a
    
d+                     @   s   d dl mZ d dlmZmZ d dlZd dlmZ d dl	m
Z
m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 )"    )testing)assert_array_equalassert_allcloseN)camera)random_noiseimg_as_floatc                  C   s(   t  } t| dd}t|t| dd d S )N*   )rng)r   r   r   )camtest r   m/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/skimage/util/tests/test_random_noise.pytest_set_seed	   s    r   c                  C   sz   t t } d}t| dd|d}| |k}t|| t|  t| | jd | jd   }d}t	|| |ksvJ d S )N333333?r   saltr	   modeamountr      {Gz?)
r   r   r   r   nponessumfloatshapeabs)r
   r   	cam_noisysaltmask
proportion	tolerancer   r   r   	test_salt   s    
 r    c                  C   s6   t jdd} t| ddd}t|g dg dg d S )N      r   r   )r   r   )r   r   r   )r   randomrandr   r   )imagenoisyr   r   r   test_salt_p1   s    r'   c                  C   sD   t jdd} t| dddd}d}tt |dkd |ks@J dS )	zBEnsure images where size of a given dimension is 1 work correctly.r   i  r   皙?r   )r   r   r	   g?N)r   r#   r$   r   r   Zaverage)r%   r&   r   r   r   r   test_singleton_dim$   s    r)   c            	      C   s   t t } | d d }d}t| dd|d}| |k}t|| t|  t| | jd | jd   }d	}t	|| |ksJ |d
k }t|dddd}t|d
k | | jd | jd   }t	|| |ksJ d S )N       @      ?r   r   Zpepperr   r   r   r   )
r   r   r   r   r   zerosr   r   r   r   )	r
   data_signedr   r   
peppermaskr   r   Z
orig_zerosZcam_noisy_signedr   r   r   test_pepper,   s"    
 r0   c                  C   s   t t } d}t| dd|dd}t| |k|dk}t| |k|dk}t|| t|  t|| t|  t	| |  | j
d | j
d	   }d
}t|| |ksJ d| |    k rdk sn J d S )Nr   r   zs&p      ?)r	   r   r   Zsalt_vs_pepperr+           r   r   r   g
ףp=
?gffffff?)r   r   r   r   logical_andr   r   r   r-   r   r   r   )r
   r   r   r   r/   r   r   r   r   r   test_salt_and_pepperF   s"    

r4   c                  C   s   t dd } t| ddd}d|   k r4dk s:n J t| ddd	d
}d| d   k rfdk sln J d|   k rdk sn J d S )N   r6         ?r   r   )r	   vargMb?g~jt?g333333?gQ?)r	   meanr8   gQ?g{Gz?g;On?)r   r-   r   r8   r9   )datadata_gaussianr   r   r   test_gaussian\   s    "r<   c                  C   s  d} t dd }t dd }d|d ddd f< d|dd d df< d|dd dd f< t|d	| |d
d}d|d dd df    k rdk sn J d|d ddd f    k rdk sn J d|dd d df    k rdk sn J d|dd dd f    k r$dk s*n J t |}tt  t|d	| |d W d    n1 sf0    Y  |d7 }d|d< tt  t|d	| |d W d    n1 s0    Y  d S )Ni\  r5   r7   gMbP?r(   @   r1   g?ZlocalvarF)r   r	   
local_varsclipr2   gMb`?gRQ?gzG?g\(\?gRQ?g{Gz?gQ?)r   r	   r>   r,   )r   r   )r   r-   r   r8   Z
zeros_liker   raises
ValueError)seedr:   r>   r;   Zbad_local_varsr   r   r   test_localvarf   s0    ...2
&rC   c                  C   sb   d} t dd }t j| }|ddd}t |||  dd}t|ddddd	}t|| d S )
Nr   r5   r(   g
cQ?r   r   speckleg{Gz?)r   r	   r9   r8   )r   r-   r#   default_rngnormalr?   r   r   )rB   r:   r	   ZnoiseexpectedZdata_speckler   r   r   test_speckle   s    
rH   c                  C   sh   t  } tjd}t| ddd}t| dddd}|t| d d }t|t|dd	 t|| d S )
Nr   poisson)r   r	   Fr   r	   r?      g      p@r2   r+   )	r   r   r#   rE   r   rI   r   r   r?   )r:   r	   r   Z
cam_noisy2rG   r   r   r   test_poisson   s    rL   c                  C   s   t  } t| d d }t| dddd}t|dddd}| dkrN| dksRJ | dkrj| dksnJ t| ddd	d}t|ddd	d}| d
kr| dksJ | dkr| dksJ d S )Nr*   r+   rI   r   TrJ   r2         Fgffffff?g?r   r   r   maxmin)r:   r.   Zcam_poissonZcam_poisson2r   r   r   test_clip_poisson   s    rQ   c                  C   s   t  } t| d d }t| dddd}t|dddd}| dkrN| dksRJ | dkrj| dksnJ t| ddd	d}t|ddd	d}| d
kr| dk sJ | dkr| dk sJ d S )Nr*   r+   Zgaussianr   TrJ   r2   rM   FgQ?gffffffֿ/$?/$rN   )r:   r.   Z	cam_gaussZ
cam_gauss2r   r   r   test_clip_gaussian   s    rT   c                  C   s   t  } t| d d }t| dddd}t|dddd}| dkrN| dksRJ | dkrj| dksnJ t| ddd	d}t|ddd	d}| d
kr| dksJ | d
kr| dk sJ d S )Nr*   r+   rD   r   TrJ   r2   rM   FrR   rS   rN   )r:   r.   Zcam_speckleZcam_speckle_sigr   r   r   test_clip_speckle   s    rU   c                  C   sB   t d} tt t| d W d    n1 s40    Y  d S )N)r=   r=   Zperlin)r   r-   r   r@   KeyErrorr   )r:   r   r   r   test_bad_mode   s    
rW   )Zskimage._sharedr   Zskimage._shared.testingr   r   numpyr   Zskimage.datar   Zskimage.utilr   r   r   r    r'   r)   r0   r4   r<   rC   rH   rL   rQ   rT   rU   rW   r   r   r   r   <module>   s$   
