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387 | class ToolRetrieverRouterQueryEngine(BaseQueryEngine):
"""工具检索路由查询引擎。
选择一组候选查询引擎来执行查询。
Args:
retriever(ObjectRetriever):检索器,用于检索一组查询引擎工具。
service_context(Optional[ServiceContext]):服务上下文。
summarizer(Optional[TreeSummarize]):树摘要器,用于总结子结果。"""
def __init__(
self,
retriever: ObjectRetriever[QueryEngineTool],
llm: Optional[LLM] = None,
service_context: Optional[ServiceContext] = None,
summarizer: Optional[TreeSummarize] = None,
) -> None:
llm = llm or llm_from_settings_or_context(Settings, service_context)
self._summarizer = summarizer or TreeSummarize(
llm=llm,
summary_template=DEFAULT_TREE_SUMMARIZE_PROMPT_SEL,
)
self._retriever = retriever
super().__init__(
callback_manager_from_settings_or_context(Settings, service_context)
)
def _get_prompt_modules(self) -> PromptMixinType:
"""获取提示子模块。"""
# NOTE: don't include tools for now
return {"summarizer": self._summarizer}
def _query(self, query_bundle: QueryBundle) -> RESPONSE_TYPE:
with self.callback_manager.event(
CBEventType.QUERY, payload={EventPayload.QUERY_STR: query_bundle.query_str}
) as query_event:
query_engine_tools = self._retriever.retrieve(query_bundle)
responses = []
for query_engine_tool in query_engine_tools:
query_engine = query_engine_tool.query_engine
responses.append(query_engine.query(query_bundle))
if len(responses) > 1:
final_response = combine_responses(
self._summarizer, responses, query_bundle
)
else:
final_response = responses[0]
# add selected result
final_response.metadata = final_response.metadata or {}
final_response.metadata["retrieved_tools"] = query_engine_tools
query_event.on_end(payload={EventPayload.RESPONSE: final_response})
return final_response
async def _aquery(self, query_bundle: QueryBundle) -> RESPONSE_TYPE:
with self.callback_manager.event(
CBEventType.QUERY, payload={EventPayload.QUERY_STR: query_bundle.query_str}
) as query_event:
query_engine_tools = self._retriever.retrieve(query_bundle)
tasks = []
for query_engine_tool in query_engine_tools:
query_engine = query_engine_tool.query_engine
tasks.append(query_engine.aquery(query_bundle))
responses = run_async_tasks(tasks)
if len(responses) > 1:
final_response = await acombine_responses(
self._summarizer, responses, query_bundle
)
else:
final_response = responses[0]
# add selected result
final_response.metadata = final_response.metadata or {}
final_response.metadata["retrieved_tools"] = query_engine_tools
query_event.on_end(payload={EventPayload.RESPONSE: final_response})
return final_response
|