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- from core.moderation.base import Moderation, ModerationAction, ModerationInputsResult, ModerationOutputsResult
- class KeywordsModeration(Moderation):
- name: str = "keywords"
- @classmethod
- def validate_config(cls, tenant_id: str, config: dict) -> None:
- """
- Validate the incoming form config data.
- :param tenant_id: the id of workspace
- :param config: the form config data
- :return:
- """
- cls._validate_inputs_and_outputs_config(config, True)
- if not config.get("keywords"):
- raise ValueError("keywords is required")
- if len(config.get("keywords")) > 1000:
- raise ValueError("keywords length must be less than 1000")
- def moderation_for_inputs(self, inputs: dict, query: str = "") -> ModerationInputsResult:
- flagged = False
- preset_response = ""
- if self.config['inputs_config']['enabled']:
- preset_response = self.config['inputs_config']['preset_response']
- if query:
- inputs['query__'] = query
- # Filter out empty values
- keywords_list = [keyword for keyword in self.config['keywords'].split('\n') if keyword]
- flagged = self._is_violated(inputs, keywords_list)
- return ModerationInputsResult(flagged=flagged, action=ModerationAction.DIRECT_OUTPUT, preset_response=preset_response)
- def moderation_for_outputs(self, text: str) -> ModerationOutputsResult:
- flagged = False
- preset_response = ""
- if self.config['outputs_config']['enabled']:
- # Filter out empty values
- keywords_list = [keyword for keyword in self.config['keywords'].split('\n') if keyword]
- flagged = self._is_violated({'text': text}, keywords_list)
- preset_response = self.config['outputs_config']['preset_response']
- return ModerationOutputsResult(flagged=flagged, action=ModerationAction.DIRECT_OUTPUT, preset_response=preset_response)
- def _is_violated(self, inputs: dict, keywords_list: list) -> bool:
- for value in inputs.values():
- if self._check_keywords_in_value(keywords_list, value):
- return True
- return False
- def _check_keywords_in_value(self, keywords_list, value):
- for keyword in keywords_list:
- if keyword.lower() in value.lower():
- return True
- return False
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