mirror of
https://github.com/meta-llama/llama-stack.git
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171 lines
5.2 KiB
Python
171 lines
5.2 KiB
Python
# 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, AsyncGenerator, Dict, List
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from llama_stack.distribution.datatypes import RoutingTable
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from llama_stack.apis.memory import * # noqa: F403
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from llama_stack.apis.inference import * # noqa: F403
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from llama_stack.apis.safety import * # noqa: F403
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class MemoryRouter(Memory):
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"""Routes to an provider based on the memory bank identifier"""
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def __init__(
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self,
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routing_table: RoutingTable,
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) -> None:
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self.routing_table = routing_table
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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 list_memory_banks(self) -> List[MemoryBankDef]:
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return self.routing_table.list_memory_banks()
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async def get_memory_bank(self, identifier: str) -> Optional[MemoryBankDef]:
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return self.routing_table.get_memory_bank(identifier)
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async def register_memory_bank(self, bank: MemoryBankDef) -> None:
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await self.routing_table.register_memory_bank(bank)
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async def insert_documents(
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self,
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bank_id: str,
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documents: List[MemoryBankDocument],
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ttl_seconds: Optional[int] = None,
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) -> None:
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return await self.routing_table.get_provider_impl(bank_id).insert_documents(
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bank_id, documents, ttl_seconds
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)
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async def query_documents(
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self,
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bank_id: str,
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query: InterleavedTextMedia,
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params: Optional[Dict[str, Any]] = None,
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) -> QueryDocumentsResponse:
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return await self.routing_table.get_provider_impl(bank_id).query_documents(
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bank_id, query, params
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)
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class InferenceRouter(Inference):
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"""Routes to an provider based on the model"""
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def __init__(
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self,
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routing_table: RoutingTable,
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) -> None:
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self.routing_table = routing_table
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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 list_models(self) -> List[ModelDef]:
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return self.routing_table.list_models()
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async def get_model(self, identifier: str) -> Optional[ModelDef]:
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return self.routing_table.get_model(identifier)
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async def register_model(self, model: ModelDef) -> None:
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await self.routing_table.register_model(model)
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async def chat_completion(
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self,
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model: str,
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messages: List[Message],
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sampling_params: Optional[SamplingParams] = SamplingParams(),
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tools: Optional[List[ToolDefinition]] = None,
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tool_choice: Optional[ToolChoice] = ToolChoice.auto,
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tool_prompt_format: Optional[ToolPromptFormat] = ToolPromptFormat.json,
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stream: Optional[bool] = False,
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logprobs: Optional[LogProbConfig] = None,
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) -> AsyncGenerator:
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params = dict(
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model=model,
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messages=messages,
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sampling_params=sampling_params,
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tools=tools or [],
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tool_choice=tool_choice,
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tool_prompt_format=tool_prompt_format,
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stream=stream,
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logprobs=logprobs,
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)
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# TODO: we need to fix streaming response to align provider implementations with Protocol.
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async for chunk in self.routing_table.get_provider_impl(model).chat_completion(
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**params
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):
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yield chunk
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async def completion(
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self,
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model: str,
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content: InterleavedTextMedia,
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sampling_params: Optional[SamplingParams] = SamplingParams(),
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stream: Optional[bool] = False,
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logprobs: Optional[LogProbConfig] = None,
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) -> Union[CompletionResponse, CompletionResponseStreamChunk]:
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return await self.routing_table.get_provider_impl(model).completion(
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model=model,
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content=content,
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sampling_params=sampling_params,
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stream=stream,
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logprobs=logprobs,
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)
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async def embeddings(
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self,
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model: str,
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contents: List[InterleavedTextMedia],
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) -> EmbeddingsResponse:
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return await self.routing_table.get_provider_impl(model).embeddings(
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model=model,
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contents=contents,
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)
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class SafetyRouter(Safety):
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def __init__(
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self,
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routing_table: RoutingTable,
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) -> None:
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self.routing_table = routing_table
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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 list_shields(self) -> List[ShieldDef]:
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return self.routing_table.list_shields()
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async def get_shield(self, shield_type: str) -> Optional[ShieldDef]:
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return self.routing_table.get_shield(shield_type)
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async def register_shield(self, shield: ShieldDef) -> None:
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await self.routing_table.register_shield(shield)
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async def run_shield(
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self,
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shield_type: 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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return await self.routing_table.get_provider_impl(shield_type).run_shield(
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shield_type=shield_type,
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messages=messages,
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params=params,
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)
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