o
    jJ                     @   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 d dl	m
Z
mZmZmZmZ d dlmZmZmZ d dlmZ d dlmZmZmZmZmZmZmZmZmZmZm Z m!Z! d dl"m#Z# e$g dg dg d	g d	g d
g dg dg dg dg dg
Z%e%& Z'de'dddf< e'& (ej)d Z*e*dej+f g d Z,ej-dej.dZ/de/ddddf< e/& d Z0ej1dej2dZ3de3ddddddf< de3d< e3& Z4dd d!Z5dd#d$Z6dd%d&Z7d'd( Z8d)d* Z9d+d, Z:d-d. Z;d/d0 Z<d1d2 Z=d3d4 Z>d5d6 Z?ej@Ad7e%dfe%dfe%dfe%d8fe3dfe3dfe3d9fgd:d; ZBd<d= ZCd>d? ZDd@dA ZEdBdC ZFdDdE ZGdFdG ZHdHdI ZIdJdK ZJej@AdLg dMg dNg dOgdPdQ ZKej@AdLdRdSgdTdU ZLej@AdLejMejNejN gdVdW ZOej@AdLdgddggd"fdXdY ZPej@AdLdZd[gddgddggd\d] ZQej@AdLd^gg d_gd`da ZRdbdc ZSddde ZTdfdg ZUdhdi ZVej@AdLg djdkdl ZWej@AdLg dmdndo ZXdpdq ZYdrds ZZdtdu Z[dvdw Z\dxdy Z]dzd{ Z^d|d} Z_d~d Z`dd Zadd Zbdd Zcdd Zddd Zedd Zfdd Zgdd Zhdd Zidd Zjdd Zkdd Zldd Zmdd Zndd Zodd Zpdd Zqdd Zrdd Zsdd Ztdd Zudd Zvdd Zwdd Zxdd Zydd Zzdd Z{dd Z|dd Z}dd Z~dd Zdd Zdd ZddÄ Zddń ZddǄ ZddɄ Zdd˄ Zdd̈́ Zddτ Zddф Zddӄ ZddՄ Zddׄ Zddل Zddۄ Zdd݄ Zdd߄ Zdd Zdd Zdd Zdd Zdd Zej@Adedd Zdd Zdd Zdd Zdd Zdd Zdd Zdd ZdS )    N)assert_allcloseassert_almost_equalassert_array_almost_equalassert_array_equalassert_equal)datadraw	transform)testing)
COL_DTYPESOBJECT_COLUMNSPROPS#_inertia_eigvals_to_axes_lengths_3D_parse_docs_props_to_dict_require_intensity_imageeuler_number	perimeterperimeter_croftonregionpropsregionprops_table)slic)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   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   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   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   r   )r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r      r   	      g      $@.r   r      
   dtyper                   @   r&   r&   )r   r   r   r   r   c                    sZ   j \}}tjtjd||d  |ddtjd||d  |dddd\  fddS )	Nr   FZendpointr   ijZindexingc                    s   t |   |   S NnpsumpqXYimg g/var/www/html/Deteccion_Ine/venv/lib/python3.10/site-packages/skimage/measure/tests/test_regionprops.py<lambda>J       z%get_moment_function.<locals>.<lambda>shaper-   meshgridlinspace)r5   spacingrowscolsr6   r2   r7   get_moment_functionC   s   

rA   r   r   r   c              	      sx   j \}}}tjtjd||d  |ddtjd||d  |ddtjd||d  |dddd\  fdd	S )
Nr   Fr(   r   r   r)   r*   c                    s"   t |  |   |   S r+   r,   )r0   r1   rr3   r4   Zr5   r6   r7   r8   U      " z'get_moment3D_function.<locals>.<lambda>r:   )r5   r>   Zslicesr?   r@   r6   rD   r7   get_moment3D_functionM   s   rG   c                    s   j \}}tjtjd||d  |ddtjd||d  |dddd\ t|d}|dd|dd |dd|dd  fdd	S )
Nr   Fr(   r   r)   r*   r>   c                    s"   t  |    |   S r+   r,   r/   r3   r4   cXcYr5   r6   r7   r8   d   rF   z-get_central_moment_function.<locals>.<lambda>)r;   r-   r<   r=   rA   )r5   r>   r?   r@   Mpqr6   rI   r7   get_central_moment_functionX   s   

