o
    h
                     @   s  d dl Z d dlZd dlZd dlZd dlZd dlmZmZm	Z	 d dl
mZmZmZ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 zd dlZW n eyW   dZY nw dZejd	 ee dd
dd
f Ze eZ!e"e!dks|J ee# Z$e%e$Z#e"e$dksJ e!ddddf Z&eddddf Z'ej(ej)ej*gZ+ze+ej,g7 Z+W n	 e-y   Y nw ej./de+dd Z0ej./dg ddd Z1dd Z2dd Z3dd Z4dd Z5dd Z6dd Z7d d! Z8d"d# Z9ej./dg dd$d% Z:d&d' Z;d(d) Z<d*d+ Z=d,d- Z>d.d/ Z?d0d1 Z@ej./dej)ej*gd2d3 ZAej./dej)ej*gd4d5 ZBd6d7 ZCd8d9 ZDej./dg d:d;d< ZEd=d> ZFd?d@ ZGdAdB ZHdCdD ZIej./dEdFdGgdHdI ZJej./dEdFdGgej./dJg dKej./ddLdMgdNdO ZKej./dEdFdGgej./ddLdMgdPdQ ZLej./dEdFdGgej./dg dRej./dd dgdSdT ZMdUdV ZNdWdX ZOdYdZ ZPej./dEdFdGgej./ddLdMgd[d\ ZQej./dEdFdGgd]d^ ZRej./dEdFdGgd_d` ZSej./dae!ddFfe&ddFfe'ddFfe'ddGfgdbdc ZTej./dg dej./dddFdGgdedf ZUej./dgeVdhdigej(ej)ej*ejWejXgdGdFgdGdFgdjdk ZYdldm ZZej./dneVdGdFgdodpge[dqdrdsdt Z\dudv Z]ej./dwdGdFgdxdy Z^dzd{ Z_d|d} Z`ej./dg dd~d Zaej./dwdGdFgdd Zbej./dwdGdFgdd Zcej./dddgej./dwdGdFgdd Zddd ZedS )    N)assert_array_almost_equalassert_array_equalassert_warns)colordataimg_as_floatrestoration)expected_warnings)_supported_float_typeslice_at_axis)peak_signal_noise_ratiostructural_similarity)_wavelet_thresholdz-The optional dask dependency is not installed           ?dtypec                 C   s   t j| dd}|d|  tjj|j  7 }t|dd}tj	|dd}|j
t|j
ks.J ddlm} t|j
}|j|d	d}|j|d
d}|j|d
d}|j
|ksUJ t|d  t|d  k siJ d S )NTcopy      ?r      皙?weight)ndimageF)   r   )size   )
astro_grayastypestdnprandomrandshapeclipr   denoise_tv_chamboller   r
   scipyr   morphological_gradientsqrtsum)r   imgdenoised_astrondifloat_dtypegradgrad_denoised r2   a/var/www/html/scripts/venv/lib/python3.10/site-packages/skimage/restoration/tests/test_denoise.pytest_denoise_tv_chambolle_2d2   s   
,r4   channel_axis)r   r   r   r   c                 C   s  t jtd dd}ttd| }t j|d| d}tjt| |j d}t	||d | t
td dd dtjd d f g d	}d
|d d d d dd d f  |d d d d dd d f< t j|d dd}t|d| }t j|d| d}tjt| |j d}t	||d | d S )N.r   r   r   r   r   r5   axisr   @   )r   r   r   r   r   )r   r'   astror"   moveaxis	functoolspartialr   ndimr   tilenewaxis)r5   	denoised0r,   denoised_atastro3r2   r2   r3   &test_denoise_tv_chambolle_multichannelK   s$   *8rF   c                  C   sn   t } t| dtj}t|dksJ tj|dd}|jt	ks#J t|dks,J t
|dks5J d S )N   r   r   r   r           )r   r"   multiplyr    uint8maxr   r'   r   floatminr,   	int_astrodenoised_int_astror2   r2   r3   ,test_denoise_tv_chambolle_float_result_rangec   s   rQ   c                  C   s   t jddddddf \} }}| d d |d d  |d d  dk }d|t }|d	7 }|dt jj|j  7 }d||dk < d
||d
k< tj|t j	dd}|j
tksYJ | d
