embedding.py 2.4 KB

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  1. from typing import Dict
  2. from django.utils.translation import gettext as _
  3. from common import forms
  4. from common.exception.app_exception import AppApiException
  5. from common.forms import BaseForm
  6. from models_provider.base_model_provider import BaseModelCredential, ValidCode
  7. from models_provider.impl.aws_bedrock_model_provider.model.embedding import BedrockEmbeddingModel
  8. from common.utils.logger import maxkb_logger
  9. class BedrockEmbeddingCredential(BaseForm, BaseModelCredential):
  10. def is_valid(self, model_type: str, model_name, model_credential: Dict[str, object], model_params, provider,
  11. raise_exception=False):
  12. model_type_list = provider.get_model_type_list()
  13. if not any(mt.get('value') == model_type for mt in model_type_list):
  14. if raise_exception:
  15. raise AppApiException(ValidCode.valid_error.value,
  16. _('{model_type} Model type is not supported').format(model_type=model_type))
  17. return False
  18. required_keys = ['region_name', 'access_key_id', 'secret_access_key']
  19. if not all(key in model_credential for key in required_keys):
  20. if raise_exception:
  21. raise AppApiException(ValidCode.valid_error.value,
  22. _('The following fields are required: {keys}').format(
  23. keys=", ".join(required_keys)))
  24. return False
  25. try:
  26. model: BedrockEmbeddingModel = provider.get_model(model_type, model_name, model_credential)
  27. aa = model.embed_query(_('Hello'))
  28. except AppApiException:
  29. raise
  30. except Exception as e:
  31. maxkb_logger.error(f'Exception: {e}', exc_info=True)
  32. if raise_exception:
  33. raise AppApiException(ValidCode.valid_error.value,
  34. _('Verification failed, please check whether the parameters are correct: {error}').format(
  35. error=str(e)))
  36. return False
  37. return True
  38. def encryption_dict(self, model: Dict[str, object]):
  39. return {**model, 'secret_access_key': super().encryption(model.get('secret_access_key', ''))}
  40. region_name = forms.TextInputField('Region Name', required=True)
  41. access_key_id = forms.TextInputField('Access Key ID', required=True)
  42. secret_access_key = forms.PasswordInputField('Secret Access Key', required=True)