rM   c               	   C   sp   t ttd } tD ],}z!t| | t| t|  | |kr+tt| |t| t|  W q	 ty5   Y q	w d S Nr   )r   SAMPLEINTENSITY_SAMPLEr   r   getattrlower	TypeErrorregionpropr6   r6   r7   test_all_propsg   s   rW   c               
   C   st   t ttd } tD ].}z!t| | t| t|  | |kr+tt| |t| t|  W q	 ttfy7   Y q	w d S rN   )	r   	SAMPLE_3DINTENSITY_SAMPLE_3Dr   r   rQ   rR   NotImplementedErrorrS   rT   r6   r6   r7   test_all_props_3dx   s   r[   c                  C   s<   t td j} | dksJ t tddd j} | dksJ d S )Nr   H   r   r   rH   )r   rO   
num_pixels)r^   r6   r6   r7   test_num_pixels   s   r_   c                   C   s   t tjdtd t tjdtjd tt t tjdtd W d    n1 s,w   Y  tt t tjdtj	d W d    n1 sKw   Y  tt t tjdt
d W d    d S 1 sjw   Y  d S )Nr   r   r   )r   r-   zerosintZuintpytestraisesrS   floatfloat64boolr6   r6   r6   r7   
test_dtype   s   "rh   c                   C   s   t tjdtd t tjdtd t tjdtd t tjdtd t tjdtd tt t tjdtd W d    d S 1 sGw   Y  d S )Nr`   r   )r   r   r   )r   r   r   r'   rB   )r   r   r   r   )r   r-   ra   rb   rc   rd   rS   r6   r6   r6   r7   	test_ndim   s   "ri   c                  C   s   d} t td j}t||  dk sJ d}t tddgdd j}t|| dk s,J tjdtjd}d|d	d
d	d
f< t |d j}t|dtd	  dk sUJ t|td dk scJ d S )N   r   r   r   皙?rH      rm   r   r      i  ư>r   rO   feret_diameter_maxr-   absra   uint8sqrt)comparator_resulttest_resultZcomparator_result_spacingZtest_result_spacingr5   rr   r6   r6   r7   test_feret_diameter_max   s     rx   c               
   C   s   d} t td j}t||  dk sJ d}tjdtjd}d|ddddf< t ||d	d j}t|t|d d
 |d |d k d |d d
 |d |d k  d   dk s]J d S )Nrj   r   r   r]   rl   r   r   rn   rH   ro   rp   rq   )rv   rw   r>   r5   rr   r6   r6   r7   test_feret_diameter_max_spacing   s$   ry   c                  C   sP  t jdt jd} d| ddddf< t | fd }t|d j}t |t d d	k s/J d
}t||dd j}t |t |d d d |d d d  |d d d   d	k s^J t |t |d d d |d d d  |d d d   d	ksJ t |t |d d d |d d d  |d d d   d	ksJ d S )Nrl   r   r   r   rn   r   r   i  rp   r   rH      ro   )r-   ra   rt   Zdstackr   rr   rs   ru   )r5   Zimg_3drr   r>   r6   r6   r7   test_feret_diameter_max_3d   s`   r{   zsample,spacingr   r   )r   r   r   c                 C   s>   t | |dd j}t| |rt|nd }||ksJ d S )NrH   r   r   )r   arear-   r.   prod)sampler>   r}   Zdesiredr6   r6   r7   	test_area   s   r   c                  C   s  t td j} t| ddtjd tjd f t tddd j} t| ddtjd tjd f t }d|d d df< t |d j} t| ddtjd tjd d f t |ddd j} t| ddtjd tjd d f t td j} t| d t tddd j} t| d d S )	Nr   r   r|   rH   r   r   )r   r   r      r   r   )      ?r   r"   )r   rO   bboxr   r;   copyrX   )r   
SAMPLE_modr6   r6   r7   	test_bbox  s   ""
r   c                  C   s.   t jtddd} t| d j}t|tj d S )Nr!   constantmoder   )r-   padrO   r   	area_bboxr   size)padded	bbox_arear6   r6   r7   test_area_bbox$  s   r   c                  C   s@   d} t jtddd}t|| dd j}t|tjt |   d S )N)r   r   r!   r   r   rH   r   )r-   r   rO   r   r   r   r   r~   )r>   r   r   r6   r6   r7   test_area_bbox_spacing*  s   r   c                  C   s  t td j} t| d d t| d d t| d d t| d d	 t| d
 d t| d d t| d d ttdd}t|dd| d  t|dd| d  t|dd| d  t|dd| d  t|dd| d
  t|dd| d  t|dd| d  d S )Nr   r   r   g    @{@r   r   g
r'   g@UUUUUr]   g@8_r   r   gpq@r|   gKh/A@r   r   ga2rH   r   r   r   )r   rO   moments_centralr   rM   )mu
centralMpqr6   r6   r7   test_moments_central1  s    r   c                  C   s   d} t t| d}tt| dd j}t|d |dd t|d |dd t|d |d	d	 t|d
 |dd	 t|d |dd t|d |d	d t|d |dd d S )Ng?g?rH   r   r   r   r   r   r'   r   r]   r   r|   r   )rM   rO   r   r   r   )r>   r   r   r6   r6   r7   test_moments_central_spacingH  s   r   c                  C   s^   t td j} t| d ttdd}|dd|dd }|dd|dd }t||f|  d S )Nr   )g@g98"@r'   rH   r   )r   rO   centroidr   rA   )r   rL   rK   rJ   r6   r6   r7   test_centroidW  s   
r   c                  C   s\   d} t t| d}|dd|dd }|dd|dd }tt| dd j}t|||f d S )Nr   rH   r   r   )rA   rO   r   r   r   r>   rL   rK   rJ   r   r6   r6   r7   test_centroid_spacingd  s   r   c                  C   s   t td j} t| d ttdd}|ddd|ddd }|ddd|ddd }|ddd|ddd }t|||f|  d S )Nr   )gI?:?r   rB   rH   r   )r   rX   r   r   rG   )r   MpqrcZrK   rJ   r6   r6   r7   test_centroid_3do  s   
r   r>   ) @皙@ffffff@)r$   r$   r$   )r   r   r   c                 C   sz   t t| d}|ddd|ddd }|ddd|ddd }|ddd|ddd }tt| dd j}t||||f dS )!Test the _normalize_spacing code.rH   r   r   N)rG   rX   r   r   r   )r>   r   r   rK   rJ   r   r6   r6   r7   test_spacing_parameter_3d}  s   r   )r   y              ?y      ?        c                 C   sF   t jtdd tt| dd j W d   dS 1 sw   Y  dS )r   z3Element of spacing isn't float or integer type, gotmatchrH   r   N)rc   rd   rS   r   rO   r   rH   r6   r6   r7   $test_spacing_parameter_complex_input  s
   "r   c                 C   sB   t t tt| dd j W d   dS 1 sw   Y  dS )r   rH   r   Nrc   rd   
ValueErrorr   rO   r   rH   r6   r6   r7   test_spacing_parameter_nan_inf  s   "r   c                 C   sF   t jtdd tt| dd j W d    d S 1 sw   Y  d S )Nz%spacing isn't a scalar nor a sequencer   rH   r   r   rH   r6   r6   r7   test_spacing_mismtaching_shape  s   "r   r   r   c                 C   sZ   t t| d}|dd|dd }|dd|dd }ttt| dd j}t|||f dS )r   rH   r   r   intensity_imager>   N)rA   rP   r   rO   centroid_weightedr   r   r6   r6   r7   test_spacing_parameter_2d  s   r   	bad input)r   r   r   c                 C   sD   t t ttt| dd j W d   dS 1 sw   Y  dS )r   r   r   N)rc   rd   r   r   rO   rP   r   rH   r6   r6   r7   #test_spacing_parameter_2d_bad_input  s   "r   c                  C   s   t td j} | dksJ d S )Nr   }   )r   rO   area_convexr}   r6   r6   r7   test_area_convex  s   r   c                  C   s0   d} t t| dd j}|dt|  ksJ d S )Nr   r   rH   r   r   )r   rO   r   r-   r~   )r>   r}   r6   r6   r7   test_area_convex_spacing  s   r   c                  C   sb   t td j} tg dg dg dg dg dg dg dg d	g d	g d
g
}t| | 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   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   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   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   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   r   r   r   r   r   r   r   r   r   r   r   r   )r   rO   Zimage_convexr-   arrayr   )r5   refr6   r6   r7   test_image_convex  s   r   c                  C   s   t jdt jd} t ddgddgddgg}d| |d d df |d d df f< t| d j}t|| t| dd	d j}t|| d S )
Nr`   r   r   r   r   r   r   )r   333333?rH   )r-   ra   int8r   r   coordsr   )r   r   prop_coordsr6   r6   r7   test_coordinates  s   $
r   )Nr   r   r'   )r   r   c                 C   s   t jdt jd}t ddgddgddgg}d||d d df |d d df f< t|| dd j}| d u r8|}n|t |  }t|| d S )	Nr`   r   r   r   r   r   r   rH   r-   ra   r   r   r   Zcoords_scaledr   r>   r   r   r   Zdesired_coordsr6   r6   r7   test_coordinates_scaled  s   $r   )Nr   r   )皙?r   r   c                 C   s   t jdt jd}t g dg dg dg}d||d d df |d d df |d d df f< t|| d	d j}| d u r?|}n|t |  }t|| d S )
Nr%   r   rB   )r   r   r   )r   r   r   r   r   r   rH   r   r   r6   r6   r7   test_coordinates_scaled_3d  s   2r   c                  C   sR   t jtddd} tj\}}t| d j}tdd| tdd| f}t|| d S )N)r   r   )r!   r   r   r   r   r   r!   r-   r   rO   r;   r   slicer   )r   nrowncolresultexpectedr6   r6   r7   
test_slice
  s
   