 | k seJ dS )zEApply the TV denoising algorithm on a 3D image representing a sphere.r   (      r         r:   d   <   rG   r   r   N)r"   ogridr    rL   r#   r$   r%   r   r'   rJ   r   r!   )xyzmaskresr2   r2   r3   test_denoise_tv_chambolle_3dp   s   "(r^   c               	   C   s   ddt t ddt j d  } | dt j| j 7 } t | dd} tj	| 
t jdd	}|jtks5J | d |  k sAJ d
S )z2Apply the TV denoising algorithm on a 1D sinusoid.}   rV   r      i  rT   rG   r   r   N)r"   sinlinspacepir#   r$   r   r&   r   r'   r    rJ   r   rL   r!   )rY   r]   r2   r2   r3   test_denoise_tv_chambolle_1d~   s   "rd   c                  C   sV   dt jdddd } tj| t jdd}|jtksJ |	 d | 	 k s)J dS )z TV denoising for a 4D input.rG   r`   r   r   N)
r"   r#   r$   r   r'   r    rJ   r   rL   r!   )imr]   r2   r2   r3   test_denoise_tv_chambolle_4d   s   rf   c            	      C   s   t jd} t }|d| |j 7 }t |dd}tt|dd}t 	|d d}d	}t
j||d
}t
j||d
}|jt jksBJ |jt jksJJ t|tdd}t||d d d d ddf dd}|dkshJ ||ksnJ d S )Nr   g333333?r   r   r   
data_range).NN)r   r   r   r   皙?r   g\(\?)r"   r#   default_rngr   r   standard_normalr%   r&   r   r@   r   r'   r   float64)	rstateimg2d
ssim_noisyimg4dwdenoised_2ddenoised_4dssim_2dssimr2   r2   r3   #test_denoise_tv_chambolle_weighting   s   "rv   c                  C      t  } | d|   tjj| j  7 } t| dd} tj	| dd}tj	| dd}| dddd	f  |dddd	f  ksBJ |dddd	f  |dddd	f  ks\J d S 
Nr   r   r   
   r         -      )
checkerboard_grayr   r!   r"   r#   r$   r%   r&   r   denoise_tv_bregmanr,   out1out2r2   r2   r3   test_denoise_tv_bregman_2d      48r   c                  C   sr   t  } t| dtj}t|dksJ tj|dd}|j	t
ks%J t|dks.J t|dks7J d S )NrG   r         N@r   r   rH   )r   r   r"   rI   r    rJ   rK   r   r   r   rL   rM   rN   r2   r2   r3   *test_denoise_tv_bregman_float_result_range   s   r   c                  C   rw   rx   )
checkerboardr   r!   r"   r#   r$   r%   r&   r   r   r   r2   r2   r3   test_denoise_tv_bregman_3d   r   r   c                 C   sb   t  }tj|d dd}t|d| }tj|d| d}tjt| |j	 d}t
|||d  d S )Nr6   r   r   r   r7   r8   r   )r;   r   r   r   r"   r<   r=   r>   r   r?   r   )r5   	img_astrorB   rC   rD   r2   r2   r3   'test_denoise_tv_bregman_3d_multichannel   s   r   c                  C   sp   t  d dd df } | d|   tjj| j  7 } t| dd} tj	| dd}tj	| ddd}t
|| d S )	N2   r   r   r   r   r   r   r7   )r~   r   r!   r"   r#   r$   r%   r&   r   r   r   r   r2   r2   r3   $test_denoise_tv_bregman_multichannel   s   r   c                  C   s"   t d} t| }t||  d S Nr   r   )r"   zerosr   denoise_bilateralr   r,   outr2   r2   r3   test_denoise_bilateral_null   s   

