Create a tool to do retrieval of documents. Args: retriever: The retriever to use for the retrieval name: The name for the tool. This will be passed to the language model, so should be unique and somewhat descriptive. description: The description for the tool
(
retriever: BaseRetriever,
name: str,
description: str,
*,
document_prompt: Optional[BasePromptTemplate] = None,
document_separator: str = "\n\n",
)
| 1004 | |
| 1005 | |
| 1006 | def create_retriever_tool( |
| 1007 | retriever: BaseRetriever, |
| 1008 | name: str, |
| 1009 | description: str, |
| 1010 | *, |
| 1011 | document_prompt: Optional[BasePromptTemplate] = None, |
| 1012 | document_separator: str = "\n\n", |
| 1013 | ) -> Tool: |
| 1014 | """Create a tool to do retrieval of documents. |
| 1015 | |
| 1016 | Args: |
| 1017 | retriever: The retriever to use for the retrieval |
| 1018 | name: The name for the tool. This will be passed to the language model, |
| 1019 | so should be unique and somewhat descriptive. |
| 1020 | description: The description for the tool. This will be passed to the language |
| 1021 | model, so should be descriptive. |
| 1022 | |
| 1023 | Returns: |
| 1024 | Tool class to pass to an agent |
| 1025 | """ |
| 1026 | document_prompt = document_prompt or PromptTemplate.from_template("{page_content}") |
| 1027 | func = partial( |
| 1028 | _get_relevant_documents, |
| 1029 | retriever=retriever, |
| 1030 | document_prompt=document_prompt, |
| 1031 | document_separator=document_separator, |
| 1032 | ) |
| 1033 | afunc = partial( |
| 1034 | _aget_relevant_documents, |
| 1035 | retriever=retriever, |
| 1036 | document_prompt=document_prompt, |
| 1037 | document_separator=document_separator, |
| 1038 | ) |
| 1039 | return Tool( |
| 1040 | name=name, |
| 1041 | description=description, |
| 1042 | func=func, |
| 1043 | coroutine=afunc, |
| 1044 | args_schema=RetrieverInput, |
| 1045 | ) |
| 1046 | |
| 1047 | |
| 1048 | ToolsRenderer = Callable[[List[BaseTool]], str] |
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