
    5_jO                         d dl mZ d dlmZ d dlZdddZddededz  d	efd
Zded	e	e
   fdZ	 	 	 ddeez  dededz  ded	e	e
   f
dZy)    )Path)AnyNRFDETRSegSmallRFDETRSegMedium)smallmedium
model_sizecheckpoint_pathreturnc                     | t         vrt        d|  dt        t                d      	 dd l}t        |t         |          }i }|r||d<    |di |S # t        $ r}t	        d      |d }~ww xY w)NzUnsupported model_size=z. Use one of .r   z;rfdetr is not installed. Install with `pip install rfdetr`.pretrain_weights )SEG_MODEL_CLASSES
ValueErrorsortedrfdetrImportErrorgetattr)r	   r
   r   exc	model_clskwargss         b/var/www/ramen.bs-engineer-server.com/upstream_suite/03_soup-density-ai/src/crop/rfdetr_adapter.pyload_rfdetr_seg_modelr      s    **2:,mFSdLeKffghiib  1* =>IF%4!"v  bWX^aabs   A 	A+A&&A+
detectionsc           
         t        | dd       }t        | dd       }t        | dd       }t        | dd       }|g S g }t        |      D ]  \  }}|j                  |D cg c]  }t        |       c}|t        ||         nd|t	        ||         nd|+t        j                  ||         j                  t              nd d        |S c c}w )Nxyxy
confidenceclass_idmaskg        r   )bboxr   r   r    )	r   	enumerateappendfloatintnpasarrayastypebool)	r   r   r   r   masksrecordsidxboxvs	            r   detections_to_recordsr/      s    :vt,D\48Jz:t4HJ-E|	GdO 
S+./aq/8B8NeJsO4TW2:2FC.A?D?P

5:.55d;VZ		

 N 0s   C


image_path	thresholdc                 j    t        ||      }|j                  t        |       |      }t        |      S )N)r	   r
   )r1   )r   predictstrr/   )r0   r	   r
   r1   modelr   s         r   predict_recordsr6   1   s1     "ZYEs:)DJ ,,    )r   N)r   Ng      ?)pathlibr   typingr   numpyr&   r   r4   r   listdictr/   r$   r6   r   r7   r   <module>r=      s        c cDj \_ c d4j . "&	-d
-- 4Z- 	-
 
$Z-r7   