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r re rf )rU rg r r r �test_uniform_array� s zRNG.test_uniform_arrayc C s( t t| j�d��dk� t| jj� d S )Nr )r re rA r9 r )rU r r r � test_random� s zRNG.test_randomc C s t t| j�d��dk� d S )Nr )r re rA r; )rU 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 )Nr )r re rA r; r )rU 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 )Nr )r re rA r? r r! r* )rU r r r �test_standard_gamma� s &zRNG.test_standard_gammac C s( t t| j�d��dk� t| jj� d S )Nr )r re rA �standard_exponentialr )rU r r r �test_standard_exponential� s z RNG.test_standard_exponentialc C sH | j jddd�}tt|�dk� |jtjks0t�tt | j jdd�� d S )Nr r< )r ) rA rn r re r r r< �AssertionErrorr r )rU �randomsr r r � test_standard_exponential_float� s z#RNG.test_standard_exponential_floatc C sL | j jdddd�}tt|�dk� |jtjks2t�tt | j jddd�� d S )Nr r< �inv)r �method) rA rn r re r r r< rp r r )rU rq 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 )Nr )r re rA Zstandard_cauchyr )rU r r r �test_standard_cauchy� s zRNG.test_standard_cauchyc C s* t t| j�dd��dk� t| jj� d S )Nr )r re rA Z standard_tr* )rU r r r �test_standard_t� s zRNG.test_standard_tc C s0 t | j�dd�dk� t | j�dd�dk� d S )Nr g �?r i� )r rA Zbinomial)rU r r r � test_binomial� s zRNG.test_binomialc C s< | j jj}| j �d�}|| j j_| j �d�}t||k� d S )Nl )rA rF rI r= r )rU rI Zint_1Zint_2r r r �test_reset_state� s zRNG.test_reset_statec C s4 t | �� �}t | �� �}tt|jj|jj� � d S )N)r rF r r- rI )rU rA �rg2r r r �test_entropy_init� s zRNG.test_entropy_initc C sJ t | j| j� �}t | j| j� �}|�� |�� tt|jj|jj�� d S )N)r rF rH r9 r r- rI )rU rA rz 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 rF rH r; rI r )rU rA rI �n1rz �n2r 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 i �x )r r )r rF rH r= r �uint32rI r )rU rA rI r} rz 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 )Nr< )r r )r r )r rF rH r9 rI r rf )rU rA rI r} rz 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 rc )r r rA � permutationr �any)rU �original�permutedr r r � test_shuffle s zRNG.test_shufflec C s. t �ddd�}| j�|�}t||k�� � d S )Nr� r rc )r r rA r� r r� )rU 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 )Ng @r )r r )rA �betar re r r! r )rU �valsr r r � test_beta s &(z RNG.test_betac C s | j �d�}tt|�dk� d S )Nr )rA �bytesr re )rU r� r r r � test_bytes" s zRNG.test_bytesc C s. | j �dd�}tt|�dk� t| j j� d S )Ng @r )rA Z chisquarer re r* )rU r� r r r �test_chisquare& s zRNG.test_chisquarec C s. | j �dd�}tt|�dk� t| j j� d S )Ng @r )rA � exponentialr re r* )rU r� r r r �test_exponential+ s zRNG.test_exponentialc C s$ | j �ddd�}tt|�dk� d S )N� i� r )rA r r re )rU r� r r r �test_f0 s z RNG.test_fc C s$ | j �ddd�}tt|�dk� d S )Nr� r r )rA �gammar re )rU r� r r r � test_gamma4 s zRNG.test_gammac C s2 | j �dd�}tt|�dk� t| j jdd� d S )Ng �?r T)r# )rA Z geometricr re r* r� )rU r� r r r �test_geometric8 s zRNG.test_geometricc C s$ | j �ddd�}tt|�dk� d S )Ng @r )rA Zgumbelr re )rU r� r r r � test_gumbel= s zRNG.test_gumbelc C s$ | j �ddd�}tt|�dk� d S )Ng @r )rA Zlaplacer re )rU r� r r r � test_laplaceA s zRNG.test_laplacec C s$ | j �ddd�}tt|�dk� d S )Ng @r )rA Zlogisticr re )rU r� r r r � test_logiticE s