
    0-Ph                        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j        d
ej        ej        ej        g           ej        dddg          d                         Z ej        dg d          d             Z ej        d
ej        ej        g          d             Z ej        dddg          d             Zd Z ej        d
ej        ej        ej        g           ej        dddg           ej        dddg           ej        dddg          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           
      
   t          j        t          j        t          j        ddd|                     d          }t          j        |          }d|ddd f<   d|ddd f<   d|ddd f<   d|t          j        |          <   t          j        |||	          }|j        t          |j                  k    sJ t          j
        g d
g dg dg dg dg          }| t           j        k    rdnd}t          |||           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#   s          f/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/skimage/restoration/tests/test_inpaint.pytest_inpaint_biharmonic_2dr2      s1    '")BK1au===>>
G
GC=DDABBKDABBKDABBKC

$S$CU
V
V
VC9-ci888888
(<<<<<<<<<<<<<<<	
 C BJ&&44DDC4((((((    channel_axis)r   r   c                    t          t          j                    d dd df                   }t          j        |j        d d         t                    }d|ddd df<   ||dt          j        f          z  }t          ||          }t          j	        |d|           }t          j        ||| 	          }t          j	        || d          }t          ||          }|d
|z  k     sJ d S )N@   r   r   r         .r5   )r4   g{Gz?)r   r   	astronautr$   zerosshapeboolnewaxisr	   moveaxisr   r*   )r4   r-   r.   
img_defect
mse_defectimg_restoredmse_restoreds          r1    test_inpaint_biharmonic_2d_colorrD   &   s    
t~''SbS1
2
2C8CIbqbM...DD2ssOS"*_---J#C44JZ\::J-D|  L ;|\2>>L%c<88L$+++++++r3   c           	         t          j        t          j        t          j        ddd                    d          }t          j        |          }d|ddd f<   d|ddd f<   d|ddd f<   d|t          j        |          <   |                    | d	          }t          j        ||          }|j	        |j	        k    sJ t          j
        g d
g dg dg dg dg          }t          ||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/   r0   s        r1   'test_inpaint_biharmonic_2d_float_dtypesrI   9   s   
'")BK1a00116
:
:C=DDABBKDABBKDABBKC
**U*
'
'C

$S$
/
/C9	!!!!
(<<<<<<<<<<<<<<<	
 C C4((((((r3   c                 N   t          j        t          j        t          j        ddd                    d          }t          j        ||j        f          }t          j        |          }d|ddd d d f<   d|ddd d d f<   d|ddd d d f<   d|t          j        |          <   t          j	        |||           }t          j        t          j
        g d	g d
g dg dg dg          t          j
        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/   r0   s        r1   test_inpaint_biharmonic_3drM   P   sp   
'")BK1a00116
:
:C
)S#%L
!
!C=DDABBNDABBNDABBNC

$S$CU
V
V
VC
)HHHHHHHHHHHHHHHH  HHHHHHHHHHHHHHHH 	
 C, Cr3   c                     t          j        g           t          j        g           }} t          j        t                    5  t          j        | |           d d d            n# 1 swxY w Y   t          j        d          t          j        d          }} t          j        t                    5  t          j        | |           d d d            n# 1 swxY w Y   t           j                            t          j        d          ddgddgg          } t          j        d          }t          j        t                    5  t          j        | |           d d d            d S # 1 swxY w Y   d S )N)r   r   )r   r   r   )r.   )
r$   r;   r   raises
ValueErrorr   r*   mar+   	TypeError)r-   r.   s     r1   test_invalid_inputrS   s   s   bhrllC	
	#	# . ."3---. . . . . . . . . . . . . . .   "(6"2"2C	
	#	# . ."3---. . . . . . . . . . . . . . . %++bhv&&q!fq!f-=+
>
>C8FD			"	" . ."3---. . . . . . . . . . . . . . . . . .s6   A$$A(+A(0CCCE&&E*-E*orderCFr5   c                    t          j                    d d d df         }| t          j        k    rt          j        nt          j        }|                    |d          }t          j        |j        d d         t                    }d|ddd	df<   d|d
dddf<   d|ddddf<   d|ddddf<   d|ddddf<   d|ddd df<   d|dddd f<   d|ddddf<   d|ddddf<   t          j	        
                    d           }d!D ]_}d"d#|z  z   }	|                    |j        d d                   |	k    }
|d k    r$t          |
t          |t                              }
d||
<   `|                                }t          |j        d                   D ]}d |t          j        |          <   |t#          |          }t#          |          }|                    | d          }|                    | d          }t          j        ||$          }t'          j        ||||%          }|j        |k    sJ t-          ||          }t-          t/          |          |          }|d&|z  k     sJ d S )'N   FrF   r5   r   r      2   r         Z      (   <         iiiLi[ii   i8         im  ip     r   )r   r   r   g      
@r   )rT   )r4   r   g?)r   r:   r$   float32r,   rH   r;   r<   r=   randomdefault_rngstandard_normalr   r   rG   ranger)   r   asarrayr   r*   r   r
   r   )r   rT   r4   r   
image_origfloat_dtyper.   rstateradiusthreshtmp_maskimage_defectlayerimage_resultnrmse_defectnrmse_results                   r1   test_inpaint_nrmsery      s   
 !!!!!TcT'*J % 3 3"**K"";U";;J 8J$SbS)666DDB"DS"S&DBCDS#c'	DdBsF	DS#2# DS$%%DS"R%DS"S& Y""1%%F  v%))**:3B3*?@@6IA::&xfD1I1I1IJJHX ??$$L|)"-.. ) )'(RXd^^$$j))
--""5u"55J&&u5&99L:l%888L-!-	  L ,,,,&z<@@L&|J'?'?NNL#,,,,,,,r3   ) numpyr$   skimager   r   skimage._sharedr   skimage._shared.testingr   skimage._shared.utilsr   skimage.colorr   skimage.metricsr	   r
   skimage.morphologyr   r   skimage.restorationr   parametrizefloat16rh   r,   r2   rD   rI   rM   rS   uint8ry    r3   r1   <module>r      sL       & & & & & & & & # # # # # # 3 3 3 3 3 3 7 7 7 7 7 7 " " " " " " C C C C C C C C 4 4 4 4 4 4 4 4 ' ' ' ' ' ' Wrz2:rzBCC)E4=99) ) :9 DC). ^ZZZ00, , 10,$ Wrz2:677) ) 87), )E4=99  :9D. . . WrxRZ@AAWsCj))^dBZ00)E4=994- 4- :9 10 *) BA4- 4- 4-r3   