r   c                  C   sh   t jtddd} tj\}}t| d j}tdd| tdd| f}d}t| |dd j}t|| d S )	Nr   r   r   r   r   r!   )r   r   rH   r   )r   r   r   r   r   r>   r6   r6   r7   test_slice_spacing  s   
r   c                  C   s   t td j} t| d t tddd j} t| d tjdtd}d|d< t |d j} t| d t |d	dd j} t| d d S )
Nr   gPq~q?      ?r   rH   )r!   r!   r   r   r   r   r   r   )r   rO   Zeccentricityr   r-   ra   rb   )epsr5   r6   r6   r7   test_eccentricity  s   


r   c                  C   s\   t td j} t| d d}t t|dd j} tj| d d  }t|t t|  d S )Nr   g3&#@r   r   rH   r$   r   )r   rO   Zequivalent_diameter_arear   r-   pir.   r~   )Zdiameterr>   Zequivalent_arear6   r6   r7   test_equivalent_diameter_area,  s   
r   c                  C   s  dD ]>} t t| dd j}|dksJ t }d|d< t || dd j}|dks*J ttd}|dks5J t|d}|dks@J qttd}|dksLJ ttd}|dksWJ td	}d|d
dd
dd
df< t|d}|dkstJ d|ddddddf< t|d}|dksJ d S )N)r'   )r   g?rH   r   r"   r   r   r   r   )d   r   r   (   <   -   7   )r   rO   r   r   rX   r-   ra   )r>   enr   ZSAMPLE_3D_2r6   r6   r7   test_euler_number7  s,   