zRNG.test_logiticc C s" | j �dd�}tt|�dk� d S )Ng �?r )rA Z logseriesr re )rU r� r r r �test_logseriesI s zRNG.test_logseriesc C s$ | j �ddd�}tt|�dk� d S )Nr g�������?)rA Znegative_binomialr re )rU r� r r r �test_negative_binomialM s zRNG.test_negative_binomialc C s$ | j �ddd�}tt|�dk� d S )Nr r )rA Znoncentral_chisquarer re )rU 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� i� r r )rA Z noncentral_fr re r r! )rU r� r r r �test_noncentral_fU s zRNG.test_noncentral_fc C s$ | j �ddd�}tt|�dk� d S )Nr g�������?)rA �normalr re )rU r� r r r � test_normal_ s zRNG.test_normalc C s" | j �dd�}tt|�dk� d S )Ng @r )rA Zparetor re )rU 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 )Nr )rA Zpoissonr re r r! r* )rU r� r r r � test_poissong s zRNG.test_poissonc C s" | j �dd�}tt|�dk� d S )Ng�������?r )rA �powerr re )rU r� r r r � test_powern s zRNG.test_powerc C s$ | j �ddd�}tt|�dk� d S )Nr r8 )rA r= r re )rU r� r r r � test_integersr s zRNG.test_integersc C s2 | j �dd�}tt|�dk� t| j jdd� d S )Ng�������?r T)r# )rA Zrayleighr re r* )rU r� r r r � test_rayleighv s zRNG.test_rayleighc C s$ | j �ddd�}tt|�dk� d S )Nr g�������?)rA Zvonmisesr re )rU r� r r r � test_vonmises{ s zRNG.test_vonmisesc C s$ | j �ddd�}tt|�dk� d S )Ng �?r )rA Zwaldr re )rU r� r r r � test_wald s z RNG.test_waldc C s" | j �dd�}tt|�dk� d S )Ng �?r )rA Zweibullr re )rU 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 rO )r rO )rO rO )rA Zzipfr re rP rQ r rR )rU 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� r8 r )r )rA Zhypergeometricr r r r! r )rU 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 )rA � triangularr r r r! r )rU 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 rO i� )i� r )rA Zmultivariate_normalr r r� )rU ZmeanZcov�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 )NrO gUUUUUU�?gUUUUUU�?)r r )r )r r )rA Z multinomialr r )rU r� r r r �test_multinomial� s zRNG.test_multinomialc C s | j �dd�}t|jdk� d S )N)r r r� r8 )r8 r� )rA Z dirichletr r )rU �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 )N) �pickle�dumpsrA �loadsr r. r- rF rI )rU �pickZunpickr r r � test_pickle� s zRNG.test_picklec C sX | j d kr"| 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 )r � r i� r )rK rF r[ r\ r] r r� r> r! rI r r- r �mod)rU r^ r rH �bgr2 r3 r r r �test_seed_array� s> 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 )Ni90 r7 )r ) r rF rC rI r9 r r< r r r r r- )rU rA rI �r1rz �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 @r7 )r ) r rF rC rI r? r r< r r r r r- )rU rA rI r� rz 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 )Nr7 )r ) r rF rC rI r; r r< r r r r r- )rU rA rI r� rz 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 )Nr7 )r ) r rF rC rI r; r r< r r r r r- )rU rA rI r� rz 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 )�out)r )r� r )r )r� r )r r ) rA rF rI r �emptyr; r r r< )rU rA rI 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 )N)r� r� r� )r� )r )r )r� r )r r )rA rF rI r r� r9 r r< )rU rA rI 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 )N)r� r� r� )r� )r )r )r� r )r r )rA rF rI r r� rn r r< )rU rA rI r r� 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 )N)r� r� r� g �?)r� )r )r )r� r )r r )rA rF rI r �zerosr? r r< )rU rA rI r r� 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 ) N)r� r� r� g @X@g �?)r� )r )r )r� r )r r ) rA rF rI r r r� r? r r< )rU rA rI r �mur� r� r r r �#test_output_filling_gamma_broadcaste s z'RNG.test_output_filling_gamma_broadcastc C sp | j }d}t�|�}t�t�� |j|tjd� W d Q R X t�t�� |j|d d d� d� W d Q R X tj|tjd�}t�t�� |j|tj d� W d Q R X tj |tjd�}t�t�� |j d|tj d� W d Q R X t�t��" |j d|d d d� tjd� W d Q R X tj |tj d�}t�t�� |j d|tjd� W d Q R X t�t�� |j d|d d d� d� W d Q R X d S )N)r� r� r� )r� r r� )r� )r g �?) rA r r� r\ �raisesrS r; r< � ValueErrorr@ r� r? )rU rA r r� r r r �test_output_fill_errorx s( & 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 )r )r r ) r �bool_�iinfo�intr" �minrV rA r= r r! �object) rU r �upper�lower�infor$ r% r& r' r( r r r �test_integers_broadcast� s: zRNG.test_integers_broadcastc C s� t �dg�}t �dg�}| jj|||d�}|jdks8t�| jj|d ||d�}|jdks\t�| jj||d |d�}|jdks�t�d S )Nr r )r )r )r r! rA r= r rp )rU r �high�lowr� r r r �test_integers_numpy� s zRNG.test_integers_numpyc C s� |t jkrd}d}n t �|�}t|j�d }|j}t�t��" | j j ||d gd |d� W d Q R X t�t��" | j j |d |gd |d� W d Q R X t�t��$ | j j |d g|gd |d� W d Q R X t�t�� | j j dgdg|d� W d Q R X d S )Nr r r r )r ) r r� r� r� r" r� r\ r� r� rA r= )rU r r� r� r� r r r � test_integers_broadcast_errors� s & & ( z"RNG.test_integers_broadcast_errorsN)Jr[ � __module__� __qualname__� classmethodrN rL rV rX r_ rb rh ri rj rk rl rm ro rr ru rv rw rx ry 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 rD ^ s� & ! rD c @ s e Zd Zedd� �Zdd� ZdS )� TestMT19937c C sJ t | _d | _dg| _t| j| j� �| _| jjj| _d| _| � � t | _ d S )Ni! ! r� ) r rF rG rH r rA rI rJ rK rL r� rT )rM r r r rN � 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 rI r4 r �pos) r r9 Z RandomStater; Z get_staterA rF rI r rf )rU ZnprgrI r3 r r r �test_numpy_state� s z TestMT19937.test_numpy_stateN)r[ r� r� r� rN 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 i90 rE ) r rF rG rH r rA rI rJ rK rL )rM r r r rN � s zTestPhilox.setup_classN)r[ r� r� r� rN 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 )Ni90 � ) r rF rG rH r rA rI rJ rK rL )rM r r r rN � s zTestSFC64.setup_classN)r[ r� r� r� rN 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 )Nl i90 rE ) r rF rG rH r rA rI rJ rK rL )rM r r r rN � s zTestPCG64.setup_classN)r[ r� r� r� rN 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 )Nl i90 rE ) r rF rG rH r rA rI rJ rK rL )rM r r r rN s zTestPCG64DXSM.setup_classN)r[ r� r� r� rN 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 )Nl i90 rE ) r rF rG rH r r9 � default_rngrA rI rJ rK rL )rM r r r rN s zTestDefaultRNG.setup_classc C s t t| jjt�� d S )N)r r+ rA rF r )rU 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 Q R X t�t�� t j�ddg� W d Q R X d S )Ni90 r l -�tE+�I�6�%�Yl l ) ��~�eR :TI*�6� rc )r r9 r� r\ r� r� )rU r r r r| ' s zTestDefaultRNG.test_seedN)r[ r� r� r� rN r� r| r r r r r� s r� )F)N)'r� � functoolsr �numpyr r\ Z numpy.testingr r r Z numpy.randomr r r r r r Zfixturer� Zint8Zint16Zint32Zint64Zuint8Zuint16r� r> r r r* r- rC rD r� r� r� r� r� r� r r r r �<module> s. ! 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