keywords.py 2.2 KB

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  1. from core.moderation.base import Moderation, ModerationAction, ModerationInputsResult, ModerationOutputsResult
  2. class KeywordsModeration(Moderation):
  3. name: str = "keywords"
  4. @classmethod
  5. def validate_config(cls, tenant_id: str, config: dict) -> None:
  6. """
  7. Validate the incoming form config data.
  8. :param tenant_id: the id of workspace
  9. :param config: the form config data
  10. :return:
  11. """
  12. cls._validate_inputs_and_outputs_config(config, True)
  13. if not config.get("keywords"):
  14. raise ValueError("keywords is required")
  15. if len(config.get("keywords")) > 1000:
  16. raise ValueError("keywords length must be less than 1000")
  17. def moderation_for_inputs(self, inputs: dict, query: str = "") -> ModerationInputsResult:
  18. flagged = False
  19. preset_response = ""
  20. if self.config['inputs_config']['enabled']:
  21. preset_response = self.config['inputs_config']['preset_response']
  22. if query:
  23. inputs['query__'] = query
  24. keywords_list = self.config['keywords'].split('\n')
  25. flagged = self._is_violated(inputs, keywords_list)
  26. return ModerationInputsResult(flagged=flagged, action=ModerationAction.DIRECT_OUTPUT, preset_response=preset_response)
  27. def moderation_for_outputs(self, text: str) -> ModerationOutputsResult:
  28. flagged = False
  29. preset_response = ""
  30. if self.config['outputs_config']['enabled']:
  31. keywords_list = self.config['keywords'].split('\n')
  32. flagged = self._is_violated({'text': text}, keywords_list)
  33. preset_response = self.config['outputs_config']['preset_response']
  34. return ModerationOutputsResult(flagged=flagged, action=ModerationAction.DIRECT_OUTPUT, preset_response=preset_response)
  35. def _is_violated(self, inputs: dict, keywords_list: list) -> bool:
  36. for value in inputs.values():
  37. if self._check_keywords_in_value(keywords_list, value):
  38. return True
  39. return False
  40. def _check_keywords_in_value(self, keywords_list, value):
  41. for keyword in keywords_list:
  42. if keyword.lower() in value.lower():
  43. return True
  44. return False