# coding=utf-8 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 models_provider.impl.local_model_provider.model.embedding import LocalEmbedding class XinferenceEmbeddingModelCredential(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)) try: model_list = provider.get_base_model_list(model_credential.get('api_base'), model_credential.get('api_key'), 'embedding') except Exception as e: raise AppApiException(ValidCode.valid_error.value, _('API domain name is invalid')) exist = provider.get_model_info_by_name(model_list, model_name) model: LocalEmbedding = provider.get_model(model_type, model_name, model_credential) if len(exist) == 0: model.start_down_model_thread() raise AppApiException(ValidCode.model_not_fount, _('The model does not exist, please download the model first')) model.embed_query(_('Hello')) return True def encryption_dict(self, model_info: Dict[str, object]): return model_info def build_model(self, model_info: Dict[str, object]): for key in ['model']: if key not in model_info: raise AppApiException(500, _('{key} is required').format(key=key)) return self api_base = forms.TextInputField('API URL', required=True) api_key = forms.PasswordInputField('API Key', required=True)