o JjgS!@sFdZddlmZddlZddlZddlmZmZddlm Z m Z m Z m Z m Z ddlmZddlmZmZddlmZdd lmZdd lmZdd lmZmZdd lmZdd lmZddl m!Z!ddl"m#Z#ddl$m%Z%ddl&m'Z'ddl(m)Z)ddl*m+Z+m,Z,m-Z-eddddGdddeeZ.eddddGddde.Z/dS)/Question answering with sources over documents.) annotationsN)ABCabstractmethod)AnyDictListOptionalTuple) deprecated)AsyncCallbackManagerForChainRunCallbackManagerForChainRun)Document)BaseLanguageModel)BasePromptTemplate) ConfigDictmodel_validator)ReduceDocumentsChain)Chain)BaseCombineDocumentsChain)MapReduceDocumentsChain)StuffDocumentsChain)LLMChainload_qa_with_sources_chain)COMBINE_PROMPTEXAMPLE_PROMPTQUESTION_PROMPTz0.2.13z1.0zThis class is deprecated. Refer to this guide on retrieval and question answering with sources: https://python.langchain.com/v0.2/docs/how_to/qa_sources/)sinceremovalmessagec@seZdZUdZded< dZded<dZded<d Zded <d Zded <d Z ded< e e e e fdDddZe  dEdFd d!Zed"d#d$ZedGd&d'ZedGd(d)Zed*d+e dHd.d/ZdId1d2ZedJd8d9Z dKdLdsB             +