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safety API cleanup part 1
Sample adapter implementation for Bedrock implementation of Guardrails
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7 changed files with 130 additions and 78 deletions
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@ -5,87 +5,43 @@
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# the root directory of this source tree.
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from enum import Enum
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from typing import Dict, List, Optional, Protocol, Union
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from typing import Any, Dict, Protocol
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from llama_models.schema_utils import json_schema_type, webmethod
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from pydantic import BaseModel, validator
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from pydantic import BaseModel
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from llama_models.llama3.api.datatypes import * # noqa: F403
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from llama_stack.apis.common.deployment_types import RestAPIExecutionConfig
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@json_schema_type
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class BuiltinShield(Enum):
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llama_guard = "llama_guard"
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code_scanner_guard = "code_scanner_guard"
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third_party_shield = "third_party_shield"
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injection_shield = "injection_shield"
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jailbreak_shield = "jailbreak_shield"
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ShieldType = Union[BuiltinShield, str]
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class ViolationLevel(Enum):
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INFO = "info"
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WARN = "warn"
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ERROR = "error"
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@json_schema_type
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class OnViolationAction(Enum):
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IGNORE = 0
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WARN = 1
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RAISE = 2
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class SafetyViolation(BaseModel):
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violation_level: ViolationLevel
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# what message should you convey to the user
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user_message: Optional[str] = None
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@json_schema_type
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class ShieldDefinition(BaseModel):
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shield_type: ShieldType
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description: Optional[str] = None
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parameters: Optional[Dict[str, ToolParamDefinition]] = None
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on_violation_action: OnViolationAction = OnViolationAction.RAISE
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execution_config: Optional[RestAPIExecutionConfig] = None
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@validator("shield_type", pre=True)
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@classmethod
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def validate_field(cls, v):
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if isinstance(v, str):
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try:
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return BuiltinShield(v)
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except ValueError:
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return v
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return v
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@json_schema_type
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class ShieldResponse(BaseModel):
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shield_type: ShieldType
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# TODO(ashwin): clean this up
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is_violation: bool
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violation_type: Optional[str] = None
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violation_return_message: Optional[str] = None
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@validator("shield_type", pre=True)
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@classmethod
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def validate_field(cls, v):
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if isinstance(v, str):
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try:
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return BuiltinShield(v)
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except ValueError:
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return v
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return v
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@json_schema_type
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class RunShieldRequest(BaseModel):
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messages: List[Message]
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shields: List[ShieldDefinition]
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# additional metadata (including specific violation codes) more for
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# debugging, telemetry
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metadata: Dict[str, Any] = Field(default_factory=dict)
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@json_schema_type
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class RunShieldResponse(BaseModel):
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responses: List[ShieldResponse]
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violation: Optional[SafetyViolation] = None
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ShieldType = str
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class Safety(Protocol):
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@webmethod(route="/safety/run_shields")
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async def run_shields(
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self,
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messages: List[Message],
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shields: List[ShieldDefinition],
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@webmethod(route="/safety/run_shield")
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async def run_shield(
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self, shield: ShieldType, messages: List[Message], params: Dict[str, Any] = None
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) -> RunShieldResponse: ...
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5
llama_stack/providers/adapters/safety/__init__.py
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5
llama_stack/providers/adapters/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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17
llama_stack/providers/adapters/safety/bedrock/__init__.py
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17
llama_stack/providers/adapters/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 llama_stack.distribution.datatypes import RemoteProviderConfig
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from .config import BedrockSafetyRequestProviderData # noqa: F403
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async def get_adapter_impl(config: RemoteProviderConfig, _deps):
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from .bedrock import BedrockSafetyAdapter
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impl = BedrockSafetyAdapter(config.url)
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await impl.initialize()
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return impl
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52
llama_stack/providers/adapters/safety/bedrock/bedrock.py
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52
llama_stack/providers/adapters/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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from typing import List
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from llama_stack.apis.safety import * # noqa: F403
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from llama_stack.providers.utils import get_request_provider_data
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from .config import BedrockSafetyRequestProviderData
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class BedrockSafetyAdapter(Safety):
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def __init__(self, url: str) -> None:
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self.url = url
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pass
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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 run_shield(
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self,
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shield: ShieldType,
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messages: List[Message],
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) -> RunShieldResponse:
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# clients will set api_keys by doing something like:
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#
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# client = llama_stack.LlamaStack()
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# await client.safety.run_shield(
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# shield_type="aws_guardrail_type",
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# messages=[ ... ],
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# x_llamastack_provider_data={
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# "aws_api_key": "..."
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# }
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# )
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#
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# This information will arrive at the LlamaStack server via a HTTP Header.
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#
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# The server will then provide you a type-checked version of this provider data
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# automagically by extracting it from the header and validating it with the
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# BedrockSafetyRequestProviderData class you will need to register in the provider
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# registry.
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#
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provider_data: BedrockSafetyRequestProviderData = get_request_provider_data()
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# use `aws_api_key` to pass to the AWS servers in whichever form
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raise NotImplementedError()
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12
llama_stack/providers/adapters/safety/bedrock/config.py
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12
llama_stack/providers/adapters/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 pydantic import BaseModel
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class BedrockSafetyRequestProviderData(BaseModel):
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aws_api_key: str
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# other AWS specific keys you may need
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@ -23,13 +23,6 @@ from .shields import (
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)
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def resolve_and_get_path(model_name: str) -> str:
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model = resolve_model(model_name)
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assert model is not None, f"Could not resolve model {model_name}"
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model_dir = model_local_dir(model.descriptor())
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return model_dir
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class MetaReferenceSafetyImpl(Safety):
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def __init__(self, config: SafetyConfig) -> None:
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self.config = config
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model_dir = resolve_and_get_path(shield_cfg.model)
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_ = PromptGuardShield.instance(model_dir)
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async def run_shields(
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async def run_shield(
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self,
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shield_type: ShieldType,
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messages: List[Message],
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shields: List[ShieldDefinition],
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) -> RunShieldResponse:
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shields = [shield_config_to_shield(c, self.config) for c in shields]
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assert shield_type in [
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"llama_guard",
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"prompt_guard",
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], f"Unknown shield {shield_type}"
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responses = await asyncio.gather(*[shield.run(messages) for shield in shields])
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return RunShieldResponse(responses=responses)
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raise NotImplementedError()
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def shield_type_equals(a: ShieldType, b: ShieldType):
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from typing import List
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from llama_stack.distribution.datatypes import Api, InlineProviderSpec, ProviderSpec
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from llama_stack.distribution.datatypes import (
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Api,
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InlineProviderSpec,
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ProviderSpec,
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remote_provider_spec,
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)
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def available_providers() -> List[ProviderSpec]:
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module="llama_stack.providers.impls.meta_reference.safety",
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config_class="llama_stack.providers.impls.meta_reference.safety.SafetyConfig",
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),
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remote_provider_spec(
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api=Api.safety,
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adapter=AdapterSpec(
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adapter_id="bedrock",
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pip_packages=[
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"aws-sdk",
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],
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module="llama_stack.providers.adapters.safety.bedrock",
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header_extractor="llama_stack.providers.adapters.safety.bedrock.BedrockSafetyRequestProviderData",
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),
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),
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]
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