a
    
d                     @   sL  d dl Zd dlmZmZ d dlmZ d dlmZ d dl	m
Z
 d dlmZ d dlmZmZ d dlmZmZ d d	lmZ ed
ejejejgedddgdd Zedg ddd Zed
ejejgdd Zedddgdd Zdd Zed
ejejejgedddgedddgedddgdd ZdS )     N)dataimg_as_float)testing)assert_allclose)_supported_float_type)rgb2gray)mean_squared_errornormalized_root_mse)binary_dilationdisk)inpaintdtypesplit_into_regionsFTc              
   C   s   t t t jddd| dd}t |}d|ddd f< d|ddd f< d|ddd f< d|t |< tj|||d	}|jt	|jksJ t 
g d
g dg dg dg dg}| t jkrdnd}t|||d d S )Nr         r   r   r            r                 ?      ?      ?g?r   r   r   g2?g]ߝ?r   r   g}?g	#m?g~4?r   r   r   r         ?gHz>gư>rtol)nptilesquarelinspace
zeros_likewherer   inpaint_biharmonicr   r   arrayfloat64r   )r   r   imgmaskoutrefr!    r/   o/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/skimage/restoration/tests/test_inpaint.pytest_inpaint_biharmonic_2d   s(     
r1   channel_axis)r   r   c                 C   s   t t d dd df }tj|jd d td}d|ddd df< ||dtjf   }t||}t	|d| }t
j||| d	}t	|| d}t||}|d
| k sJ d S )N@   r   r   r         .r3   )r2   g{Gz?)r   r   	astronautr"   zerosshapeboolZnewaxisr   Zmoveaxisr   r(   )r2   r+   r,   Z
img_defectZ
mse_defectZimg_restoredZmse_restoredr/   r/   r0    test_inpaint_biharmonic_2d_color%   s    

r;   c              	   C   s   t t t dddd}t |}d|ddd f< d|ddd f< d|ddd f< d|t |< |j| dd	}t||}|j	|j	ksJ t 
g d
g dg dg dg dg}t||dd d S )Nr   r   r   r   r   r   r   Fcopyr   r   r   r   gh㈵>r    )r"   r#   r$   r%   r&   r'   astyper   r(   r   r)   r   )r   r+   r,   r-   r.   r/   r/   r0   'test_inpaint_biharmonic_2d_float_dtypes7   s$    
r?   c                 C   s   t t t dddd}t ||jf}t |}d|ddd d d f< d|ddd d d f< d|ddd d d f< d|t |< tj	||| d}t t 
g d	g d
g dg dg dgt 
g dg dg dg dg dgf}t|| d S )Nr   r   r   r   r   r   r   r   )r   r   r   r   gVm3?)r   r   r   g>q?g?k#C34?)r   r   gO4S?g6[*g?gjB?r   )r   r   r   r   ggp?)r   r   r   g/H<\?g"
'J?)r   r   g cy6o?g)?gA'G^?)r   r   r   r   r   )r   r   r   r   r   )r"   r#   r$   r%   ZdstackTr&   r'   r   r(   r)   r   )r   r+   r,   r-   r.   r/   r/   r0   test_inpaint_biharmonic_3dL   s:    
rA   c                  C   s   t g t g  } }tt t| | W d    n1 sB0    Y  t dt d } }tt t| | W d    n1 s0    Y  t jjt dddgddggd} t d}tt	 t| | W d    n1 s0    Y  d S )N)r   r   )r   r   r   )r,   )
r"   r8   r   Zraises
ValueErrorr   r(   mar)   	TypeError)r+   r,   r/   r/   r0   test_invalid_inputh   s    **"
rE   orderCFr3   c                 C   s(  t  d d d df }| tjkr(tjntj}|j|dd}tj|jd d td}d|ddd	df< d|d
dddf< d|ddddf< d|ddddf< d|ddddf< d|ddd df< d|dddd f< d|ddddf< d|ddddf< tj	
d }d!D ]N}d"d#|  }	||jd d |	k}
|d kr\t|
t|td}
d||
< q| }t|jd D ]}d |t|< q~|d u rt|}t|}|j| dd}|j| dd}tj||d$}tj||||d%}|j|ksJ t||}tt||}|d&| k s$J d S )'N   Fr<   r3   r   r      2   r         Z      (   <         iiiLi[ii   i8         im  ip     r   )r   r   r   g      
@r   )rF   )r2   r   g?)r   r7   r"   float32r*   r>   r8   r9   r:   randomZdefault_rngZstandard_normalr
   r   r=   ranger'   r   Zasarrayr   r(   r   r	   r   )r   rF   r2   r   Z
image_origZfloat_dtyper,   ZrstateZradiusZthreshZtmp_maskZimage_defectZlayerZimage_resultZnrmse_defectZnrmse_resultr/   r/   r0   test_inpaint_nrmsew   sJ    


r\   ) numpyr"   Zskimager   r   Zskimage._sharedr   Zskimage._shared.testingr   Zskimage._shared.utilsr   Zskimage.colorr   Zskimage.metricsr   r	   Zskimage.morphologyr
   r   Zskimage.restorationr   Zparametrizefloat16rY   r*   r1   r;   r?   rA   rE   Zuint8r\   r/   r/   r/   r0   <module>   s.   


