forked from phoenix-oss/llama-stack-mirror
impls
-> inline
, adapters
-> remote
(#381)
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169 changed files with 106 additions and 105 deletions
5
llama_stack/providers/remote/safety/__init__.py
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5
llama_stack/providers/remote/safety/__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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18
llama_stack/providers/remote/safety/bedrock/__init__.py
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llama_stack/providers/remote/safety/bedrock/__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from typing import Any
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from .config import BedrockSafetyConfig
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async def get_adapter_impl(config: BedrockSafetyConfig, _deps) -> Any:
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from .bedrock import BedrockSafetyAdapter
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impl = BedrockSafetyAdapter(config)
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await impl.initialize()
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return impl
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119
llama_stack/providers/remote/safety/bedrock/bedrock.py
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llama_stack/providers/remote/safety/bedrock/bedrock.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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import json
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import logging
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from typing import Any, Dict, List
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from llama_stack.apis.safety import * # noqa
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from llama_models.llama3.api.datatypes import * # noqa: F403
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from llama_stack.providers.datatypes import ShieldsProtocolPrivate
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from llama_stack.providers.utils.bedrock.client import create_bedrock_client
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from .config import BedrockSafetyConfig
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logger = logging.getLogger(__name__)
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BEDROCK_SUPPORTED_SHIELDS = [
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ShieldType.generic_content_shield.value,
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]
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class BedrockSafetyAdapter(Safety, ShieldsProtocolPrivate):
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def __init__(self, config: BedrockSafetyConfig) -> None:
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self.config = config
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self.registered_shields = []
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async def initialize(self) -> None:
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try:
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self.bedrock_runtime_client = create_bedrock_client(self.config)
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self.bedrock_client = create_bedrock_client(self.config, "bedrock")
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except Exception as e:
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raise RuntimeError("Error initializing BedrockSafetyAdapter") from e
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async def shutdown(self) -> None:
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pass
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async def register_shield(self, shield: ShieldDef) -> None:
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raise ValueError("Registering dynamic shields is not supported")
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async def list_shields(self) -> List[ShieldDef]:
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response = self.bedrock_client.list_guardrails()
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shields = []
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for guardrail in response["guardrails"]:
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# populate the shield def with the guardrail id and version
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shield_def = ShieldDef(
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identifier=guardrail["id"],
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shield_type=ShieldType.generic_content_shield.value,
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params={
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"guardrailIdentifier": guardrail["id"],
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"guardrailVersion": guardrail["version"],
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},
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)
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self.registered_shields.append(shield_def)
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shields.append(shield_def)
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return shields
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async def run_shield(
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self, identifier: str, messages: List[Message], params: Dict[str, Any] = None
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) -> RunShieldResponse:
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shield_def = await self.shield_store.get_shield(identifier)
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if not shield_def:
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raise ValueError(f"Unknown shield {identifier}")
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"""This is the implementation for the bedrock guardrails. The input to the guardrails is to be of this format
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```content = [
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{
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"text": {
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"text": "Is the AB503 Product a better investment than the S&P 500?"
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}
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}
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]```
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However the incoming messages are of this type UserMessage(content=....) coming from
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https://github.com/meta-llama/llama-models/blob/main/models/llama3/api/datatypes.py
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They contain content, role . For now we will extract the content and default the "qualifiers": ["query"]
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"""
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shield_params = shield_def.params
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logger.debug(f"run_shield::{shield_params}::messages={messages}")
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# - convert the messages into format Bedrock expects
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content_messages = []
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for message in messages:
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content_messages.append({"text": {"text": message.content}})
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logger.debug(
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f"run_shield::final:messages::{json.dumps(content_messages, indent=2)}:"
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)
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response = self.bedrock_runtime_client.apply_guardrail(
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guardrailIdentifier=shield_params["guardrailIdentifier"],
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guardrailVersion=shield_params["guardrailVersion"],
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source="OUTPUT", # or 'INPUT' depending on your use case
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content=content_messages,
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)
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if response["action"] == "GUARDRAIL_INTERVENED":
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user_message = ""
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metadata = {}
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for output in response["outputs"]:
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# guardrails returns a list - however for this implementation we will leverage the last values
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user_message = output["text"]
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for assessment in response["assessments"]:
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# guardrails returns a list - however for this implementation we will leverage the last values
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metadata = dict(assessment)
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return RunShieldResponse(
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violation=SafetyViolation(
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user_message=user_message,
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violation_level=ViolationLevel.ERROR,
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metadata=metadata,
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)
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)
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return RunShieldResponse()
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15
llama_stack/providers/remote/safety/bedrock/config.py
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llama_stack/providers/remote/safety/bedrock/config.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from llama_models.schema_utils import json_schema_type
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from llama_stack.providers.utils.bedrock.config import BedrockBaseConfig
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@json_schema_type
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class BedrockSafetyConfig(BedrockBaseConfig):
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pass
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17
llama_stack/providers/remote/safety/sample/__init__.py
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llama_stack/providers/remote/safety/sample/__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from typing import Any
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from .config import SampleConfig
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async def get_adapter_impl(config: SampleConfig, _deps) -> Any:
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from .sample import SampleSafetyImpl
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impl = SampleSafetyImpl(config)
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await impl.initialize()
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return impl
