
    k h                        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j0                  g       ej*                  dddg      d               Z ej*                  dg d      d        Z ej*                  d
ej.                  ej0                  g      d        Z ej*                  dddg      d        Zd Z ej*                  d
ej<                  ej.                  ej0                  g       ej*                  dddg       ej*                  dddg       ej*                  dddg      d                             Zy)    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        |||       y )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          /home/developers/rajanand/mypropertyqr-fmb-refixing-v2/venv/lib/python3.12/site-packages/skimage/restoration/tests/test_inpaint.pytest_inpaint_biharmonic_2dr2      s     ''"))BKK1au=>
GC==DDABKDABKDABKC

$
$S$CU
VC99-cii8888
((<<<<<	
C BJJ&4DD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 y )N@   r   r   r         .r5   )r4   g{Gz?)r   r   	astronautr$   zerosshapeboolnewaxisr	   moveaxisr   r*   )r4   r-   r.   
img_defect
mse_defectimg_restoredmse_restoreds          r1    test_inpaint_biharmonic_2d_colorrD   &   s    
t~~'SbS1
2C88CIIbqM.DD2ssOS"**_---J#C4JZ\:J--D|L ;;|\2>L%c<8L$++++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
                  |      <   |j                  | d	      }t        j                  ||      }|j                  |j                  k(  sJ t        j                  g d
g dg dg dg dg      }t        ||d       y )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    
''"))BKK1a016
:C==DDABKDABKDABKC
**U*
'C

$
$S$
/C99		!!!
((<<<<<	
C C4(r3   c                 b   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        ||       y )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   s   
''"))BKK1a016
:C
))S#%%L
!C==DDABNDABNDABNC

$
$S$CU
VC
))HHHHHHH HHHHHHH	
C, Cr3   c                     t        j                  g       t        j                  g       }} t        j                  t              5  t        j                  | |       d d d        t        j                  d      t        j                  d      }} t        j                  t              5  t        j                  | |       d d d        t         j                  j                  t        j                  d      ddgddgg      } t        j                  d      }t        j                  t              5  t        j                  | |       d d d        y # 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   y xY w)N)r   r   )r   r   r   )r.   )
r$   r;   r   raises
ValueErrorr   r*   mar+   	TypeError)r-   r.   s     r1   test_invalid_inputrS   s   s   bhhrlC	
	# .""3-.  "((6"2C	
	# .""3-. %%++bhhv&q!fq!f-=+
>C88FD			" .""3-. .. .. .
. .s$   E&E-E%EE"%E.orderCFr5   c                    t        j                         d d d df   }| t        j                  k(  rt        j                  nt        j                  }|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                  j                  d       }d!D ]P  }d"d#|z  z   }	|j                  |j                  d d       |	kD  }
|d kD  rt        |
t        |t                    }
d||
<   R |j                         }t        |j                  d         D ]  }d |t        j                   |      <    |t#        |      }t#        |      }|j                  | d      }|j                  | d      }t        j$                  ||$      }t'        j(                  ||||%      }|j*                  |k(  sJ t-        ||      }t-        t/        |      |      }|d&|z  k  sJ y )'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$   float32r,   rH   r;   r<   r=   randomdefault_rngstandard_normalr   r   rG   ranger)   r   asarrayr   r*   r   r
   r   )r   rT   r4   r   
image_origfloat_dtyper.   rstateradiusthreshtmp_maskimage_defectlayerimage_resultnrmse_defectnrmse_results                   r1   test_inpaint_nrmsery      s   
 !!TcT'*J % 3"**K"";U";J 88J$$Sb)6DDB"DS"S&DBCDS#c'	DdBsF	DS#2# DS$%DS"R%DS"S& YY""1%F v%))**:*:3B*?@6IA:&xfD1IJHX ??$L|))"-. )'(RXXd^$) j)
-""5u"5J&&u5&9L::l%8L--!-	L ,,,&z<@L&|J'?NL#,,,,r3   ) numpyr$   skimager   r   skimage._sharedr   skimage._shared.testingr   skimage._shared.utilsr   skimage.colorr   skimage.metricsr	   r
   skimage.morphologyr   r   skimage.restorationr   parametrizefloat16rh   r,   r2   rD   rI   rM   rS   uint8ry    r3   r1   <module>r      s}    & # 3 7 " C 4 ' Wrzz2::rzzBC)E4=9) : D). ^Z0, 1,$ Wrzz2::67) 8), )E4=9 :D. WrxxRZZ@AWsCj)^dBZ0)E4=94- : 1 * B4-r3   