o
    j                     @   sV  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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 edd Z!eej"#dej$ej%ej&gdd Z'edd Z(edd Z)edd Z*ed d! Z+dS )"    N)assert_)_supported_float_type)binary_blobs)camerachelsea)mean_squared_error)calibrate_denoiserdenoise_wavelet)denoise_invariant)img_as_floatrandom_noise)xfail_without_pywt@      )Zn_dim   Zgaussiang{Gz?)modevar皙?T)Zrescale_sigmac                  C   .   t tt} t| t}ttt}t||k  d S N)r
   	noisy_img_denoise_waveletmsetest_imgr   )Zdenoised_imgdenoised_mseoriginal_mse r   k/var/www/html/Deteccion_Ine/venv/lib/python3.10/site-packages/skimage/restoration/tests/test_j_invariant.pytest_invariant_denoise      


r   dtypec                 C   sP   t t| ttddd}t|t}ttt}||k sJ |jt| ks&J d S )N)Zchannel_axisdenoiser_kwargs)	r
   noisy_img_colorZastyper   dictr   test_img_colorr    r   )r    Zdenoised_img_colorr   r   r   r   r   test_invariant_denoise_color"   s   

r'   c                  C   r   r   )r
   noisy_img_3dr   r   test_img_3dr   )Zdenoised_img_3dr   r   r   r   r   test_invariant_denoise_3d0   r   r*   c                  C   sf   dt dddd i} ttt| dd\}\}}dd	 |D }d
d	 |D }tt |t |k d S )Nsigmar         r   T)denoise_parametersZextra_outputc                 S   s   g | ]	}t tt|d qS )r"   )r
   r   r   ).0r#   r   r   r   
<listcomp>C   s    z8test_calibrate_denoiser_extra_output.<locals>.<listcomp>c                 S   s   g | ]}t |tqS r   )r   r   )r/   Zimgr   r   r   r0   H   s    )nplinspacer   r   r   r   Zargmin)parameter_ranges_Zparameters_testedZlossesZall_denoisedZground_truth_lossesr   r   r   $test_calibrate_denoiser_extra_output9   s   r5   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.   )r1   r2   r   r   r   r   r   r   )r3   Zdenoiserr   r   r   r   r   test_calibrate_denoiserL   s   
r7   c                  C   s@   t  } dtjdd i}t| t|d ttt | k d S )Nr+   r-   r   r6   )r   copyr1   randomr   r   r   all)Zinput_imager3   r   r   r   test_input_image_not_modifiedY   s   r;   ),	functoolsnumpyr1   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   Z&skimage.restoration.tests.test_denoiser   r   r&   r)   r   r$   r(   partialr   r   markZparametrizeZfloat16Zfloat32Zfloat64r'   r*   r5   r7   r;   r   r   r   r   <module>   s@    