r   c                  C   s8   t td j} t| d t tddd j} t| d d S )Nr   皙?)r!   r   rH   )r   rO   extentr   )r   r6   r6   r7   test_extentX     
r   c                  C   sh   t td j} tg d}t| | tt t tddd j W d    d S 1 s-w   Y  d S )Nr   )g?z~?gu/,?g'?gHU-T?g^L>gw-g?b1۾r]   rH   )	r   rO   Z
moments_hur-   r   r   r
   rd   rZ   )hur   r6   r6   r7   test_moments_hu_  s   
"r   c                  C   sJ   t td j} t| t t td j} t| tddddddf  d S )Nr   r   r   r   )r   rO   imager   rX   r5   r6   r6   r7   
test_images  s   
$r   c                  C   s4   t td j} t| d t td j} t| d d S )Nr   r   )r   rO   labelr   rX   r   r6   r6   r7   
test_label{  s   
r   c                  C   s$   t td j} | ttksJ d S rN   )r   rO   area_filledr-   r.   r   r6   r6   r7   test_area_filled  s   r   c                  C   s4   t  } d| d< t| d j}|tt ksJ d S )Nr   r   )rO   r   r   r   r-   r.   )r   r}   r6   r6   r7   test_area_filled_zero  s   r   c                  C   st   t  } d| d< d}tt |dd j}|tt t| ks!J t| |dd j}|tt t| ks8J d S )Nr   r   )r   r   rH   )rO   r   r   r   r-   r.   r~   )r   r>   r}   r6   r6   r7   test_area_filled_spacing  s    r   c                  C   s8   t td j} t| t t tddd j} t| t d S )Nr   r   rH   )r   rO   image_filledr   r   r6   r6   r7   test_image_filled  r   r   c                  C   s   t td j} d}t| | t tddd j} t| d|  ddlm} tjdtjd}|d	d	d
dt	dd\}}d|||f< t |ddd j}t |d d d ddd j
}t|| dksaJ t |d d d d df ddd j} t| |dd d S )Nr   g8D0@r   rH   r   ellipse)rm      r   r   r"   r   r   rotationr   r'   rk   r|   decimal)r   rO   axis_major_lengthr   skimage.drawr   r-   ra   rt   deg2radaxis_minor_lengthrs   lengthZtarget_lengthr   r5   ZrrccZlength_wo_spacingr6   r6   r7   test_axis_major_length  s   
$r  c                  C       t ttdd j} t| d d S )Nr   r   r   )r   rO   rP   Zintensity_maxr   Z	intensityr6   r6   r7   test_intensity_max     r	  c                  C   r  )Nr  r   gqq?)r   rO   rP   Zintensity_meanr   r  r6   r6   r7   test_intensity_mean  r
  r  c                  C   r  )Nr  r   r   )r   rO   rP   Zintensity_minr   r  r6   r6   r7   test_intensity_min  r
  r  c                  C   r  )Nr  r   g|f?)r   rO   rP   Zintensity_stdr   r  r6   r6   r7   test_intensity_std  r
  r  c                  C   s   t td j} d}t| | t tddd j} t| d|  ddlm} tjdtjd}|d	d
dd	t	dd\}}d|||f< t |ddd j}t |d d d ddd j}t
|| dksaJ t |d d d ddd j} t| |dd d S )Nr   g7z#@r   rH   r   r   )r      r   r!   r&   r      r   r   r'   r   rk   r]   r   )r   rO   r  r   r   r   r-   ra   rt   r   rs   r  r6   r6   r7   test_axis_minor_length  s   
r  c                  C   sr  t td j} t| d d t| d d t| d d t| d d	 t| d
 d t| d d t| d d t| d d t| d d t| d d ttdd}t|dd| d  t|dd| d  t|dd| d  t|dd| d  t|dd| d
  t|dd| d  t|dd| d  t|dd| d  t|dd| d  t|dd| d  d S )Nr   r   r   g      R@r   r   g     @@r   g     @r   g    @V@r   r   g     y@r'   g     l@r|   g    @m@r   g     x@r]   g     A@r   g     P@rH   r   r   r   )r   rO   momentsr   rA   )mrL   r6   r6   r7   test_moments  s,   r  c                  C   s   d} t t| dd j}tt| d}t|d |dd t|d |dd t|d |dd t|d	 |dd
 t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |d
d d S )N)r   333333?rH   r   r  r  r   r   r   r   r   r  r'   r|   r   r]   r   )r   rO   r  rA   r   )r>   r  rL   r6   r6   r7   test_moments_spacing   s   r  c                  C   sf   t td j} t| d d t| d d t| d d t| d d	 t| d
 d t| d d d S )Nr   r   e/
?r   cZr'   ,lC@r|   ^ ^H?r   /O懵?r]   ⪹Rgr   rO   Zmoments_normalizedr   )nur6   r6   r7   test_moments_normalized  s   r!  c                  C   sn   d} t t| dd j}t|d d t|d d t|d d	 t|d
 d t|d d t|d d d S )Nr   rH   r   r   r  r   r  r'   r  r|   r  r   r  r]   r  r  )r>   r   r6   r6   r7   test_moments_normalized_spacing  s   r"  c                  C   s  t td j} d}t| | t tddd j} t| | tjdtd}t |d j}t|tjd  t |ddd j}t|t	d	t
d
  t t|d j}t|tj d  t t|ddd j}t|t	d	t
d
   t t|d j}t|tj d  t t|ddd j}t|t	d	t
d
   t tt|d j}t|tjd  t tt|ddd j}t|t	d	t
d
  d S )Nr   g/9vr   rH   r   r   r   r|   r   g      ?)r   rO   orientationr   r-   eyerb   mathr   Zarccosru   ZflipudZfliplr)ZorientZtarget_orientZdiagZorient_diagr6   r6   r7   test_orientation*  s,   

