forked from phoenix-oss/llama-stack-mirror
Resource oriented design for shields (#399)
* init * working bedrock tests * bedrock test for inference fixes * use env vars for bedrock guardrail vars * add register in meta reference * use correct shield impl in meta ref * dont add together fixture * right naming * minor updates * improved registration flow * address feedback --------- Co-authored-by: Dinesh Yeduguru <dineshyv@fb.com>
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20 changed files with 262 additions and 124 deletions
38
llama_stack/apis/resource.py
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38
llama_stack/apis/resource.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 enum import Enum
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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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@json_schema_type
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class ResourceType(Enum):
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model = "model"
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shield = "shield"
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memory_bank = "memory_bank"
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dataset = "dataset"
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scoring_function = "scoring_function"
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class Resource(BaseModel):
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"""Base class for all Llama Stack resources"""
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identifier: str = Field(
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description="Unique identifier for this resource in llama stack"
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)
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provider_resource_id: str = Field(
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description="Unique identifier for this resource in the provider",
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default=None,
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)
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provider_id: str = Field(description="ID of the provider that owns this resource")
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type: ResourceType = Field(
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description="Type of resource (e.g. 'model', 'shield', 'memory_bank', etc.)"
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)
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@ -41,13 +41,13 @@ class SafetyClient(Safety):
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pass
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async def run_shield(
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self, shield_type: str, messages: List[Message]
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self, shield_id: str, messages: List[Message]
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) -> RunShieldResponse:
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async with httpx.AsyncClient() as client:
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response = await client.post(
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f"{self.base_url}/safety/run_shield",
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json=dict(
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shield_type=shield_type,
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shield_id=shield_id,
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messages=[encodable_dict(m) for m in messages],
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),
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headers={
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@ -80,7 +80,7 @@ async def run_main(host: str, port: int, image_path: str = None):
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)
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cprint(f"User>{message.content}", "green")
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response = await client.run_shield(
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shield_type="llama_guard",
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shield_id="llama_guard",
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messages=[message],
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)
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print(response)
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@ -91,7 +91,7 @@ async def run_main(host: str, port: int, image_path: str = None):
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]:
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cprint(f"User>{message.content}", "green")
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response = await client.run_shield(
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shield_type="llama_guard",
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shield_id="llama_guard",
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messages=[message],
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)
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print(response)
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@ -39,7 +39,7 @@ class RunShieldResponse(BaseModel):
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class ShieldStore(Protocol):
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async def get_shield(self, identifier: str) -> ShieldDef: ...
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async def get_shield(self, identifier: str) -> Shield: ...
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@runtime_checkable
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@ -48,5 +48,8 @@ class Safety(Protocol):
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@webmethod(route="/safety/run_shield")
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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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self,
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shield_id: str,
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messages: List[Message],
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params: Dict[str, Any] = None,
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) -> RunShieldResponse: ...
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@ -5,7 +5,6 @@
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# the root directory of this source tree.
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import asyncio
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import json
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from typing import List, Optional
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@ -26,27 +25,38 @@ class ShieldsClient(Shields):
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async def shutdown(self) -> None:
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pass
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async def list_shields(self) -> List[ShieldDefWithProvider]:
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async def list_shields(self) -> List[Shield]:
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async with httpx.AsyncClient() as client:
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response = await client.get(
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f"{self.base_url}/shields/list",
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headers={"Content-Type": "application/json"},
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)
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response.raise_for_status()
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return [ShieldDefWithProvider(**x) for x in response.json()]
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return [Shield(**x) for x in response.json()]
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async def register_shield(self, shield: ShieldDefWithProvider) -> None:
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async def register_shield(
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self,
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shield_id: str,
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shield_type: ShieldType,
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provider_shield_id: Optional[str],
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provider_id: Optional[str],
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params: Optional[Dict[str, Any]],
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) -> None:
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async with httpx.AsyncClient() as client:
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response = await client.post(
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f"{self.base_url}/shields/register",
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json={
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"shield": json.loads(shield.json()),
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"shield_id": shield_id,
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"shield_type": shield_type,
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"provider_shield_id": provider_shield_id,
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"provider_id": provider_id,
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"params": params,
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},
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headers={"Content-Type": "application/json"},
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)
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response.raise_for_status()
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async def get_shield(self, shield_type: str) -> Optional[ShieldDefWithProvider]:
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async def get_shield(self, shield_type: str) -> Optional[Shield]:
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async with httpx.AsyncClient() as client:
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response = await client.get(
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f"{self.base_url}/shields/get",
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@ -61,7 +71,7 @@ class ShieldsClient(Shields):
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if j is None:
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return None
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return ShieldDefWithProvider(**j)
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return Shield(**j)
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async def run_main(host: str, port: int, stream: bool):
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@ -8,7 +8,8 @@ from enum import Enum
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from typing import Any, Dict, List, Literal, Optional, Protocol, runtime_checkable
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from llama_models.schema_utils import json_schema_type, webmethod
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from pydantic import BaseModel, Field
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from llama_stack.apis.resource import Resource, ResourceType
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@json_schema_type
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@ -19,34 +20,29 @@ class ShieldType(Enum):
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prompt_guard = "prompt_guard"
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class ShieldDef(BaseModel):
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identifier: str = Field(
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description="A unique identifier for the shield type",
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)
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shield_type: str = Field(
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description="The type of shield this is; the value is one of the ShieldType enum"
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)
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params: Dict[str, Any] = Field(
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default_factory=dict,
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description="Any additional parameters needed for this shield",
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)
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@json_schema_type
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class ShieldDefWithProvider(ShieldDef):
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type: Literal["shield"] = "shield"
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provider_id: str = Field(
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description="The provider ID for this shield type",
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)
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class Shield(Resource):
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"""A safety shield resource that can be used to check content"""
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type: Literal[ResourceType.shield.value] = ResourceType.shield.value
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shield_type: ShieldType
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params: Dict[str, Any] = {}
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@runtime_checkable
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class Shields(Protocol):
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@webmethod(route="/shields/list", method="GET")
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async def list_shields(self) -> List[ShieldDefWithProvider]: ...
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async def list_shields(self) -> List[Shield]: ...
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@webmethod(route="/shields/get", method="GET")
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async def get_shield(self, identifier: str) -> Optional[ShieldDefWithProvider]: ...
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async def get_shield(self, identifier: str) -> Optional[Shield]: ...
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@webmethod(route="/shields/register", method="POST")
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async def register_shield(self, shield: ShieldDefWithProvider) -> None: ...
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async def register_shield(
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self,
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shield_id: str,
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shield_type: ShieldType,
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provider_shield_id: Optional[str] = None,
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provider_id: Optional[str] = None,
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params: Optional[Dict[str, Any]] = None,
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) -> Shield: ...
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