from model_factory.description_validator import Description_Validator from model_factory.image_validator import Image_Validator class Update_Validator: def __init__(self, text_model=None, image_model=None, threshold=0.7): self.description_validator = Description_Validator(model_name=text_model) self.image_validator = Image_Validator(model_name=image_model) self.threshold = threshold def validate(self, text1, text2, image_path_1, image_path_2, threshold=None, return_score=False): description_similarity = self.description_validator.similarity_score(text1, text2) image_similarity = self.image_validator.similarity_score(image_path_1, image_path_2) similarity_score = 0.75 * description_similarity + 0.25 * image_similarity if threshold is None: threshold=self.threshold label = True if similarity_score >= threshold else False if return_score: return {'score':similarity_score, 'label':label} else: return {'label':label}