r&  c            	      C   s6  t g dg dg dg dg} t g dg dg dg dg}t g d	g d
g dg dg}t | ||f}t|}dd |D }t jj||d ddd t|d d t|d d t|d d d}ttt|dd j	}t
t|d}t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d  |dd t|d! |dd t|d" |dd t|d# |dd t|d$ |dd t|d% |dd t|d& |dd t|d' |dd t|d( |dd t|d) |dd t|d* |dd d S )+N)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   r   )r   r   r   r   )r   r   r   r   )r   r   r   r   )r   r   r   r   c                 S   s   g | ]}|j qS r6   )r#  ).0rV   r6   r6   r7   
<listcomp>P  s    z/test_orientation_continuity.<locals>.<listcomp>r   r   g{Gz?ZrtolZatolge{g-DT!r   g4,1g뿩g	@r   r   rH   r  r  r   r   r   r  r'   r|   r   r   r]   r   r   r   r   r   r   r   r   )r-   r   Zhstackr   r
   r   r   rO   rP   moments_weighted_centralrM   )	Zarr1Zarr2Zarr3r   propsZorientationsr>   wmur   r6   r6   r7   test_orientation_continuityG  sB   """r0  c                  C   s   t td j} d}t| | t tddd j} t| d|  ttddd} t| d	 tt t td
dd j} W d    d S 1 sFw   Y  d S )Nr   g֟K@r   rH   r   doubler#   )ZneighborhoodgXg	jG@r]   )r   rO   r   r   astyper
   rd   rZ   )perZ
target_perr6   r6   r7   test_perimetern     

"r4  c                  C   s   t td j} d}t| | t tddd j} t| d|  ttddd} t| d tt t td	dd j} W d    d S 1 sFw   Y  d S )
Nr   gχ?N@r   rH   r   r1  )Z
directionsgP@r]   )r   rO   r   r   r2  r
   rd   rZ   )r3  Ztarget_per_crofr6   r6   r7   test_perimeter_crofton|  r5  r6  c                  C   s<   t td j} d}t| | t tddd j} t| | d S )Nr   g;On?)r   r   rH   )r   rO   solidityr   )r7  Ztarget_solidityr6   r6   r7   test_solidity  s
   
r8  c                  C   s   t } tt| d dd }tt| dddf dd }tt| dd }tj|jt|j tj|jt|jdddf  t	|jtj
fksLJ t	|jtj
dfksYJ t	|jtj
| j	d fksiJ tt| dd	}t|t|jks|J dS )
zBTest for https://github.com/scikit-image/scikit-image/issues/6860.).r   r  r   .r   Nr   )r   )r   
properties)#INTENSITY_FLOAT_SAMPLE_MULTICHANNELr   rO   r-   r
   r   r   Zsqueezer   r;   ndimr   lenr   )r   Zrp0Zrp1Zrpmtabler6   r6   r7   )test_multichannel_centroid_weighted_table  s"    r>  c                  C     t ttdd j} tg dg dg dg dg}t| | ttdd}t|dd|d	  t|dd
|d  t|dd|d  t|dd|d  t|d
d|d  t|d
d
|d  t|d
d|d  t|d
d|d  t|dd|d  t|dd
|d  t|dd|d  t|dd|d  t|dd|d  t|dd
|d  t|dd|d  t|dd|d  d S )Nr  r   )     R@g($=gp8"@g)g0   Ngc"UgiC*Nڠ@g]}ᘎ)g|}@g(kbgz*@gqo)g}gF%uݓg~2	@g"0V0r'   rH   r  r   r  r   r   r   r   r  r|   r   r   r]   r   r+  r   r,  r   r   )	r   rO   rP   r-  r-   r   r   rM   r   )r/  r   r   r6   r6   r7   test_moments_weighted_central  s<   

