
    k h                     x    d dl mZ d dlZd dlZd dlmZ d dlmZm	Z	m
Z
 d dlmZ  G d d      Zd Zd	 Zd
 Zd Zy)    )partialN)spatial)fit_segmenterpredict_segmenterTrainableSegmenter)multiscale_basic_featuresc                       e Zd Zd Zd Zy)DummyNNClassifierc                 h    || _         || _        t        j                  | j                         | _        y )N)Xlabelsr   cKDTreetree)selfr   r   s      /home/developers/rajanand/mypropertyqr-fmb-refixing-v2/venv/lib/python3.12/site-packages/skimage/future/tests/test_trainable_segmentation.pyfitzDummyNNClassifier.fit   s$    OODFF+	    c                    |j                   d   | j                  j                   d   k7  r6t        d| j                  j                   d    d|j                   d    d      | j                  j	                  |      d   }| j
                  |   S )N   z	Expected z features but got .)shaper   
ValueErrorr   queryr   )r   r   nearest_neighborss      r   predictzDummyNNClassifier.predict   s}    771:a(DFFLLO,,>qwwqzl!L  !IIOOA.q1{{,--r   N)__name__
__module____qualname__r   r    r   r   r
   r
      s    ,
.r   r
   c                     t        j                  d      } d| d d | dt        j                  j                  | j                   z  z  } t        j
                  | t         j                        }d|d d d|dd  t               }t        t        ddd	d
      } ||       }t        |||      }t        ||      }t        j                  |d d dk(        sJ t        j                  |dd  dk(        sJ y )N   r"   r   
   皙?dtype   F      ?edgestexture	sigma_min	sigma_max)npzerosrandomrandnr   
zeros_likeuint8r
   r   r   r   r   all)imgr   clffeatures_funcfeaturesouts         r   )test_trainable_segmentation_singlechannelr;      s    
((8
CCH4"))//399---C]]3bhh/FF2AJF23K

C!M S!H
#
.C
Hc
*C66#cr(a-   66#bc(a-   r   c                     t        j                  d      } d| d d | dt        j                  j                  | j                   z  z  } t        j
                  | d   t         j                        }d|d d d|dd  t               }t        | d	d	d
dd      }t        |||      }t        ||      }t        j                  |d d dk(        sJ t        j                  |dd  dk(        sJ y )N)r"   r"      r   r#   r$   ).r   r%   r'   r(   Fr)   )r+   r,   r-   r.   channel_axis)r/   r0   r1   r2   r   r3   r4   r
   r   r   r   r5   )r6   r   r7   r9   r:   s        r   (test_trainable_segmentation_multichannelr@   1   s    
((;
CCH4"))//399---C]]3v;bhh7FF2AJF23K

C(H #
.C
Hc
*C66#cr(a-   66#bc(a-   r   c                  :   t        j                  d      } d| d d | dt        j                  j                  | j                   z  z  } t        j
                  | t         j                        }d|d d d|dd  t               }t        t        ddd	d
      } ||       }t        |||      }t         j                  j                  d      }t        j                  t              5 }t        ||      }dt        |j                         v sJ 	 d d d        y # 1 sw Y   y xY w)Nr!   r   r#   r$   r%   r'   r(   Fr)   r*   )   r"   r"   ztype of features)r/   r0   r1   r2   r   r3   r4   r
   r   r   r   pytestraisesr   r   strvalue)r6   r   r7   r8   r9   test_featureserr_s           r   #test_trainable_segmentation_predictrJ   G   s    
((8
CCH4"))//399---C]]3bhh/FF2AJF23K

C!M S!H
#
.CII$$[1M	z	" 4cmS1!S^3334 4 4s   !&DDc                  R   t        j                  d      } d| dd | dt        j                  j                  | j                   z  z  } t        j
                  | t         j                        }d|dd d|dd t               }t        t        d	d	d
d      }t        ||      }|j                  | |       t         j                  j                  |j                  ||dkD            |j                  |       }t        j                   |dd dk(        sJ t        j                   |dd dk(        sJ t        j"                  | | j$                  fd      }t        t        d      }t        ||      }|j                  ||       t         j                  j                  |j                  ||dkD            |j                  |      }t        j                   |dd dk(        sJ t        j                   |dd dk(        sJ t'        j(                  t*              5  |j                  t        j,                  |d             ddd       t'        j(                  t*              5  |j                  t        j.                  |gdz  d             ddd       y# 1 sw Y   VxY w# 1 sw Y   yxY w)zFTest the object-oriented interface using the TrainableSegmenter class.r!   r   Nr#   r$   r%   r'   r(   Fr)   r*   )r7   r8   r   r>   )axis)r?   )r/   r0   r1   r2   r   r3   r4   r
   r   r   r   r   testingassert_array_almost_equalr   r   r5   stackTrC   rD   r   expand_dimsconcatenate)r6   r   r7   r8   	segmenterr:   img_with_channelss          r   test_trainable_segmentation_oorU   _   sS    ((8
CCH4"))//399---C]]3bhh/FF2AJF23K

C!M #s-HIMM#v JJ((VFQJ5GH


C
 C66#cr(a-   66#bc(a-    #suuB7!M #s-HIMM#V, JJ((VFQJ5GH


-
.C66#cr(a-   66#bc(a-    
z	" F"..):DEF 
z	" L"..*;)<q)@rJKL L	F FL Ls   'J+JJJ&)	functoolsr   numpyr/   rC   scipyr   skimage.futurer   r   r   skimage.featurer   r
   r;   r@   rJ   rU   r   r   r   <module>r[      s9        O O 5. . !,!,401Lr   