embedding.py 2.1 KB

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  1. # coding=utf-8
  2. """
  3. @project: MaxKB
  4. @Author:虎
  5. @file: embedding.py
  6. @date:2024/10/17 15:40
  7. @desc:
  8. """
  9. from typing import Dict
  10. from django.utils.translation import gettext as _
  11. from common import forms
  12. from common.exception.app_exception import AppApiException
  13. from common.forms import BaseForm
  14. from models_provider.base_model_provider import BaseModelCredential, ValidCode
  15. from common.utils.logger import maxkb_logger
  16. class XFEmbeddingCredential(BaseForm, BaseModelCredential):
  17. def is_valid(self, model_type: str, model_name, model_credential: Dict[str, object], model_params, provider,
  18. raise_exception=False):
  19. model_type_list = provider.get_model_type_list()
  20. if not any(list(filter(lambda mt: mt.get('value') == model_type, model_type_list))):
  21. raise AppApiException(ValidCode.valid_error.value,
  22. _('{model_type} Model type is not supported').format(model_type=model_type))
  23. self.valid_form(model_credential)
  24. try:
  25. model = provider.get_model(model_type, model_name, model_credential)
  26. model.embed_query(_('Hello'))
  27. except Exception as e:
  28. maxkb_logger.error(f'Exception: {e}', exc_info=True)
  29. if isinstance(e, AppApiException):
  30. raise e
  31. if raise_exception:
  32. raise AppApiException(ValidCode.valid_error.value,
  33. _('Verification failed, please check whether the parameters are correct: {error}').format(
  34. error=str(e)))
  35. else:
  36. return False
  37. return True
  38. def encryption_dict(self, model: Dict[str, object]):
  39. return {**model, 'spark_api_secret': super().encryption(model.get('spark_api_secret', ''))}
  40. base_url = forms.TextInputField('API URL', required=True, default_value="https://emb-cn-huabei-1.xf-yun.com/")
  41. spark_app_id = forms.TextInputField('APP ID', required=True)
  42. spark_api_key = forms.PasswordInputField("API Key", required=True)
  43. spark_api_secret = forms.PasswordInputField('API Secret', required=True)