U
    ?h`                     @   s2  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 ee
 Zee Zee	d
ddd ZeedddZeedddZeedddZe jeddZdd Zej !dej"ej#ej$gdd Z%dd Z&dd Z'dd Z(dd  Z)dS )!    N)assert_)_supported_float_type)binary_blobs)camerachelsea)mean_squared_error)calibrate_denoiserdenoise_wavelet)denoise_invariant)img_as_floatrandom_noise@      )Zn_dim   Zgaussiang{Gz?)modevar皙?T)Zrescale_sigmac                  C   s.   t tt} t| t}ttt}t||k  d S N)r
   	noisy_img_denoise_waveletmsetest_imgr   )Zdenoised_imgdenoised_mseoriginal_mse r   \/var/www/html/venv/lib/python3.8/site-packages/skimage/restoration/tests/test_j_invariant.pytest_invariant_denoise   s    


r   dtypec                 C   sP   t t| ttddd}t|t}ttt}||k s:t|jt	| ksLtd S )N)Zchannel_axisdenoiser_kwargs)
r
   noisy_img_colorZastyper   dictr   test_img_colorAssertionErrorr   r   )r   Zdenoised_img_colorr   r   r   r   r   test_invariant_denoise_color!   s     

r%   c                  C   s.   t tt} t| t}ttt}t||k  d S r   )r
   noisy_img_3dr   r   test_img_3dr   )Zdenoised_img_3dr   r   r   r   r   test_invariant_denoise_3d,   s    


r(   c                  C   sf   dt dddd i} ttt| dd\}\}}dd	 |D }d
d	 |D }tt |t |k d S )Nsigmar         r   T)denoise_parametersZextra_outputc                 S   s   g | ]}t tt|d qS )r   )r
   r   r   ).0r    r   r   r   
<listcomp>=   s   z8test_calibrate_denoiser_extra_output.<locals>.<listcomp>c                 S   s   g | ]}t |tqS r   )r   r   )r-   Zimgr   r   r   r.   A   s     )nplinspacer   r   r   r   Zargmin)parameter_ranges_Zparameters_testedZlossesZall_denoisedZground_truth_lossesr   r   r   $test_calibrate_denoiser_extra_output4   s    r3   c                  C   sL   dt dddd i} ttt| d}t|tt}ttt}t||k  d S )Nr)   r   r*   r+   r   r,   )r/   r0   r   r   r   r   r   r   )r1   Zdenoiserr   r   r   r   r   test_calibrate_denoiserE   s    
r5   c                  C   s@   t  } dtjdd i}t| t|d ttt | k d S )Nr)   r+   r   r4   )r   copyr/   randomr   r   r   all)Zinput_imager1   r   r   r   test_input_image_not_modifiedP   s    r9   )*	functoolsnumpyr/   ZpytestZskimage._shared.testingr   Zskimage._shared.utilsr   Zskimage.datar   r   r   Zskimage.metricsr   r   Zskimage.restorationr   r	   Zskimage.restoration.j_invariantr
   Zskimage.utilr   r   r   r#   r'   r   r!   r&   partialr   r   markZparametrizeZfloat16Zfloat32Zfloat64r%   r(   r3   r5   r9   r   r   r   r   <module>   s0   