r   c                  C   s$   t d } t| }t||  d S r   )r"   onesr   r   r   r   r2   r2   r3   test_denoise_bilateral_negative   s   
r   c                  C   s<   t d} d| d< t| }t| d }t||d  d S )Nr   r   )r   r   ry   )r"   r   r   r   r   r   r2   r2   r3    test_denoise_bilateral_negative2   s
   

r   c                  C   s   t  d dd df } | d|   tjj| j  7 } t| dd} tj	| ddd d}tj	| dd	d d}| d
dddf  |d
dddf  ksNJ |d
dddf  |d
dddf  kshJ d S )Nr   r   r   r   r   ry   sigma_colorsigma_spatialr5   ri   rT   r{   r|   rz   r}   )
r~   r   r!   r"   r#   r$   r%   r&   r   r   r   r2   r2   r3   test_denoise_bilateral_2d  s   48r   c                  C   sR   t t ddddf } tj| dddd}ttj|ddd	}t|d d
S )zTThis test checks if the bilateral filter is returning an image
    correctly padded.rV      r   ry   r   r   r   gMbP?atolN)	r   r   chelsear   r   r"   count_nonzeroiscloser   )r,   img_bilcondition_paddingr2   r2   r3   test_denoise_bilateral_pad  s   
r   c                 C   s`   t  d dd df }|d|  tjj|j  7 }t|dd| }t	j
|ddd d d S )Nr   r   r   r   r   ry   r   )r~   r   r!   r"   r#   r$   r%   r&   r    r   r   r   r,   r2   r2   r3   test_denoise_bilateral_types!  s   
r   c                 C   s\   t  d dd df }|d|  tjj|j  7 }t|dd| }t	j
|dd d S )Nr   r   r   r   rz   r   )r~   r   r!   r"   r#   r$   r%   r&   r    r   r   r   r2   r2   r3   test_denoise_bregman_types-  s   r   c                  C   s"   t d} t| tj| d d d S )Nry   ry   r5   )r"   r   r   r   r   r,   r2   r2   r3   test_denoise_bilateral_zeros8  s   
r   c                  C   s&   t dd } t| tj| d d d S )Nr   rz   r   )r"   r   r   r   r   r   r2   r2   r3   test_denoise_bilateral_constant>  s   r   )r   r   r   c                 C   s  t  d dd df }|d|  tjj|j  7 }t|dd}t|d| }t	j
|dd| d}t	j
|d	d
| d}t|| d}t|| d}t|| d}|ddddf  |ddddf  ksjJ |ddddf  |ddddf  ksJ d S )Nr   r   r   r   r   r   ry   r   ri   rT   r{   r|   rz   r}   )r   r   r!   r"   r#   r$   r%   r&   r<   r   r   )r5   r,   r   r   r2   r2   r3   test_denoise_bilateral_colorD  s"   48r   c                  C   sH   t d} tt tj| d d W d    d S 1 sw   Y  d S )N)r   r   r   r   r"   r   pytestraises
ValueErrorr   r   r   r2   r2   r3   #test_denoise_bilateral_3d_grayscale[  s   
"r   c                  C   sP   t d} tdg tj| dd}W d    n1 sw   Y  t||  d S )N)r   r   r   	grayscaler   r   )r"   r   r	   r   r   r   )r,   resultr2   r2   r3   &test_denoise_bilateral_3d_multichannela  s
   
r   c                  C   s   t d} tt tj| d d W d    n1 sw   Y  tt tj| dd W d    d S 1 s9w   Y  d S )N)ry   ry   ry   ry   r   r   r   r   r2   r2   r3   'test_denoise_bilateral_multidimensionali  s   
"r   c                  C   sT   t dt j} tdg tj| d d}W d    n1 sw   Y  t| | d S )Nr   zinvalid|\A\Zr   )r"   fullNaNr	   r   r   r   r   r2   r2   r3   test_denoise_bilateral_nanq  s
   r   	fast_modeFTc              
   C   s   t d}d|ddddf< d}||t j|j 7 }|d}|dfD ]8}tj|dd	d
| d |d}| | ks=J tj|dd	d
| d |d}| | ksSJ t j	||dds]J q%d S )NrR   rR   r   ry   333333?float32r      rz   ri   )r   r5   sigma{Gz?r   )
r"   r   r#   rk   r%   r    r   denoise_nl_meansr!   allclose)r   r,   r   img_f32srC   denoised_f32r2   r2   r3   test_denoise_nl_means_2dz  s(   

r   
n_channels)r   r      rl   r   c           
   
   C   s   t td dd df }t |fd }||}d}||t j|j  }t |dd}||}|dfD ]>}t	|dd |f |dd |f }t
j|dd |f ddd	| | d
|d}t	|dd |f |dd |f }	|	|ksuJ q7d S )Nr   r   r   r   r   .r   rz         ?r   hr   r5   r   )r"   r   r;   concatenater    r#   rk   r%   r&   r   r   r   )
r   r   r   r,   r   imgnr   
psnr_noisyrC   psnr_denoisedr2   r2   r3   %test_denoise_nl_means_2d_multichannel  s,   


r   c              
   C   s   t jd|d}d|ddddddf< d}||t j|j  }||}t||}|d	fD ]}tj|d
dd| | d |d}t|||ksHJ q/d S )N   r   r`   r   r   rz   r   r   r   r      r   r   )	r"   r   r#   rk   r%   r    r   r   r   )r   r   r,   r   r   r   r   rC   r2   r2   r3   test_denoise_nl_means_3d  s   

