from typing import Dict from langchain_core.documents import Document from common import forms from common.exception.app_exception import AppApiException from common.forms import BaseForm from models_provider.base_model_provider import BaseModelCredential, ValidCode from django.utils.translation import gettext_lazy as _ from models_provider.impl.vllm_model_provider.model.reranker import VllmBgeReranker from common.utils.logger import maxkb_logger class VllmRerankerCredential(BaseForm, BaseModelCredential): api_url = forms.TextInputField('API URL', required=True) api_key = forms.PasswordInputField('API Key', required=True) def is_valid(self, model_type: str, model_name, model_credential: Dict[str, object], model_params, provider, raise_exception=True): model_type_list = provider.get_model_type_list() if not any(list(filter(lambda mt: mt.get('value') == model_type, model_type_list))): raise AppApiException(ValidCode.valid_error.value, _('{model_type} Model type is not supported').format(model_type=model_type)) for key in ['api_url', 'api_key']: if key not in model_credential: if raise_exception: raise AppApiException(ValidCode.valid_error.value, _('{key} is required').format(key=key)) else: return False try: model: VllmBgeReranker = provider.get_model(model_type, model_name, model_credential) test_text = str(_('Hello')) model.compress_documents([Document(page_content=test_text)], test_text) except Exception as e: maxkb_logger.error(f'Exception: {e}', exc_info=True) if isinstance(e, AppApiException): raise e if raise_exception: raise AppApiException( ValidCode.valid_error.value, _('Verification failed, please check whether the parameters are correct: {error}').format( error=str(e)) ) return False return True def encryption_dict(self, model_info: Dict[str, object]): return {**model_info, 'api_key': super().encryption(model_info.get('api_key', ''))}