llama-stack/llama_stack/providers/impls/meta_reference/agents/safety.py
Ashwin Bharambe ec4fc800cc
[API Updates] Model / shield / memory-bank routing + agent persistence + support for private headers (#92)
This is yet another of those large PRs (hopefully we will have less and less of them as things mature fast). This one introduces substantial improvements and some simplifications to the stack.

Most important bits:

* Agents reference implementation now has support for session / turn persistence. The default implementation uses sqlite but there's also support for using Redis.

* We have re-architected the structure of the Stack APIs to allow for more flexible routing. The motivating use cases are:
  - routing model A to ollama and model B to a remote provider like Together
  - routing shield A to local impl while shield B to a remote provider like Bedrock
  - routing a vector memory bank to Weaviate while routing a keyvalue memory bank to Redis

* Support for provider specific parameters to be passed from the clients. A client can pass data using `x_llamastack_provider_data` parameter which can be type-checked and provided to the Adapter implementations.
2024-09-23 14:22:22 -07:00

55 lines
1.6 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import asyncio
from typing import List
from llama_models.llama3.api.datatypes import Message
from termcolor import cprint
from llama_stack.apis.safety import * # noqa: F403
class SafetyException(Exception): # noqa: N818
def __init__(self, violation: SafetyViolation):
self.violation = violation
super().__init__(violation.user_message)
class ShieldRunnerMixin:
def __init__(
self,
safety_api: Safety,
input_shields: List[str] = None,
output_shields: List[str] = None,
):
self.safety_api = safety_api
self.input_shields = input_shields
self.output_shields = output_shields
async def run_multiple_shields(
self, messages: List[Message], shields: List[str]
) -> None:
responses = await asyncio.gather(
*[
self.safety_api.run_shield(
shield_type=shield_type,
messages=messages,
)
for shield_type in shields
]
)
for shield, r in zip(shields, responses):
if r.violation:
if shield.on_violation_action == OnViolationAction.RAISE:
raise SafetyException(r)
elif shield.on_violation_action == OnViolationAction.WARN:
cprint(
f"[Warn]{shield.__class__.__name__} raised a warning",
color="red",
)