	rA  c               	   C   s  t g dg dg dg dg dg dg} d}tttdd j}d}t|| ttdd}|dd	|dd }|d	d|dd }t||f| d
}tt|d}|dd	|dd }|d	d|dd }ttt|dd j}t|||f t|dt |  t| | |dd j}t|dt |  d}tt|d}|dd	|dd }|d	d|dd }ttt|dd j}t|||f t| | |dd j}t||t |  d S )N)r   r   r   r   r   r   )r   r   r   r   r   r   )      @rB  r  r   )g8 u)@g1<S"@r'   rH   r   r   r   r   )g?gffffff?)	r-   r   r   rO   rP   r   r   rA   r   )Zsample_for_spacingZtarget_centroid_wspacingr   Ztarget_centroidrL   rK   rJ   r>   r6   r6   r7   test_centroid_weighted  st   


rC  c                  C   sl   t ttdd j} tg d}t| | tt	 t tddd j W d    d S 1 s/w   Y  d S )Nr  r   )ga'R?gg	?y?g"
-?g!mT?gODګ>gpcgʝ~ܾr]   rH   )
r   rO   rP   Zmoments_weighted_hur-   r   r   r
   rd   rZ   )Zwhur   r6   r6   r7   test_moments_weighted_hu  s   
"rD  c                  C   r?  )Nr  r   r@  g     ؅@g     @g    P@g     y@g     @g    @g    .y!Ag     |@g    E@g    Ag   MAg    P@g    \Ag    ?Ag   p1zAr'   rH   r  r   r  r   r   r   r   r  r|   r   r   r]   r   r+  r   r,  r   r   	r   rO   rP   Zmoments_weightedr-   r   r   rA   r   )wmr   rL   r6   r6   r7   test_moments_weighted  s4   
rK  c                  C   s  t ttdd j} tg dg dg dg dg}t| | d}t tt|dd j}tt|d	}t|d
 |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dd t|d |dddd d S )Nr  r   rE  rF  rG  rH  r*  r   rH   r  r  r   r   r   r   r   r  r'   r|   r   r   r]   r   r+  r   r,  r   r   r&   r   rI  )rJ  r   r>   r/  rL   r6   r6   r7   test_moments_weighted_spacing5  s@   
rL  c                  C   sP   t ttdd j} ttjtjddgtjdddgg dg d	g}t| | d S )
Nr  r   !%su?Smvlc6r?,>AkS*]?NCyicd?\}$bg7"h ;i\q?A׸R)r   rO   rP   moments_weighted_normalizedr-   r   nanr   )wnur   r6   r6   r7    test_moments_weighted_normalizedY  s   
r_  c                  C   s  d} t tt| dd j}ttjtjddgtjdddgg d	g d
g t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d t|d d d S )Nr   r   r   rM  rN  rO  rP  rQ  rR  rW  r   r   r'   r|   r   r   rS  r]   rT  r   rU  r+  rV  r   rX  r,  rY  r   rZ  r[  )r   rO   rP   r\  r-   r   r]  r   )r>   r^  r6   r6   r7   (test_moments_weighted_normalized_spacingh  s4   
r`  c                  C   s@   t td } tddg}t t|dd }t| j|j|  d S )Nr   i   i   )offset)r   rO   r-   r   r   r   )r.  ra  Zprops_offsetr6   r6   r7   test_offset_features  s   rb  c                  C   sP   t jdtd} d| d d d d f< t| }t|dksJ |d jdks&J d S )Nr   r   r   r   r   )r-   emptyrb   r   r<  r   apsr6   r6   r7   test_label_sequence  s
   rg  c                  C   s*   t jdtd} t| }t|dksJ d S )Nr   r   r   )r-   ra   rb   r   r<  rd  r6   r6   r7   test_pure_background  s   rh  c                     sJ   t t  fdd} tt |   W d    d S 1 sw   Y  d S )Nc                      s    d j  d S rN   )image_intensityr6   rf  r6   r7   get_intensity_image     z)test_invalid.<locals>.get_intensity_image)r   rO   rc   rd   AttributeError)rk  r6   rj  r7   test_invalid  s
   "rn  c                  C   sL   t dgdgg} tt tt|  W d    d S 1 sw   Y  d S Nr   )r-   r   rc   rd   r   r   rO   )Zwrong_intensity_sampler6   r6   r7   test_invalid_size  s   "rp  c                  C   s   t jdtd} d| ddddf< d| ddddf< t| }|d }t| }|d }|d }t||kd	d
 t||kd	d d S )N)r   r   r   r   r      r   2   c   TzSame regionprops are not equalzDifferent regionprops are equal)r-   ra   rb   r   r   )Zarrregionsr1r2Zr3r6   r6   r7   test_equals  s   rw  c                     sX   t td   fdd D } t ttdd   fdd D }t| t|k s*J d S )Nr   c                       i | ]}| | qS r6   r6   r'  r0   rU   r6   r7   
<dictcomp>      z*test_iterate_all_props.<locals>.<dictcomp>r  c                    rx  r6   r6   ry  rz  r6   r7   r{    r|  )r   rO   rP   r<  )p0p1r6   rz  r7   test_iterate_all_props  s
   r  c                  C   sZ   t  } t| d }|j}d|jd d< |j}t|| d|_|j}t||ks+J d S )Nr   r   r   F)	rO   r   r   r   Z_label_imager   Z_cache_activer-   any)r   rU   Zf0f1r6   r6   r7   
test_cache  s   
r  c                  C   s2   t  } t| ddd }|j}|jt ksJ d S )NF)cacher   )rO   r   r   r   _cachedict)r   rU   _r6   r6   r7   test_disabled_cache_is_empty  s   r  c                  C   s   dd } t | j}ttd }t }dd t|D }t|}t|}|rAt|| |d }d|vs4J t|dd	ks?J d S t|d d S )
Nc                   S      dS )fooNr6   r6   r6   r6   r7   r    s    z&test_docstrings_and_props.<locals>.foor   c                 S   s   g | ]	}| d s|qS )r  
startswith)r'  r  r6   r6   r7   r(    r9   z-test_docstrings_and_props.<locals>.<listcomp>r\  	iteration
r   )	rg   __doc__r   rO   r   dirr<  r   split)r  Zhas_docstringsrU   docsr.  Znr_docs_parsedZnr_propsZdsr6   r6   r7   test_docstrings_and_props  s   

