o
    i0                     @   s  d dl Z d dlZd dlmZ d dlmZmZ d dlm	Z
 d dlm  mZ d dlmZmZ d dlmZ d dlmZ d0d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S )1    N)assert_allcloseassert_equal)raises)getfullargspec_no_selfnp_long)xp_assert_equal)statsFc                 C   sf   t |D ],\}}|rt| | t| | q|d ur%t| | t| | qt| | t| | qd S N)	enumeratema_nptr   getattrr   npt)res
attributesmaZxpiattr r   X/home/kim/smarthome/.venv/lib/python3.10/site-packages/scipy/stats/tests/common_tests.pycheck_named_results   s   r   c           
      C   s   | j dg|R  }t|d |dkrd\}}nd\}}| jdd |d}tj|d|||d	d
 | j| \}}| j|g|R  }	t|	d d S )Nr         ?rv_histogram_instance)h㈵>r   )Hz>r   c                 S   s   dS )N   r   xr   r   r   <lambda>$       z%check_normalization.<locals>.<lambda>)argsT)atolrtolerr_msgverbose)momentr   r   expectsupportcdf)
distfnr   distnameZnorm_momentr    r!   Znormalization_expectZ_a_bZnormalization_cdfr   r   r   check_normalization   s   
r+   c                 C   s   | j dg|R  }| j dg|R  }t|s#tj||d|d d ntt||dt|   t|sItj|||  |d|d d d S tt||d|  d S )	Nr      
   z - 1st momentdecimalr"   z - 1st moment -infinite, m1=z - 2ndt momentz - 2nd moment -infinite, m2=)r$   npisinfr   assert_almost_equalassert_str)r(   argmvmsgm1m2r   r   r   check_moment-   s   



 r;   c                 C   s8   t |r| dd |}tj||d|d d d S d S )Nc                 S   s   | S r	   r   r   r   r   r   r   @   r   z#check_mean_expect.<locals>.<lambda>   z - 1st moment (expect)r.   )r0   isfiniter%   r   r2   )r(   r5   r6   r8   r9   r   r   r   check_mean_expect>   s   


r>   c                 C   sZ   ddh}||v rddini }t |r+| dd |}tj||||  fi | d S d S )Nr   Zksoner!   gh㈵>c                 S   s   | |  S r	   r   r   r   r   r   r   I       z"check_var_expect.<locals>.<lambda>)r0   r=   r%   r   r   )r(   r5   r6   r7   r8   Zdist_looser_toleranceskwargsr:   r   r   r   check_var_expectE   s   
 rA   c                    sX   t |r"|  fdd|}tj||t |d d|d d d S tt | d S )Nc                       t |   dS )N   r0   powerr   r6   r   r   r   O       z#check_skew_expect.<locals>.<lambda>g      ?r<   z - skewr.   )r0   r=   r%   r   r2   rE   r3   isnan)r(   r5   r6   r7   sr8   Zm3er   rF   r   check_skew_expectM   s   

rJ   c                    sl   t |r%|  fdd|}tj||d t |d dd|d d d S t |s4tt | d S d S )Nc                    rB   )N   rD   r   rF   r   r   r   X   rG   z#check_kurt_expect.<locals>.<lambda>g      @r,   r   z - kurtosisr    r!   r"   )	r0   r=   r%   r   r   rE   Zisposinfr3   rH   )r(   r5   r6   r7   kr8   Zm4er   rF   r   check_kurt_expectV   s   


rN   c                 C   sj   | j jtjj kr3| jdg|R  }| jdd |tj tjd}t|s&d S t	||dd|d d d S d S )	Nr<   c                 S   s   | d S )Nr<   r   r   r   r   r   r   e   r?   z#check_munp_expect.<locals>.<lambda>)ZlbZub绽|=g-C6?z - higher moment / _munprL   )
Z_munp__func__r   rv_continuousr$   r%   r0   infr=   r   )distr   r8   r   refr   r   r   check_munp_expect`   s   


rU   c                 C   s&   | j | }tt| |d  d S )Nztest Entropy is nan)entropyr   r3   r0   rH   )r(   r5   r8   Zentr   r   r   check_entropym   s   
rW   c                 C   s$   t | j| |j| g|R   d S r	   )r   r   Z_entropy)r(   r   Z
superclassr   r   r   check_private_entropyr   s   rX   c                    s   t ddgddgg}j d|i} fdd| D }t ||j}t||dd	 g d
}j d|i} fdd|D }t ||j}t||dd	 d S )Nr   r,   rC   rK   scalec                       g | ]
}j  d |iqS rY   rV   .0rI   r5   r(   r   r   
<listcomp>|       z,check_entropy_vect_scale.<locals>.<listcomp>g+=)r    )r   r,   c                    rZ   r[   r\   r]   r_   r   r   r`      ra   )r0   asarrayrV   ZravelZreshapeshaper   )r(   r5   scZv_entZs_entr   r_   r   check_entropy_vect_scalex   s   rf   c                 C   sJ  | j | }t| tjr|d d |d f}t| j|g|R  ddg t| j|g|R  ddg | jdvrZt| j	|g|R  t
j dg t| j|g|R  dt
j g t| jddgg|R  | t| jddgg|R  |d d d  tt
| jddgg|R    tt
| jddgg|R    d S )Nr   r   g        r   )ZskellamZdlaplacer,   )r&   
isinstancer   Zrv_discreter   r   r'   sfnamelogcdfr0   rR   logsfppfisfr3   rH   all)r(   r   r   r   r   r   check_edge_support   s   