r   )rl   r   float16c              	   C   s   t jdddd}|d d d dd df j|dd}d	}tjd}||||j  }||}tj	|
 dd
d| || d d}t|d|}tj	|
 dd
d| || |d}t||d}||j}t||}	t||}
|
|	ksuJ d S )N    r   rz   )lengthn_dimrng      Fr   ri   r   g333333?)r   r   r   r5   r   )r   binary_blobsr    r"   r#   rj   rk   r%   r   r   r   r<   r   r   )r   r   r5   r,   r   r   r   denoised_ok_multichanneldenoised_wrong_multichannel
psnr_wrongpsnr_okr2   r2   r3   "test_denoise_nl_means_multichannel  s,   $


r   c                  C   sT  t jd} t d}d|ddddddd df< d|dddddddd f< d}||| |j  }tddd| |d	d
}t||dd}t |}t	|jd D ]}t
j|d|f fdd i||d|f< qUt||dd}||ksxJ t
j|fdd i|}	t||	dd}
|
|ksJ t
j|fddi|}t||dd}||ksJ d S )Nrz   )ry   ry   r`   rz   r   r   r   r   r   r   T)
patch_sizepatch_distancer   r   r   rg   r   .r5   )r"   r#   rj   r   rk   r%   dictr   
zeros_likeranger   r   )r   r,   r   r   nlmeans_kwargsr   denoised_3dchpsnr_3drs   psnr_4ddenoised_3dmc	psnr_3dmcr2   r2   r3   test_denoise_nl_means_4d  sF   
  



r   c               	   C   s   t d} d| ddddddddd d f< d}| |t jj| j   }t| |dd}tj|d	d	d
| dd|d}t| |dd}||ksGJ d S )N)r`   r`   r`   r   r   r   r   r   r   r   r   rg   r   gffffff?Tr   )r"   r   r#   randnr%   r   r   r   )r,   r   r   r   denoised_4dmc	psnr_4dmcr2   r2   r3   %test_denoise_nl_means_4d_multichannel  s   
&r   c                  C   s  t d} tt tj| d d W d    n1 sw   Y  t d} tt tj| dd W d    n1 s=w   Y  t d} tt tj| ddd W d    n1 s_w   Y  t d} tt tj| d dd W d    n1 sw   Y  t d} tt tj| ddd W d    n1 sw   Y  t d} tt tj| d d W d    d S 1 sw   Y  d S )	N)rz   r   )rz   r   r   )rz   rz   rz   rz   F)r5   r   )rz   rz   rz   rz   rz   )r"   r   r   r   NotImplementedErrorr   r   r   r2   r2   r3   %test_denoise_nl_means_wrong_dimension  s0   





"r   c                 C   s   t d}d|ddddf< |dt j|j 7 }||}tj|ddd| d d	}t ||s2J tj|ddd| d d	}t ||sEJ d S )
Nr   r   ry   r   r   r   rz   r   )r   r5   )	r"   r   r#   rk   r%   r    r   r   r   )r   r   r,   rC   r2   r2   r3   test_no_denoising_for_small_h<  s   

r   c                 C   sr   t jdtd}|d}|d}tj|| djdksJ tj|| dj|jks*J tj|| dj|jks7J d S )Nr   r   r   rl   )r   r"   r   intr    r   r   r   r   r,   r   img_f64r2   r2   r3   test_denoise_nl_means_2d_dtypeN  s$   

r   c                 C   sx   t jdtd}|d}|d}tj|d| djdksJ tj|d| dj|jks,J tj|d| dj|jks:J d S )Nr   r   r   rl   r   )r   r   r   r   r2   r2   r3   test_denoise_nl_means_3d_dtype^  s$   

r   z img, channel_axis, convert2ycbcrc                 C   s  t jd}d}| ||| j  }t |dd}tj||||dd}t| |}t| |}||ks3J tj|||dd}t| |}t| |}||ksLJ tj||d|dd}	t| |	}
||
ksaJ |
|ksgJ tj|d	| |dd
}tj|||dd
}t 	|d	 t 	|d	 ksJ d S )Nr   r   r   r   Tr   r5   convert2ycbcrrescale_sigma)r5   r   r  )r5   wavelet_levelsr   r  r   r   r5   r  )
r"   r#   rj   rk   r%   r&   r   denoise_waveletr   r+   )r,   r5   r   rm   r   noisyrC   r   r   
denoised_1psnr_denoised_1res1res2r2   r2   r3   test_wavelet_denoisingn  sL   




