
    k h                     8   d dl Z d dlZd dl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 d dlmZmZ d dlmZ d d	lmZmZ d d
lmZ  e e
             Z e e             Z e e	dd            dz  Z eedd      Z eedd      Z eedd      Z e j>                  ed      Z ed        Z!eejD                  jG                  dejH                  ejJ                  ejL                  g      d               Z'ed        Z(ed        Z)ed        Z*ed        Z+y)    N)assert_)_supported_float_type)binary_blobs)camerachelsea)mean_squared_error)calibrate_denoiserdenoise_wavelet)denoise_invariant)img_as_floatrandom_noise)xfail_without_pywt@      )n_dim   gaussiang{Gz?)modevar皙?T)rescale_sigmac                      t        t        t              } t        | t              }t        t        t              }t        ||k         y N)r   	noisy_img_denoise_waveletmsetest_imgr   )denoised_imgdenoised_mseoriginal_mses      /home/developers/rajanand/mypropertyqr-fmb-refixing-v2/venv/lib/python3.12/site-packages/skimage/restoration/tests/test_j_invariant.pytest_invariant_denoiser"      s4    $Y0@AL|X.Ly(+LL<'(    dtypec                     t        t        j                  |       t        t	        d            }t        |t              }t        t        t              }||k  sJ |j                  t        |       k(  sJ y )N)channel_axisdenoiser_kwargs)	r   noisy_img_colorastyper   dictr   test_img_colorr$   r   )r$   denoised_img_colorr   r    s       r!   test_invariant_denoise_colorr/   "   sk     +u%"-
 )>:L7L,&&&##'<U'CCCCr#   c                      t        t        t              } t        | t              }t        t        t              }t        ||k         y r   )r   noisy_img_3dr   r   test_img_3dr   )denoised_img_3dr   r    s      r!   test_invariant_denoise_3dr4   0   s4    '6FGO4L|[1LL<'(r#   c                  r   dt        j                  ddd      dz  i} t        t        t        | d      \  }\  }}|D cg c]  }t        t        t        |       }}|D cg c]  }t        |t               }}t        t        j                  |      t        j                  |      k(         y c c}w c c}w )	Nsigmar         r   T)denoise_parametersextra_outputr(   )
nplinspacer	   r   r   r   r   r   r   argmin)parameter_ranges_parameters_testedlossesr)   all_denoisedimgground_truth_lossess           r!   $test_calibrate_denoiser_extra_outputrE   9   s    S!Q!7!!;<%7+	&"A"6  1 	)%5WL 
 :FF#3sH-FFBIIf+>!??@
 Gs   B/!B4c                      dt        j                  ddd      dz  i} t        t        t        |       }t         |t              t              }t        t        t              }t        ||k         y )Nr6   r   r7   r8   r   r9   )r;   r<   r	   r   r   r   r   r   )r>   denoiserr   r    s       r!   test_calibrate_denoiserrI   L   s^    S!Q!7!!;<!#8HH x	*H5Ly(+LL<'(r#   c                      t         j                         } dt        j                  j                  d      dz  i}t	        | t
        |       t        t        j                  t         | k(               y )Nr6   r8   r   rG   )r   copyr;   randomr	   r   r   all)input_imager>   s     r!   test_input_image_not_modifiedrO   Y   sV    .."K!1!1!!4q!89%:J BFF9+,-r#   ),	functoolsnumpyr;   pytestskimage._shared.testingr   skimage._shared.utilsr   skimage.datar   r   r   skimage.metricsr   r   skimage.restorationr	   r
   skimage.restoration.j_invariantr   skimage.utilr   r   &skimage.restoration.tests.test_denoiser   r   r-   r2   r   r*   r1   partialr   r"   markparametrizefloat16float32float64r/   r4   rE   rI   rO    r#   r!   <module>rb      s?      + 7 % ( 5 C = 3 E!gi(<!459
=	~JDIKjcB$9$$_DI  ) ) 2::rzz2::"FG	D H 	D ) ) A A$ 	) 	) . .r#   