""(&*rp   c                    s  t | j}t|jd u  t|jd u  t|j  tt|jt|k |j	d t
|  }| jr?| jdd }nd}tt
|| jk tt
|t
|k tfdd|D }ttt| |d d  d d  i }	 |	r|	   i  fdd|D }
t||
 d vrt| jdg R i | jdgR   |	sd	d
i tt| jfi  d S )N,  c                    s   g | ]
}|g R  qS r   r   r^   meth)
shape_argsr   r   r   r`      ra   z$check_named_args.<locals>.<listcomp>c                    s"   g | ]}|g R i qS r   r   rt   )arM   r   r   r   r`      s   " nr   Zkaboom*   )_getfullargspec_parse_argsr   r3   varargsvarkw
kwonlyargslistdefaultsr   lenZshapesreplacesplitZnumargsr0   ro   r=   updatepopZassert_array_equalkeysr   r$   assert_raises	TypeErrorr'   )r(   r   rv   r   meths	signatureZshape_argnamesZshapes_valsnamesr7   r   )rw   rM   rv   r   r   check_named_args   s4   
 
r   c           	      C   s   | j }tjd d | _ | j|ddi}d| _ | j|ddi}t|| tjd| _ | j|ddi}t|| ttjdrOtj	d}| j|d|d d| _ | j 
 }| j|dtjdd}t|| t| j 
 | || _ d S )N  size   default_rngr   )r   random_stater,   )r   r0   randomseedrvsr   r   ZRandomStatehasattrr   Z	get_state)	r(   r   rndmr0r1r2rngZ
orig_stateZr3r   r   r   check_random_state_property   s&   

r   c                    s   g d}| j |g|R    fddttjtjtjfD }|D ])}| j|  || j|k || jk @  }|D ]}||g|R  }t	
|jtjk q4qd S )N      ?      ?      ?c                       g | ]}  |qS r   Zastyper^   tpZx0r   r   r`          z$check_meth_dtype.<locals>.<listcomp>)rm   r   r0   float16float32float64	_argcheckrw   br   r3   dtype)r(   r5   r   q0x_castr   ru   valr   r   r   check_meth_dtype   s   
r   c                    sn   t g d  fddt jt jt jfD }|D ]}| j| jfD ]}||g|R  }t|j	t jk q qd S )Nr   c                    r   r   r   r   r   r   r   r`      r   z#check_ppf_dtype.<locals>.<listcomp>)
r0   rc   r   r   r   rm   rn   r   r3   r   )r(   r5   Zq_castqru   r   r   r   r   check_ppf_dtype   s   r   c                    sl  dd }| j g dg|R    fddttjtjtjfD }|D ]}| j|  || j|k || jk @  }| j	|g|R  | j
|g|R  | j|g|R  }}}t|| j
|g|R  |dd t|| j|g|R  || dd t|| j|g|R  | dd t|| j|g|R  | | dd t|| j|g|R  || j	|g|R  | j	|g|R   dd q!d S )Nc                 W   s,   t |}d}| ||d  g|R  | jS )NrO   y              ?)r0   rc   imag)fr   r5   hr   r   r   deriv  s   
z check_cmplx_deriv.<locals>.deriv)r   gRQ?r   c                    r   r   r   r   r   r   r   r`     r   z%check_cmplx_deriv.<locals>.<listcomp>r   r!   )rm   r   r0   r   r   r   r   rw   r   pdfr'   ri   r   rk   rl   Zlogpdf)r(   r5   r   r   r   r   r'   ri   r   r   r   check_cmplx_deriv  s$   
:" $$r   c                 C   sR  | j }d| _ | j|ddi t| }| j|ddi}t|}|j|ddi}t|| | jdg|R  |jdg|R  g}t|d |d  t| j|d g|R  |j|d g|R   | | }t|}	t|	}|jdd}|jdd}t|| t	| dr| j
}
t|
}t|}|
j|j  krdksJ  J || _ d S )	Nr   r   r   r   r   r   )r   fit)r   r   pickledumpsloadsr   r   rm   r'   r   r   __name__)r(   r   r   rI   r   Z	unpickledr   ZmediansZfrozen_distZpklZfit_functionZpickled_fit_functionZunpickled_fit_functionr   r   r   check_pickling"  s2   

$




 
r   c                 C   sZ   t | tjrddd}nddi}| |i |}|j| | jks!J |j| | jks+J d S )Nr   r,   )locrY   r   )rh   r   rQ   rw   r   )r(   r   Zlocscalervr   r   r   check_freezingM  s   r   c           	         sn   t jd  j| }t|j|| d |s5t j fdd|d}t jd || }t||dd d S d S )N{   z: rvs failed to broadcastc                     s
    j |  S r	   )r   )allargsdistfuncr   r   r   _  s   
 z%check_rvs_broadcast.<locals>.<lambda>)ZotypesgvIh%<=r   )r0   r   r   r   r   rd   Z	vectorizer   )	r   r)   r   rd   Z
shape_onlyZotypesampler   expectedr   r   r   check_rvs_broadcastZ  s   
r   )FN)+r   numpyr0   Znumpy.testingZtestingr   r   r   Zpytestr   r   Znumpy.ma.testutilsr   Z	testutilsr   Zscipy._lib._utilr   rz   r   Zscipy._lib._array_api_no_0dr   Zscipyr   r   r+   r;   r>   rA   rJ   rN   rU   rW   rX   rf   rp   r   r   r   r   r   r   r   r   r   r   r   r   <module>   s:    

	
')	+