$r
  r   c           	      C   s   t jd}d}t}||||j  }t |dd}t |d| }t |d| }tj	||| |dd}t
||}t
||}||ksCJ d S )Nr   r   r   r   r   Tr   )r"   r#   rj   	astro_oddrk   r%   r&   r<   r   r  r   )	r5   r   rm   r   r,   r  rC   r   r   r2   r2   r3   #test_wavelet_denoising_channel_axis  s   

r  z*case, dtype, convert2ycbcr, estimate_sigma1d2d multichannelc              	   C   s  t jd}| dkrt ddd}n| dkr"t ddddf }||}d	}||||j  }t 	||
 | }||j}|jd
 dkrMd
nd}|rYtj||d}	nd}	|r|du rtt tj||	d||dd}
W d   dS 1 s}w   Y  dS tj||	d||dd}
|
jt|jksJ | |
  }t|||d}t |jdk}|st||
|d}|
 d|  ksJ n4t|}| |
  }t||
|d}|
 dksJ t |jdkr|

 dksJ n|

 d
ksJ ||ksJ dS )z:Test cases for images without prescaling via img_as_float.r   r  r   rG   i   r  Nr:   g      9@r   r   r   sym4T)r   waveletr5   r   r  rg   fg?r   u)r"   r#   rj   rb   r   	astronautr    rk   r%   r&   rM   rK   r   r   estimate_sigmar   r   r   r  r
   r   kindr   )caser   r   r  rm   rY   r   r  r5   	sigma_estrC   rh   r   clippedr   
x_as_floatf_data_ranger2   r2   r3   test_wavelet_denoising_scaling  sl   

r  c                  C   s   t jd} t}d}||| |j  }t |dd}t|dd |d}t||}t||}||ks3J t	
t t|dd d d W d    n1 sKw   Y  tdg t|dd|d W d    d S 1 siw   Y  d S )	Nr   r   r   r   db1)r  method	thresholdzThresholding method BayesShrink)r"   r#   rj   r   rk   r%   r&   r   r   r   r   r   r	   )rm   r,   r   r  rC   r   r   r2   r2   r3   test_wavelet_threshold  s&   

"r   zrescale_sigma, method, ndim
VisuShrinkr  r   rz   c           
      C   s   t jd}|dk rdt d|  }n	dt d|  }d|tddf| < d	}||||j  }t |d
d}tj	||| d}t
||}t
||}	|	|ksRJ d S )Nr   r   ri   )r   )r   皙?rz      r   r   r   r  r  )r"   r#   rj   r   slicerk   r%   r&   r   r  r   )
r  r  r?   rm   r,   r   r  rC   r   r   r2   r2   r3   test_wavelet_denoising_nd  s   		

r&  c                   C   sF   t t tjtdddd W d    d S 1 sw   Y  d S )Nr   UnimplementedTr$  )r   r   r   r   r  r"   r   r2   r2   r2   r3   test_wavelet_invalid_methodC  s
   "r(  r  c                 C   s`  t jd}d}d}d}dt |f|  }d|tddf| < d	}||||j  }t |d
d}tj	||| d}tj	||d| d}	t
||}
t
||}t
||	}||  kr^|
ksaJ  J tt |jt|j}tdg tj	|||d | d W d    n1 sw   Y  tt tj	||d| d W d    d S 1 sw   Y  d S )Nr   r      r  ri   r"  rz   r#  r   r   r   )r  r  )r  r  r  z1all coefficients will experience boundary effectsr   )r"   r#   rj   r   r%  rk   r%   r&   r   r  r   pywtdwt_max_levelrM   Waveletdec_lenr	   r   r   r   )r  rm   r?   Nr  r,   r   r  rC   r  r   r   r  	max_levelr2   r2   r3   test_wavelet_denoising_levelsI  sL   