r  c               	   C   s   t t} t| }|tdgtdgtdgtdgtdgdks(J t t} t| ddd}|tdgtd	gtdgtdgtdgtdgd
ksXJ d S Nr   r   r   rj   )r   zbbox-0zbbox-1zbbox-2zbbox-3r   r}   r   +r9  	separatorr\   )r   r}   bbox+0bbox+1bbox+2bbox+3)r   rO   r   r-   r   )rt  outr6   r6   r7   test_props_to_dict  s&   










r  c               	   C   s   t t} | tdgtdgtdgtdgtdgdks$J t tddd} | tdgtd	gtdgtdgtdgtdgd
ksPJ d S r  )r   rO   r-   r   r  r6   r6   r7   test_regionprops_table  s"   










r  c                  C   s,   t tdd} |  D ]	}|dsJ q
d S )N)local_centroidr9  r  )r   rO   keysr  )r  keyr6   r6   r7   1test_regionprops_table_deprecated_vector_property$  s   r  c                  C   s&   t tdd} t|  dgksJ d S )N)r   r  r   )r   rO   listr  r  r6   r6   r7   1test_regionprops_table_deprecated_scalar_property+  s   r  c               	   C   s   t tt} tttt d}t D ]a\}}t| D ]X\}}|| }t	|s0|t
v s0|tju r:t||| |  qt|tjrC|jnt|f}t|D ]$}dtt|f| }	t|dkrb|n|d }
t||
 ||	 |  qMqqd S )Nr  -r   r   )r   rO   INTENSITY_FLOAT_SAMPLEr   r   r  items	enumerater-   Zisscalarr   object_r   
isinstanceZndarrayr;   r<  Zndindexjoinmapstrr   )rt  Z	out_tablerV   r    iregrpr;   indZmodified_proplocr6   r6   r7   (test_regionprops_table_equal_to_original0  s"   

r  c                  C   s   t tjdtdddd} t| dksJ t| d dksJ t| d	 dks(J t| d
 dks2J t| d dks<J t| d dksFJ t| d dksPJ d S )Nr   r   r  r  r  r&   r   r   r}   r  r  r  r  )r   r-   ra   rb   r<  r  r6   r6   r7   !test_regionprops_table_no_regionsC  s   r  c               
   C   s   d} t ttdd }tD ]j}|| }|tv rt| tksJ qtt|d }t	|tj
rGt| tksFJ | d| d|  dt|  qt	|tjrft| tkseJ | d| d|  dt|  qJ | d| d|  dt|  d S )Nzmismatch with expected type,r  r   z dtype  )r   rO   rP   r   r   objecttyper-   ZravelZ
issubdtypeZfloatingre   integerrb   )msgrU   colrC   tr6   r6   r7   test_column_dtypes_correctP  s   00"r  c                     s\   t d} | t}|d }tdd |}d  fdd|D }tt }||ks,J d S )Nznumpydoc.docscrapeZNotesc                 S   s
   |  dS )Nz**r  )liner6   r6   r7   r8   h  s   
 z9test_all_documented_items_in_col_dtypes.<locals>.<lambda>z$\*\*(?P<property_name>[a-z_]+)\*\*.*c                    s   h | ]}t  |d qS )Zproperty_name)researchgroup)r'  Zproperty_linepatternr6   r7   	<setcomp>j  s    z:test_all_documented_items_in_col_dtypes.<locals>.<setcomp>)rc   ZimportorskipZFunctionDocr   filtersetr   r  )Znumpydoc_docscrape	docstringZnotes_linesZproperty_linesZproperty_namesZcolumn_keysr6   r  r7   'test_all_documented_items_in_col_dtypesd  s   


