o
    ॵi>                     @   s   d dl mZmZ d dl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 d dlmZ ejejejd	ejejejd	ejejejd	G d
d deZdS )    )AnyDictN)	Pipelines)
OutputKeys)InputPipeline)	PIPELINES)	LoadImage)Tasks)module_namec                       s   e Zd Zdef fddZdedeeef fddZdeeef deeef fdd	Z	d
eeef deeef fddZ
  ZS )ImageDetectionPipelinemodelc                    s   t  jd|dd| dS )z8
            model: model id on modelscope hub.
        F)r   auto_collateN )super__init__)selfr   kwargs	__class__r   d/home/ubuntu/.local/lib/python3.10/site-packages/modelscope/pipelines/cv/image_detection_pipeline.pyr      s   zImageDetectionPipeline.__init__inputreturnc                 C   s.   t |}|tj}| j|}d|i}|S )Nimg)r	   convert_to_ndarrayastypenpfloat64r   
preprocess)r   r   r   resultr   r   r   r      s
   
z!ImageDetectionPipeline.preprocessc                 C   s   | j |d }d|i}|S )Nr   data)r   	inference)r   r   outputsr   r   r   r   forward&   s   zImageDetectionPipeline.forwardinputsc                 C   sR   | j |d \}}}|d u rtjg tjg tjg i}|S tj|tj|tj|i}|S )Nr    )r   postprocessr   SCORESLABELSBOXES)r   r$   bboxesscoreslabelsr"   r   r   r   r%   ,   s   z"ImageDetectionPipeline.postprocess)__name__
__module____qualname__strr   r   r   r   r   r#   r%   __classcell__r   r   r   r   r      s
    	"*r   )typingr   r   numpyr   modelscope.metainfor   modelscope.outputsr   modelscope.pipelines.baser   r   modelscope.pipelines.builderr   modelscope.preprocessorsr	   modelscope.utils.constantr
   register_modulehuman_detectionimage_object_detectionobject_detectionabnormal_object_detectionr   r   r   r   r   <module>   s&   