"r0  c                  C   sL   t jd} t }d}||| |j 7 }tj|d d}t	||dd d S )Nr   r   r   r   decimal)
r"   r#   rj   r   r   rk   r%   r   r  r   )rm   r,   r   r  r2   r2   r3   test_estimate_sigma_grayt  s   r3  c                  C   sn   t jd} t d}tddtddf}d||< d}|| || j ||< tj|d d}t	||dd	 d S )
Nr   )r   r   r   `   r"  r   r   r   r1  )
r"   r#   rj   r   r%  rk   r%   r   r  r   )rm   r,   
center_roir   r  r2   r2   r3    test_estimate_sigma_masked_image  s   
r6  c                 C   s   t jd}t }d}||||j 7 }t |d| }tj	|| dd}t
||dd tj	|| dd}tt||j|   t
|d	 |dd | |j dkrWtttj	| d S d S )
Nr   r   r   T)r5   average_sigmasr   r1  Fr   )r"   r#   rj   r;   r   rk   r%   r<   r   r  r   r   lenr?   r   UserWarning)r5   rm   r,   r   r  
sigma_listr2   r2   r3   test_estimate_sigma_color  s"   r;  c              
   C   s   t }| dtj|j  }dD ]P}dD ]K}|rdnd}|r@|s@tt t	j
|||| d W d   n1 s:w   Y  qdg ddfD ]}|sM|rTt|trU|sUqGt	j
||||| d qGqqdS )z
    Some of the functions inside wavelet denoising throw an error the wrong
    arguments are passed. This protects against that and verifies that all
    arguments can be passed.
    r   )TFr   N)r   r5   r  )r   r   r   )r   r   r5   r  )r;   r   r"   r#   rk   r%   r   r   r   r   r  
isinstancelist)r  r,   r  r   multichannelr5   r   r2   r2   r3   test_wavelet_denoising_args  s:   r?  c                 C   s   t }tttj|dd| d dS )zABiorthogonal wavelets should raise a warning during thresholding.zbior2.2N)r  r5   r  )r   r   r9  r   r  )r  r,   r2   r2   r3   !test_denoise_wavelet_biorthogonal  s
   

r@  c              
   C   sR  d}t jd}|d urt}g d}g d}g d}g d}nt}g d}g d}d	d
g}g d}| d||j  }	tj	}
t
||| d}ttg tj|	|
d||d}|
|	fi |}W d    n1 siw   Y  t|| |D ]1}ttg tj|	|
|||d}W d    n1 sw   Y  t||}t||}||ksJ qu|D ]2}ttg tj|	|
d|||d}W d    n1 sw   Y  t||}t||}||ksJ q|D ]!}tt tj|	|
|||d}W d    n1 sw   Y  q|D ]$}tt tj|	|
d|||d}W d    n	1 s w   Y  qd S )Nr   r   )r   r   r   r   r   r   r   )r   r   r   )r   r   r   r   )r   r   r   )r   r   r   r   )r   r   r   r   )rF  )r   r   r   r   rA  r   r   )r   rA  rB  rC  )r   r   rD  rE  rF  )rF  )r   r   r   rA  rG  r  r   )
max_shiftsfunc_kwr5   r   )rH  shift_stepsrI  r5   )r"   r#   rj   r;   r   r   rk   r%   r   r  r   r	   DASK_NOT_INSTALLED_WARNING
cycle_spinr   r   r   r   r   )r  r5   r   rm   r,   valid_shiftsvalid_stepsinvalid_shiftsinvalid_stepsr  denoise_funcrI  dn_ccdnrH  psnrpsnr_ccrJ  r2   r2   r3    test_cycle_spinning_multichannel  s   






rV  c            
   	   C   s   t } d}tjd}|  d|| j  }tj}t	|ddd}tj
||d|d dd}tj
||d|dd}t|| ttg tj
||d|d d	d}tj
||d|d d d}	W d    n1 s`w   Y  t|| t||	 d S )
Nr   r   r   Tr  r   )rH  rI  r5   num_workers)rH  rI  rW  r   )r   r"   r#   rj   r   rk   r%   r   r  r   rL  r   r	   rK  r   )
r,   r   rm   r  rQ  rI  dn_cc1dn_cc1_dn_cc2dn_cc3r2   r2   r3   test_cycle_spinning_num_workers  s4   





r\  )fr=   	itertoolsnumpyr"   r   r*  numpy.testingr   r   r   skimager   r   r   r   skimage._shared._warningsr	   skimage._shared.utilsr
   r   skimage.metricsr   r   skimage.restoration._denoiser   daskImportErrorrK  r#   seedr  r;   rgb2grayr   rK   r   r~   gray2rgbastro_gray_oddr  r   r   rl   float_dtypesfloat128AttributeErrormarkparametrizer4   rF   rQ   r^   rd   rf   rv   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r
  r  productint16rJ   r  r   r   r&  r(  r0  r3  r6  r;  r?  r@  rV  r\  r2   r2   r2   r3   <module>   s   









	
!&


,
G

*


H