateZbit_gen3Zrejumped_statero r r r � test_jump� s z RNG.test_jumpc C sF | j jdddd�}tt|�dk� t|dk�� � t|dk�� � d S )N� �� r r ���r )rM �uniformr �len�all�rf �rr r r � test_uniform� s zRNG.test_uniformc C s� | j jt�dgd �ddd�}tt|�dk� t|dk�� � t|dk�� � | j jt�dgd �t�dgd �dd�}tt|�dk� t|dk�� � t|dk�� � | j jdt�dgd �dd�}tt|�dk� t|dk�� � t|dk�� � d S )Nrt r ru r rv r )rM rw r r+ r rx ry rz r r r �test_uniform_array� s � zRNG.test_uniform_arrayc C s( t t| j�d��dk� t| jj� d S �Nr )r rx rM rE r! re r r r � test_random� s zRNG.test_randomc C s t t| j�d��dk� d S r~ )r rx rM rG re r r r �test_standard_normal_zig� s z RNG.test_standard_normal_zigc C s( t t| j�d��dk� t| jj� d S r~ )r rx rM rG r! re r r r �test_standard_normal� s zRNG.test_standard_normalc C sP t t| j�dd��dk� t t| j�t�dgd �d��dk� t| jj� d S r~ )r rx rM rK r r+ r4 re r r r �test_standard_gamma� s &zRNG.test_standard_gammac C s( t t| j�d��dk� t| jj� d S r~ )r rx rM �standard_exponentialr! re r r r �test_standard_exponential� s z RNG.test_standard_exponentialc C sH | j jddd�}tt|�dk� |jtjks0J �tt| j jdd�� d S )Nr rH rC � rM r� r rx r r rH r! r �rf Zrandomsr r r � test_standard_exponential_float� s z#RNG.test_standard_exponential_floatc C sL | j jdddd�}tt|�dk� |jtjks2J �tt| j jddd�� d S )Nr rH �inv)r �methodr� r� r r r �#test_standard_exponential_float_log� s � �z'RNG.test_standard_exponential_float_logc C s( t t| j�d��dk� t| jj� d S r~ )r rx rM Zstandard_cauchyr! re r r r �test_standard_cauchy� s zRNG.test_standard_cauchyc C s* t t| j�dd��dk� t| jj� d S r~ )r rx rM Z standard_tr4 re r r r �test_standard_t� s zRNG.test_standard_tc C s0 t | j�dd�dk� t | j�dd�dk� d S )Nr r& r �� )r rM Zbinomialre r r r � test_binomial� s zRNG.test_binomialc C s< | j jj}| j �d�}|| j j_| j �d�}t||k� d S )Nl )rM rT rW rI r )rf rW Zint_1Zint_2r r r �test_reset_state� s zRNG.test_reset_statec C s4 t | �� �}t | �� �}tt|jj|jj� � d S r )r rT r r7 rW �rf rM �rg2r r r �test_entropy_init� s �zRNG.test_entropy_initc C sJ t | j| j� �}t | j| j� �}|�� |�� tt|jj|jj�� d S r )r rT rV rE r r7 rW r� r r r � test_seed� s z RNG.test_seedc C sZ t | j| j� �}|�� |jj}|jdd�}t | �� �}||j_|jdd�}t||� d S )Nr r )r rT rV rG rW r �rf rM rW Zn1r� Zn2r r r �test_reset_state_gauss� s zRNG.test_reset_state_gaussc C sv t | j| j� �}|jdddtjd� |jj}|jdddtjd�}t | �� �}||j_|jdddtjd�}t||� d S )Nr rD �x rC r )r rT rV rI r �uint32rW r r� r r r �test_reset_state_uint32� s zRNG.test_reset_state_uint32c C sh t | j| j� �}|jdd� |jj}|jddd�}t | �� �}||j_|jddd�}t||k�� � d S )NrH rC r �r r )r rT rV rE rW r ry r� r r r �test_reset_state_float s zRNG.test_reset_state_floatc C s. t �ddd�}| j�|�}t||k�� � d S �N�� r rv �r r) rM Z permutationr �any�rf �originalZpermutedr r r � test_shuffle s zRNG.test_shufflec C s. t �ddd�}| j�|�}t||k�� � d S r� r� r� r r r �test_permutation s zRNG.test_permutationc C s� | j �ddd�}tt|�dk� | j �t�dgd �d�}tt|�dk� | j �dt�dgd ��}tt|�dk� | j �t�dgd �t�dgd ��}tt|�dk� | j �t�dgd �t�dggd ��}t|jdk� d S )Nr" r r )rM �betar rx r r+ r �rf �valsr r r � test_beta s &(z RNG.test_betac C s | j �d�}tt|�dk� d S r~ )rM �bytesr rx r� r r r � test_bytes" s zRNG.test_bytesc C s. | j �dd�}tt|�dk� t| j j� d S �Nr" r )rM Z chisquarer rx r4 r� r r r �test_chisquare& s zRNG.test_chisquarec C s. | j �dd�}tt|�dk� t| j j� d S r� )rM � exponentialr rx r4 r� r r r �test_exponential+ s zRNG.test_exponentialc C s$ | j �ddd�}tt|�dk� d S )N� r� r )rM r r rx r� r r r �test_f0 s z RNG.test_fc C s$ | j �ddd�}tt|�dk� d S )Nr� r( r )rM �gammar rx r� r r r � test_gamma4 s zRNG.test_gammac C s2 | j �dd�}tt|�dk� t| j jdd� d S )Nr& r T�r- )rM Z geometricr rx r4 r� r� r r r �test_geometric8 s zRNG.test_geometricc C s$ | j �ddd�}tt|�dk� d S r� )rM Zgumbelr rx r� r r r � test_gumbel= s zRNG.test_gumbelc C s$ | j �ddd�}tt|�dk� d S r� )rM Zlaplacer rx r� r r r � test_laplaceA s zRNG.test_laplacec C s$ | j �ddd�}tt|�dk� d S r� )rM Zlogisticr rx r� r r r � test_logiticE s zRNG.test_logiticc C s" | j �dd�}tt|�dk� d S )Nr& r )rM Z logseriesr rx r� r r r �test_logseriesI s zRNG.test_logseriesc C s$ | j �ddd�}tt|�dk� d S �Nr 皙�����?)rM Znegative_binomialr rx r� r r r �test_negative_binomialM s zRNG.test_negative_binomialc C s$ | j �ddd�}tt|�dk� d S )Nr r( )rM Znoncentral_chisquarer rx r� r r r �test_noncentral_chisquareQ s z RNG.test_noncentral_chisquarec C s� | j �dddd�}tt|�dk� | j �t�dgd �dd�}tt|�dk� | j �dt�dgd �d�}tt|�dk� | j �ddt�dgd ��}tt|�dk� d S )Nr� r� r( r )rM Z noncentral_fr rx r r+ r� r r r �test_noncentral_fU s zRNG.test_noncentral_fc C s$ | j �ddd�}tt|�dk� d S r� )rM �normalr rx r� r r r � test_normal_ s zRNG.test_normalc C s" | j �dd�}tt|�dk� d S )Nr$ r )rM Zparetor rx r� r r r � test_paretoc s zRNG.test_paretoc C sV | j �dd�}tt|�dk� | j �t�dgd ��}tt|�dk� t| j j� d S r~ )rM Zpoissonr rx r r+ r4 r� r r r � test_poissong s zRNG.test_poissonc C s" | j �dd�}tt|�dk� d S )Nr� r )rM �powerr rx r� r r r � test_powern s zRNG.test_powerc C s$ | j �ddd�}tt|�dk� d