r  c                 C   s
   t | S )z"a short test for an extra propertyr,   
regionmaskr6   r6   r7   
pixelcountr  s   
r  c                 C   s   t ||  S r+   )r-   median)r  ri  r6   r6   r7   intensity_medianw  rl  r  c                 C   s   dg| j d  S )z=Extra property whose output shape is dependent on mask shape.r   )r;   r  r6   r6   r7   	bbox_list{  s   r  c                 C   r  ro  r6   )r  ri  Zsuperfluousr6   r6   r7   too_many_args     r  c                   C   r  ro  r6   r6   r6   r6   r7   too_few_args  r  r  c                  C   s.   t ttfdd } | jttdkksJ d S )Nextra_propertiesr   r   )r   rO   r  r-   r.   rz  r6   r6   r7   test_extra_properties  s   r  c                  C   s4   t tttfdd } | jtttdk ksJ d S N)r   r  r   r   )r   rO   rP   r  r-   r  rz  r6   r6   r7   test_extra_properties_intensity  s    r  intensity_propc                 C   sb   t td }tt}t||  W d    n1 sw   Y  d|  d}|t|jks/J d S )Nr   zAttribute 'z<' unavailable when `intensity_image` has not been specified.)r   rO   rc   rd   rm  rQ   r  value)r  rU   eZexpected_errorr6   r6   r7   test_intensity_image_required  s   
r  c                  C   sH   t t tttfdd } | j}W d    d S 1 sw   Y  d S Nr  r   )rc   rd   rm  r   rO   r  rU   r  r6   r6   r7   +test_extra_properties_no_intensity_provided  s   "r  c                  C   s   t t tttfdd } | j}W d    n1 sw   Y  t t tttfdd } | j}W d    d S 1 s>w   Y  d S r  )rc   rd   rm  r   rO   r  r  r  r6   r6   r7   test_extra_properties_nr_args  s   "r  c                  C   sN   t ttttfdd } | jtttdk ksJ | jttdkks%J d S r  )r   rO   rP   r  r  r-   r  r.   rz  r6   r6   r7   test_extra_properties_mixed  s   r  c                  C   s   t ttdtttfd} t| d tddg t	| d tddg | d	 j
tjks-J | d	 d
 dgd ks:J | d	 d dgd ksGJ d S )Nr   )r   r9  r  r  r$   rB  r  r   r   r  r   r   )r   SAMPLE_MULTIPLEINTENSITY_SAMPLE_MULTIPLEr  r  r  r   r-   r   r   r    r  r  r6   r6   r7   test_extra_properties_table  s   r  c            	      C   s   t  ddddddf } | d }t| tdd}t|d }t||tgd| }t|| tgd| }t	t
 dg D ]'}|| }|| }t|t|krYt|| q?t|t|d d	d	d
 q?dS )z2Test that computing multichannel properties works.Nr   ).r   r   )Zstart_labelr   r  r  g-q=r)  )r   Z	astronautr   r2  re   r-   maxr   r  r  r   r  r;   r   r   Zasarray)	ZastroZastro_greenlabelsZsegment_idxrU   Zregion_multirV   r0   Zp_multir6   r6   r7   test_multichannel  s"   r  c            	      C   s   d} t j|  t}tj|g ddd}tjg ddd}t	||j
}t|d }|j}t|}td	d
 | D dd}t||D ]\}}t|| d| k sQJ qAt|j|d  dk s_J t|j|d  dk slJ dS )zuVerify that estimated axis lengths are correct.

    Uses an ellipsoid at an arbitrary position and orientation.
    )rm   r   rr  ))r  rj   )r  r  )r   rm   r   )Z	pad_widthr   )r   r  r   r   )r   Zdimensionalityr   c                 S   s   g | ]}d | qS )r   r6   )r'  hr6   r6   r7   r(    s    z2test_3d_ellipsoid_axis_lengths.<locals>.<listcomp>T)reverseg{Gz?gHz>r   N)r   Z	ellipsoidr2  rb   r-   r   r	   ZEuclideanTransformndiZaffine_transformparamsr   Zinertia_tensor_eigvalsr   sortedziprs   r   r  )	Zhalf_lengthsr  Rr  ZevsZaxis_lengthsZexpected_lengthsZax_len_expectedZax_lenr6   r6   r7   test_3d_ellipsoid_axis_lengths  s   r  c                  C   sf   t jdtd} d| d d ddf< t| }t|dksJ t|d }t|}|d |ks1J d S )Nr`   r   r   r   r!   )r-   ra   rb   r   r<  pickledumpsloads)Zlabel_imagert  ZpickledZ	unpickledr6   r6   r7   test_pickling_region_properties  s   
r  )r'   )rB   )r%  r  r  numpyr-   rc   Zscipy.ndimageZndimager  Znumpy.testingr   r   r   r   r   Zskimager   r   r	   Zskimage._sharedr
   Zskimage.measure._regionpropsr   r   r   r   r   r   r   r   r   r   r   r   Zskimage.segmentationr   r   rO   r   rP   r2  rf   r  Znewaxisr:  r$  Zint32r  r  ra   rt   rX   rY   rA   rG   rM   rW   r[   r_   rh   ri   rx   ry   r{   markZparametrizer   r   r   r   r   r   r   r   r   r   r   r]  infr   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!  r"  r&  r0  r4  r6  r8  r>  rA  rC  rD  rK  rL  r_  r`  rb  rg  rh  rn  rp  rw  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  r6   r6   r6   r7   <module>   s\   8




2










!'	#5 $



	!