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12
llama_stack/providers/remote/safety/sample/config.py
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llama_stack/providers/remote/safety/sample/config.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from pydantic import BaseModel
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class SampleConfig(BaseModel):
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host: str = "localhost"
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port: int = 9999
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23
llama_stack/providers/remote/safety/sample/sample.py
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llama_stack/providers/remote/safety/sample/sample.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from .config import SampleConfig
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from llama_stack.apis.safety import * # noqa: F403
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class SampleSafetyImpl(Safety):
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def __init__(self, config: SampleConfig):
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self.config = config
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async def register_shield(self, shield: ShieldDef) -> None:
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# these are the safety shields the Llama Stack will use to route requests to this provider
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# perform validation here if necessary
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pass
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async def initialize(self):
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pass
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18
llama_stack/providers/remote/safety/together/__init__.py
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llama_stack/providers/remote/safety/together/__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from .config import TogetherProviderDataValidator, TogetherSafetyConfig # noqa: F401
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async def get_adapter_impl(config: TogetherSafetyConfig, _deps):
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from .together import TogetherSafetyImpl
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assert isinstance(
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config, TogetherSafetyConfig
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), f"Unexpected config type: {type(config)}"
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impl = TogetherSafetyImpl(config)
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await impl.initialize()
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return impl
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26
llama_stack/providers/remote/safety/together/config.py
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llama_stack/providers/remote/safety/together/config.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from typing import Optional
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from llama_models.schema_utils import json_schema_type
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from pydantic import BaseModel, Field
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class TogetherProviderDataValidator(BaseModel):
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together_api_key: str
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@json_schema_type
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class TogetherSafetyConfig(BaseModel):
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url: str = Field(
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default="https://api.together.xyz/v1",
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description="The URL for the Together AI server",
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)
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api_key: Optional[str] = Field(
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default=None,
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description="The Together AI API Key (default for the distribution, if any)",
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)
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101
llama_stack/providers/remote/safety/together/together.py
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llama_stack/providers/remote/safety/together/together.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from together import Together
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from llama_models.llama3.api.datatypes import * # noqa: F403
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from llama_stack.apis.safety import * # noqa: F403
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from llama_stack.distribution.request_headers import NeedsRequestProviderData
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from llama_stack.providers.datatypes import ShieldsProtocolPrivate
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from .config import TogetherSafetyConfig
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TOGETHER_SHIELD_MODEL_MAP = {
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"llama_guard": "meta-llama/Meta-Llama-Guard-3-8B",
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"Llama-Guard-3-8B": "meta-llama/Meta-Llama-Guard-3-8B",
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"Llama-Guard-3-11B-Vision": "meta-llama/Llama-Guard-3-11B-Vision-Turbo",
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}
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class TogetherSafetyImpl(Safety, NeedsRequestProviderData, ShieldsProtocolPrivate):
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def __init__(self, config: TogetherSafetyConfig) -> None:
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self.config = config
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async def initialize(self) -> None:
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pass
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async def shutdown(self) -> None:
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pass
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async def register_shield(self, shield: ShieldDef) -> None:
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raise ValueError("Registering dynamic shields is not supported")
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async def list_shields(self) -> List[ShieldDef]:
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return [
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ShieldDef(
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identifier=ShieldType.llama_guard.value,
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shield_type=ShieldType.llama_guard.value,
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params={},
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)
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]
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async def run_shield(
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self, identifier: str, messages: List[Message], params: Dict[str, Any] = None
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) -> RunShieldResponse:
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shield_def = await self.shield_store.get_shield(identifier)
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if not shield_def:
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raise ValueError(f"Unknown shield {identifier}")
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model = shield_def.params.get("model", "llama_guard")
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if model not in TOGETHER_SHIELD_MODEL_MAP:
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raise ValueError(f"Unsupported safety model: {model}")
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together_api_key = None
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if self.config.api_key is not None:
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together_api_key = self.config.api_key
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else:
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provider_data = self.get_request_provider_data()
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if provider_data is None or not provider_data.together_api_key:
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raise ValueError(
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'Pass Together API Key in the header X-LlamaStack-ProviderData as { "together_api_key": <your api key>}'
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)
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together_api_key = provider_data.together_api_key
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# messages can have role assistant or user
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api_messages = []
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for message in messages:
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if message.role in (Role.user.value, Role.assistant.value):
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api_messages.append({"role": message.role, "content": message.content})
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violation = await get_safety_response(
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together_api_key, TOGETHER_SHIELD_MODEL_MAP[model], api_messages
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)
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return RunShieldResponse(violation=violation)
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async def get_safety_response(
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api_key: str, model_name: str, messages: List[Dict[str, str]]
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) -> Optional[SafetyViolation]:
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client = Together(api_key=api_key)
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response = client.chat.completions.create(messages=messages, model=model_name)
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if len(response.choices) == 0:
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return None
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response_text = response.choices[0].message.content
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if response_text == "safe":
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return None
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parts = response_text.split("\n")
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if len(parts) != 2:
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return None
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if parts[0] == "unsafe":
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return SafetyViolation(
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violation_level=ViolationLevel.ERROR,
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metadata={"violation_type": parts[1]},
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)
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return None
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