S )Nr rB )rM rI r rx r� r r r � test_integersr s zRNG.test_integersc C s2 | j �dd�}tt|�dk� t| j jdd� d S )Nr� r Tr� )rM Zrayleighr rx r4 r� r r r � test_rayleighv s zRNG.test_rayleighc C s$ | j �ddd�}tt|�dk� d S r� )rM Zvonmisesr rx r� r r r � test_vonmises{ s zRNG.test_vonmisesc C s$ | j �ddd�}tt|�dk� d S �N� �?r )rM Zwaldr rx r� r r r � test_wald s z RNG.test_waldc C s" | j �dd�}tt|�dk� d S r� )rM Zweibullr rx r� r r r � test_weibull� s zRNG.test_weibullc C sx | j �dd�}tt|�dk� | j �| j�}tt|�dk� | j �| j�}t|jdk� | j �| j�}t|jdk� d S )Nr r_ )r% r_ r^ )rM Zzipfr rx r` ra r rb r� r r r � test_zipf� s z RNG.test_zipfc C sL | j �ddd�}tt�|�� | j �t�dgd �dd�}t|jdk� d S )N� rB r r )rM Zhypergeometricr r r r+ r r� r r r �test_hypergeometric� s zRNG.test_hypergeometricc C sL | j �ddd�}tt�|�� | j �dt�dgd �d�}t|jdk� d S )N���r r r r )rM � triangularr r r r+ r r� r r r �test_triangular� s zRNG.test_triangularc C s� ddg}ddgddgg}| j �||d�}t|jdk� | j �||d�}t|jdk� | j �||d�}t|jdk� t||k�� � d S )Nr r% r_ � )r� r( )rM Zmultivariate_normalr r r� )rf �meanZcov�xZx_zigZx_invr r r �test_multivariate_normal� s z RNG.test_multivariate_normalc C sH | j �dddg�}t|jdk� | j jdddgdd�}t|jdk� d S )Nr_ gUUUUUU�?gUUUUUU�?)r( r r r' )rM Z multinomialr r r� r r r �test_multinomial� s zRNG.test_multinomialc C s | j �dd�}t|jdk� d S )N)r r r� rB )rB r� )rM Z dirichletr r )rf �sr r r �test_dirichlet� s zRNG.test_dirichletc C s� t �| j�}t �|�}tt| j�t|�k� tt| jjj|jj�� t �| j�}t �|�}tt| j�t|�k� tt| jjj|jj�� d S r ) �pickle�dumpsrM �loadsr r8 r7 rT rW )rf �pickZunpickr r r � test_pickle� s � �zRNG.test_picklec C sX | j d u r"| jj}t�d|� �� | j dkr4tj}ntj}tjdg|d�}| �|�}|j }| �d�}|j }t t ||�� tj d|d�}| �|�}|j }| �|d �}|j }t t ||� � tj d|d�}| �|�}|j }| �|d �}|j }t t ||� � dt� tj d|d�| j d � d }| �|�}|j }| �|d �}|j }t t ||� � d S ) Nz#Vector seeding is not supported by � r% rC � r i� r( )rY rT rl rm rn r r� rJ r+ rW r r7 r) �mod)rf ro r rV �bgr< r= r r r �test_seed_array� sD �� zRNG.test_seed_arrayc C s� t | �d��}t|� |jj}|jdtjd�}t | �� �}t|� ||j_|jdtjd�}t||� t|j tj� t t |jj|jj�� d S )NrQ rA rC ) r rT rO rW rE r rH r r r r r7 �rf rM rW �r1r� �r2r r r �test_uniform_float� s zRNG.test_uniform_floatc C s� t | �� �}t|� |jj}|jddtjd�}t | �� �}t|� ||j_|jddtjd�}t||� t|j tj� t t |jj|jj�� d S )Ng @rA rC ) r rT rO rW rK r rH r r r r r7 r� r r r �test_gamma_floats� s zRNG.test_gamma_floatsc C s� t | �� �}t|� |jj}|jdtjd�}t | �� �}t|� ||j_|jdtjd�}t||� t|j tj� t t |jj|jj�� d S �NrA rC � r rT rO rW rG r rH r r r r r7 r� r r r �test_normal_floats� s zRNG.test_normal_floatsc C s� t | �� �}t|� |jj}|jdtjd�}t | �� �}t|� ||j_|jdtjd�}t||� t|j tj� t t |jj|jj�� d S r� r� r� r r r �test_normal_zig_floats s zRNG.test_normal_zig_floatsc C s� | j }|jj}d}t�|�}||j_|j|d� ||j_|j|d�}t||� t�|�}||j_|j||jd� tj|tjd�}||j_|j|tjd� ||j_|j|tjd�}t||� d S )N�� � �a ��outr )r� r rC �r� r r� ) rM rT rW r �emptyrG r r rH )rf rM rW r �existing�directZsizedr r r �test_output_fill s$ zRNG.test_output_fillc C s� | j }|jj}d}t�|�}||j_|j|d� ||j_|j|d�}t||� tj|tjd�}||j_|j|tjd� ||j_|j|tjd�}t||� d S �Nr� r� r rC r� r� )rM rT rW r r� rE r rH �rf rM rW r r� r� r r r �test_output_filling_uniform/ s z RNG.test_output_filling_uniformc C s� | j }|jj}d}t�|�}||j_|j|d� ||j_|j|d�}t||� tj|tjd�}||j_|j|tjd� ||j_|j|tjd�}t||� d S r� )rM rT rW r r� r� r rH r� r r r � test_output_filling_exponentialA s z#RNG.test_output_filling_exponentialc C s� | j }|jj}d}t�|�}||j_|jd|d� ||j_|jd|d�}t||� tj|tjd�}||j_|jd|tjd� ||j_|jd|tjd�}t||� d S )Nr� r� r� r rC r� r� )rM rT rW r �zerosrK r rH r� r r r �test_output_filling_gammaS s z RNG.test_output_filling_gammac C s� | j }|jj}d}t�d�d }t�|�}||j_|j||d� ||j_|j||d�}t||� tj|tjd�}||j_|j||tjd� ||j_|j||tjd�}t||� d S ) Nr� g @X@r� r� r rC r� r� ) rM rT rW r r) r� rK r rH )rf rM rW r �mur� r� r r r �#test_output_filling_gamma_broadcaste s z'RNG.test_output_filling_gamma_broadcastc C s | j }d}t�|�}t�t�� |j|tjd� W d � n1 sD0 Y t�t��& |j|d d d� d� W d � n1 s�0 Y tj|tjd�}t�t�� |j|tj d� W d � n1 s�0 Y tj |tjd�}t�t��" |j d|tj d� W d � n1 �s 0 Y t�t��, |j d|d d d� tjd� W d � n1 �sd0 Y tj |tj d�}t�t��" |j d|tjd� W d � n1 �s�0 Y t�t��( |j d|d d d� d� W d � n1 �s�0 Y d S )Nr� r� r� r� rC r� ) rM r r� rm �raisesrc rG rH � ValueErrorrL r� rK )rf rM r r� r r r �test_output_fill_errorx s( . 4 . 2 < 2 zRNG.test_output_fill_errorc C sf |t jkrd}d}n t �|�}t|j�d }|j}| �� | jj||gd |d�}| �� | jj|gd ||d�}t ||� | �� | jj||d|d�}t ||� | �� | jjt � |gd �t j |gt d�d|d�}t ||� | �� | jjt � |gd �t � |gd �d|d�} t || � | �� | jjd|d|d�}| �� | jj|gd |d�}t ||� d S )Nr( r r% r rC r� ) r �bool_�iinfo�intr, �minrg rM rI r r+ �object) rf r �upper�lower�infor. r/ r0 r1 r2 r r r �test_integers_broadcast� sB �� � zRNG.test_integers_broadcastc C s� t �dg�}t �dg�}| jj|||d�}|jdks8J �| jj|d ||d�}|jdks\J �| jj||d |d�}|jdks�J �d S )Nr% r rC )r% )r r+ rM rI r )rf r �high�lowr� r r r �test_integers_numpy� s zRNG.test_integers_numpyc C sL |t jkrd}d}n t �|�}t|j�d }|j}t�t��, | j j ||d gd |d� W d � n1 sn0 Y t�t��, | j j |d |gd |d� W d � n1 s�0 Y t�t��. | j j |d g|gd |d� W d � n1 s�0 Y t�t��& | j j dgdg|d� W d � n1 �s>0 Y d S )Nr( r r% r rC ) r r� r r r, r rm r� r� rM rI )rf r r r r r r r � test_integers_broadcast_errors� s : : < z"RNG.test_integers_broadcast_errorsN)Jrl � __module__� __qualname__� classmethodr] rZ rg ri rp rs 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� 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 rP ^ s� & ! rP c @ s e Zd Zedd� �Zdd� ZdS )� TestMT19937c C sJ t | _d | _dg| _t| j| j� �| _| jjj| _d| _| � � t | _ d S )Ni! ! r� ) r rT rU rV r rM rW rX rY rZ r� rd r[ r r r r] � s zTestMT19937.setup_classc C sh t j�� }|�d� |�� }|| jj_| jjj}t|d |d d k� � � t|d |d d k� d S )N�c r% rW r> r( �pos) r rE Z RandomStaterG Z get_staterM rT rW r ry )rf ZnprgrW r= r r r �test_numpy_state� s z TestMT19937.test_numpy_stateN)rl r r r r] r r r r r r � s r c @ s e Zd Zedd� �ZdS )� TestPhiloxc C sD t | _d| _dg| _t| j| j� �| _| jjj| _d| _| � � d S �Nl rQ rR ) r rT rU rV r rM rW rX rY rZ r[ r r r r] � s zTestPhilox.setup_classN�rl r r r r] r r r r r � s r c @ s e Zd Zedd� �ZdS )� TestSFC64c C sD t | _d | _dg| _t| j| j� �| _| jjj| _d| _| � � d S )NrQ � ) r rT rU rV r rM rW rX rY rZ r[ r r r r] � s zTestSFC64.setup_classNr r r r r r � s r c @ s e Zd Zedd� �ZdS )� TestPCG64c C sD t | _d| _dg| _t| j| j� �| _| jjj| _d| _| � � d S r rS r[ r r r r] � s zTestPCG64.setup_classNr r r r r r � s r c @ s e Zd Zedd� �ZdS )� TestPCG64DXSMc C sD t | _d| _dg| _t| j| j� �| _| jjj| _d| _| � � d S r ) r rT rU rV r rM rW rX rY rZ r[ r r r r] s zTestPCG64DXSM.setup_classNr r r r r r s r c @ s( e Zd Zedd� �Zdd� Zdd� ZdS )�TestDefaultRNGc C sB t | _d| _dg| _tjj| j� | _| jjj| _ d| _ | � � d S r ) r rT rU rV r rE � default_rngrM rW rX rY rZ r[ r r r r] s zTestDefaultRNG.setup_classc C s t t| jjt�� d S r )r r5 rM rT r re r r r �test_default_is_pcg64" s z$TestDefaultRNG.test_default_is_pcg64c C s� t j�� t j�d � t j�d� t j�d� t j�d� t j�ddg� t�t�� t j�d� W d � n1 sv0 Y t�t�� t j�ddg� W d � n1 s�0 Y d S )NrQ r l -�tE+�I�6�%�Yl l ) ��~�eR :TI*�6� rv )r rE r rm r� r� re r r r r� ' s � * zTestDefaultRNG.test_seedN)rl r r r r] r r� r r r r r s r )F)N)'r� � functoolsr �numpyr rm Z numpy.testingr r r Z numpy.randomr r r r r r Zfixturer� Zint8Zint16Zint32Zint64Zuint8Zuint16r� rJ r r! r4 r7 rO rP r r r r r r r r r r �<module> s4 �� ! u
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