o
    *j                     @   s   d dl mZmZ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mZ d d	lmZ d d
lmZ e ZejejejdG dd deZdS )    )AnyDictOptionalUnionN)	Pipelines)OfaForAllTasks)ModelPipeline)	PIPELINES)batch_process)OfaPreprocessorPreprocessor)Tasks)
get_logger)module_namec                       s   e Zd Z	ddeeef dee f fddZ fddZ	de
eef d	e
eef f fd
dZde
eef d	e
eef fddZ  ZS )VisualEntailmentPipelineNmodelpreprocessorc                    sR   t  jd||d| | j  |du r%t| jtr't| jjd| _dS dS dS )z
        use `model` and `preprocessor` to create a visual entailment pipeline for prediction
        Args:
            model: model id on modelscope hub.
        )r   r   N)	model_dir )	super__init__r   eval
isinstancer   r   r   r   )selfr   r   kwargs	__class__r   |/var/www/html/Deteccion_Ine/venv/lib/python3.10/site-packages/modelscope/pipelines/multi_modal/visual_entailment_pipeline.pyr      s
   	
z!VisualEntailmentPipeline.__init__c                    s(   t | jtrt| j|S tt| |S N)r   r   r   r   r   r   _batch)r   datar   r   r   r    $   s   zVisualEntailmentPipeline._batchinputsreturnc                    s@   t   t j|fi |W  d    S 1 sw   Y  d S r   )torchZno_gradr   forward)r   r"   Zforward_paramsr   r   r   r%   *   s   
$z VisualEntailmentPipeline.forwardc                 C   s   |S r   r   )r   r"   r   r   r   postprocess/   s   z$VisualEntailmentPipeline.postprocessr   )__name__
__module____qualname__r   r   strr   r   r   r    r   r   r%   r&   __classcell__r   r   r   r   r      s    

*r   )typingr   r   r   r   r$   Zmodelscope.metainfor   Zmodelscope.models.multi_modalr   Zmodelscope.pipelines.baser   r	   Zmodelscope.pipelines.builderr
   Zmodelscope.pipelines.utilr   Zmodelscope.preprocessorsr   r   Zmodelscope.utils.constantr   Zmodelscope.utils.loggerr   loggerZregister_moduleZvisual_entailmentr   r   r   r   r   <module>   s   