o
    h                     @   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sFJ t 
g d
g dg dg dg dg}| t jkrad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/   a/var/www/html/scripts/venv/lib/python3.10/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 sVJ d S )N@   r   r   r         .r3   )r2   g{Gz?)r   r   	astronautr"   zerosshapeboolnewaxisr   moveaxisr   r(   )r2   r+   r,   
img_defect
mse_defectimg_restoredmse_restoredr/   r/   r0    test_inpaint_biharmonic_2d_color%   s   

rA   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sGJ 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$   r%   r&   r'   astyper   r(   r   r)   r   )r   r+   r,   r-   r.   r/   r/   r0   'test_inpaint_biharmonic_2d_float_dtypes7   s$   
rE   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$   r%   dstackTr&   r'   r   r(   r)   r   )r   r+   r,   r-   r.   r/   r/   r0   test_inpaint_biharmonic_3dL   s:   
rH   c                  C   s   t g t g } }tt t| | W d    n1 s!w   Y  t dt d} }tt t| | W d    n1 sGw   Y  t jjt dddgddggd} t d}tt	 t| | W d    d S 1 syw   Y  d S )N)r   r   )r   r   r   )r,   )
r"   r8   r   raises
ValueErrorr   r(   mar)   	TypeError)r+   r,   r/   r/   r0   test_invalid_inputh   s   "
"rM   orderCFr3   c                 C   s  t  d d d df }| tjkrtjntj}|j|dd}tj|jd d td}d|ddd	df< d|d
dddf< d|ddddf< d|ddddf< d|ddddf< d|ddd df< d|dddd f< d|ddddf< d|ddddf< tj	
d }d!D ]%}d"d#|  }	||jd d |	k}
|d krt|
t|td}
d||
< q| }t|jd D ]	}d |t|< q|d u rt|}t|}|j| dd}|j| dd}tj||d$}tj||||d%}|j|ksJ t||}tt||}|d&| k sJ d S )'N   FrB   r3   r   r      2   r         Z      (   <         iiiLi[ii   i8         im  ip     r   )r   r   r   g      
@r   )rN   )r2   r   g?)r   r7   r"   float32r*   rD   r8   r9   r:   randomdefault_rngstandard_normalr
   r   rC   ranger'   r   asarrayr   r(   r   r	   r   )r   rN   r2   r   
image_origfloat_dtyper,   rstateradiusthreshtmp_maskimage_defectlayerimage_resultnrmse_defectnrmse_resultr/   r/   r0   test_inpaint_nrmsew   sJ   

rr   ) numpyr"   skimager   r   skimage._sharedr   skimage._shared.testingr   skimage._shared.utilsr   skimage.colorr   skimage.metricsr   r	   skimage.morphologyr
   r   skimage.restorationr   parametrizefloat16ra   r*   r1   rA   rE   rH   rM   uint8rr   r/   r/   r/   r0   <module>   s0    


