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* update CustomGuardrail * unit test custom guardrails * add dynamic params for aporia * add dynamic params to bedrock guard * add dynamic params for all guardrails * fix linting * fix should_run_guardrail * _validate_premium_user * update guardrail doc * doc update * update code q * should_run_guardrail
121 lines
4.4 KiB
Python
121 lines
4.4 KiB
Python
from typing import Dict, List, Optional, Union
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from litellm._logging import verbose_logger
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from litellm.integrations.custom_logger import CustomLogger
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from litellm.types.guardrails import DynamicGuardrailParams, GuardrailEventHooks
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class CustomGuardrail(CustomLogger):
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def __init__(
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self,
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guardrail_name: Optional[str] = None,
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supported_event_hooks: Optional[List[GuardrailEventHooks]] = None,
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event_hook: Optional[GuardrailEventHooks] = None,
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**kwargs,
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):
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self.guardrail_name = guardrail_name
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self.supported_event_hooks = supported_event_hooks
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self.event_hook: Optional[GuardrailEventHooks] = event_hook
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if supported_event_hooks:
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## validate event_hook is in supported_event_hooks
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if event_hook and event_hook not in supported_event_hooks:
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raise ValueError(
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f"Event hook {event_hook} is not in the supported event hooks {supported_event_hooks}"
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)
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super().__init__(**kwargs)
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def get_guardrail_from_metadata(
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self, data: dict
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) -> Union[List[str], List[Dict[str, DynamicGuardrailParams]]]:
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"""
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Returns the guardrail(s) to be run from the metadata
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"""
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metadata = data.get("metadata") or {}
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requested_guardrails = metadata.get("guardrails") or []
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return requested_guardrails
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def _guardrail_is_in_requested_guardrails(
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self,
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requested_guardrails: Union[List[str], List[Dict[str, DynamicGuardrailParams]]],
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) -> bool:
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for _guardrail in requested_guardrails:
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if isinstance(_guardrail, dict):
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if self.guardrail_name in _guardrail:
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return True
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elif isinstance(_guardrail, str):
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if self.guardrail_name == _guardrail:
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return True
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return False
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def should_run_guardrail(self, data, event_type: GuardrailEventHooks) -> bool:
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requested_guardrails = self.get_guardrail_from_metadata(data)
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verbose_logger.debug(
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"inside should_run_guardrail for guardrail=%s event_type= %s guardrail_supported_event_hooks= %s requested_guardrails= %s",
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self.guardrail_name,
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event_type,
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self.event_hook,
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requested_guardrails,
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)
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if (
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self.event_hook
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and not self._guardrail_is_in_requested_guardrails(requested_guardrails)
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and event_type.value != "logging_only"
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):
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return False
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if self.event_hook and self.event_hook != event_type.value:
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return False
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return True
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def get_guardrail_dynamic_request_body_params(self, request_data: dict) -> dict:
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"""
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Returns `extra_body` to be added to the request body for the Guardrail API call
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Use this to pass dynamic params to the guardrail API call - eg. success_threshold, failure_threshold, etc.
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```
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[{"lakera_guard": {"extra_body": {"foo": "bar"}}}]
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```
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Will return: for guardrail=`lakera-guard`:
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{
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"foo": "bar"
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}
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Args:
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request_data: The original `request_data` passed to LiteLLM Proxy
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"""
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requested_guardrails = self.get_guardrail_from_metadata(request_data)
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# Look for the guardrail configuration matching self.guardrail_name
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for guardrail in requested_guardrails:
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if isinstance(guardrail, dict) and self.guardrail_name in guardrail:
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# Get the configuration for this guardrail
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guardrail_config: DynamicGuardrailParams = DynamicGuardrailParams(
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**guardrail[self.guardrail_name]
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)
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if self._validate_premium_user() is not True:
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return {}
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# Return the extra_body if it exists, otherwise empty dict
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return guardrail_config.get("extra_body", {})
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return {}
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def _validate_premium_user(self) -> bool:
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"""
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Returns True if the user is a premium user
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"""
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from litellm.proxy.proxy_server import CommonProxyErrors, premium_user
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if premium_user is not True:
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verbose_logger.warning(
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f"Trying to use premium guardrail without premium user {CommonProxyErrors.not_premium_user.value}"
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)
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return False
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return True
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