UnisKB/apps/models_provider/impl/vllm_model_provider/credential/embedding.py

54 lines
2.1 KiB
Python
Raw Blame History

This file contains ambiguous Unicode characters!

This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.

# coding=utf-8
"""
@project: MaxKB
@Author
@file embedding.py
@date2024/7/12 16:45
@desc:
"""
import traceback
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
class VllmEmbeddingCredential(BaseForm, BaseModelCredential):
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_base', '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 = provider.get_model(model_type, model_name, model_credential)
model.embed_query(_('Hello'))
except Exception as e:
traceback.print_exc()
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)))
else:
return False
return True
def encryption_dict(self, model: Dict[str, object]):
return {**model, 'api_key': super().encryption(model.get('api_key', ''))}
api_base = forms.TextInputField('API URL', required=True)
api_key = forms.PasswordInputField('API Key', required=True)