# coding=utf-8 """ @project: MaxKB @Author:虎 @file: llm.py @date:2024/7/11 17:08 @desc: """ from typing import Dict from django.utils.translation import gettext as _ 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 common.utils.logger import maxkb_logger class AzureOpenAIEmbeddingCredential(BaseForm, BaseModelCredential): def is_valid(self, model_type: str, model_name, model_credential: Dict[str, object], model_params, provider, raise_exception=False): 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_base', 'api_key', 'api_version']: 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 = provider.get_model(model_type, model_name, model_credential) model.embed_query(_('Hello')) 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')) else: return False return True def encryption_dict(self, model: Dict[str, object]): return {**model, 'api_key': super().encryption(model.get('api_key', ''))} api_version = forms.TextInputField("Api Version", required=True) api_base = forms.TextInputField('Azure Endpoint', required=True) api_key = forms.PasswordInputField("API Key", required=True)