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Adding docstrings
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2 changed files with 59 additions and 16 deletions
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@ -17,22 +17,14 @@ class NVIDIASafetyConfig(BaseModel):
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Configuration for the NVIDIA Guardrail microservice endpoint.
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Attributes:
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guardrails_service_url (str): A base url for accessing the NVIDIA guardrail endpoint, e.g. http://localhost:8000
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api_key (str): The access key for the hosted NIM endpoints
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guardrails_service_url (str): A base url for accessing the NVIDIA guardrail endpoint, e.g. http://0.0.0.0:7331
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config_id (str): The ID of the guardrails configuration to use from the configuration store
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(https://developer.nvidia.com/docs/nemo-microservices/guardrails/source/guides/configuration-store-guide.html)
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There are two ways to access NVIDIA NIMs -
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0. Hosted: Preview APIs hosted at https://integrate.api.nvidia.com
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1. Self-hosted: You can run NVIDIA NIMs on your own infrastructure
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By default the configuration is set to use the hosted APIs. This requires
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an API key which can be obtained from https://ngc.nvidia.com/.
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By default the configuration will attempt to read the NVIDIA_API_KEY environment
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variable to set the api_key. Please do not put your API key in code.
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"""
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guardrails_service_url: str = Field(
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default_factory=lambda: os.getenv("NVIDIA_BASE_URL", "http://0.0.0.0:7331"),
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default_factory=lambda: os.getenv("GUARDRAILS_SERVICE_URL", "http://0.0.0.0:7331"),
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description="The url for accessing the guardrails service",
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)
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config_id: Optional[str] = Field(default="self-check", description="Config ID to use from the config store")
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@ -22,6 +22,12 @@ logger = logging.getLogger(__name__)
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class NVIDIASafetyAdapter(Safety, ShieldsProtocolPrivate):
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def __init__(self, config: NVIDIASafetyConfig) -> None:
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"""
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Initialize the NVIDIASafetyAdapter with a given safety configuration.
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Args:
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config (NVIDIASafetyConfig): The configuration containing the guardrails service URL and config ID.
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"""
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print(f"Initializing NVIDIASafetyAdapter({config.guardrails_service_url})...")
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self.config = config
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@ -38,6 +44,20 @@ class NVIDIASafetyAdapter(Safety, ShieldsProtocolPrivate):
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async def run_shield(
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self, shield_id: str, messages: List[Message], params: Dict[str, Any] = None
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) -> RunShieldResponse:
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"""
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Run a safety shield check against the provided messages.
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Args:
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shield_id (str): The unique identifier for the shield to be used.
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messages (List[Message]): A list of Message objects representing the conversation history.
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params (Dict[str, Any], optional): Additional parameters for the safety check.
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Returns:
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RunShieldResponse: The response containing safety violation details if any.
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Raises:
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ValueError: If the shield with the provided shield_id is not found.
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"""
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shield = await self.shield_store.get_shield(shield_id)
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if not shield:
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raise ValueError(f"Shield {shield_id} not found")
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@ -47,6 +67,13 @@ class NVIDIASafetyAdapter(Safety, ShieldsProtocolPrivate):
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class NeMoGuardrails:
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"""
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A class that encapsulates NVIDIA's guardrails safety logic.
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Sends messages to the guardrails service and interprets the response to determine
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if a safety violation has occurred.
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"""
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def __init__(
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self,
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config: NVIDIASafetyConfig,
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@ -54,11 +81,22 @@ class NeMoGuardrails:
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threshold: float = 0.9,
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temperature: float = 1.0,
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):
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"""
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Initialize a NeMoGuardrails instance with the provided parameters.
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Args:
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config (NVIDIASafetyConfig): The safety configuration containing the config ID and guardrails URL.
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model (str): The identifier or name of the model to be used for safety checks.
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threshold (float, optional): The threshold for flagging violations. Defaults to 0.9.
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temperature (float, optional): The temperature setting for the underlying model. Must be greater than 0. Defaults to 1.0.
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Raises:
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ValueError: If temperature is less than or equal to 0.
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AssertionError: If config_id is not provided in the configuration.
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"""
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self.config_id = config.config_id
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self.model = model
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assert self.config_id is not None or self.config_store_path is not None, (
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"Must provide one of config id or config store path"
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)
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assert self.config_id is not None("Must provide config id")
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if temperature <= 0:
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raise ValueError("Temperature must be greater than 0")
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@ -67,6 +105,19 @@ class NeMoGuardrails:
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self.guardrails_service_url = config.guardrails_service_url
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async def run(self, messages: List[Message]) -> RunShieldResponse:
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"""
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Queries the /v1/guardrails/checks endpoint of the NeMo guardrails deployed API.
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Args:
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messages (List[Message]): A list of Message objects to be checked for safety violations.
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Returns:
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RunShieldResponse: If the response indicates a violation ("blocked" status), returns a
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RunShieldResponse with a SafetyViolation; otherwise, returns a RunShieldResponse with violation set to None.
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Raises:
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requests.HTTPError: If the POST request fails.
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"""
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headers = {
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"Accept": "application/json",
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}
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