@hm<SrSSKJr SSKrSSKJr SSKJrJrJ r SSK r SSK J r SSK JrJrJr SSKJr SS KJr SS KJr SS KJr SS KJr SS KJr SSKJr SSKJ r SSK!J"r" SSK#J$r$ SSK%J&r& SSK'J(r( SSK)J*r* SSK+J,r, SSK-J.r.J/r/ \(a SSK0J1r1 SSK2J3r3 SSK4J5r5J6r6 Sr8SKSjr9SLSjr:SMSjr;SNS jrSQS#jr?SRS$jr@SSS%jrASPS&jrBSTS'jrCSUS(jrDSPS)jrESVS*jrFSWS+jrGSXS,jrHSYS-jrISZS.jrJS[S/jrKS\S0jrL0S1\K_S2\:_S3\9_S4\>_S5\?_S6\@_S7\L_S8\B_S9\D_S:\;_S;\<_S<\=_S=\A_S>\C_S?\E_S@\F_SA\I_\G\H\JSB.ErM\ "SCSDSESF9S]SGj5rN\ "SCSDSESF9S^SHj5rOS_SIjrPg!\7a SJSjr5SJSjr6Nf=f)`z!Functionality for loading chains.) annotationsN)Path) TYPE_CHECKINGAnyUnion) deprecated)_load_output_parser load_promptload_prompt_from_config)ReduceDocumentsChain)APIChain)Chain)MapReduceDocumentsChain)MapRerankDocumentsChain)RefineDocumentsChain)StuffDocumentsChain)HypotheticalDocumentEmbedder)LLMChain)LLMCheckerChain) LLMMathChain)QAWithSourcesChain)RetrievalQAWithSourcesChain)VectorDBQAWithSourcesChain) RetrievalQA VectorDBQAGraphCypherQAChainLLMRequestsChain)load_llmload_llm_from_configcSn[U5e)NzTo use this load_llm functionality you must install the langchain_community package. You can install it with `pip install langchain_community` ImportErrorargskwargsmsgs P/var/www/html/shao/venv/lib/python3.13/site-packages/langchain/chains/loading.pyr r * H #cSn[U5e)NzTo use this load_llm_from_config functionality you must install the langchain_community package. You can install it with `pip install langchain_community`r#r%s r)r!r!2r*r+zHhttps://raw.githubusercontent.com/hwchase17/langchain-hub/master/chains/c zSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5n[ U5nO.SU;a[ URS55nO Sn[U5e[ U5 [SX6S.UD6$) z Load LLM chain from config dict.llmllm_path+One of `llm` or `llm_path` must be present.prompt prompt_pathz1One of `prompt` or `prompt_path` must be present.r.r1)popr!r ValueErrorr r r r)configr' llm_configr.r( prompt_configr1s r)_load_llm_chainr:>s ZZ& ":88 v vzz*-88;o6 8, (7 & VZZ 67Ao  5 5f 55r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5nO Sn[U5e[ SUUS.UD6$)z;Load hypothetical document embedder chain from config dict. llm_chainllm_chain_path7One of `llm_chain` or `llm_chain_path` must be present. embeddingsz`embeddings` must be present.)r<base_embeddingsr4)r5load_chain_from_config load_chainr6r)r7r'llm_chain_configr<r(r?s r)_load_hyde_chainrDVsf!::k2*+;FvF V #vzz*:;FvF GovZZ - -o ' "   r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ U[ 5(dSU3n[U5eSU;aURS5n[ U5nO.SU;a[URS55nO Sn[U5e[S UUS.UD6$) Nr<r=r>Expected LLMChain, got document_promptdocument_prompt_pathzCOne of `document_prompt` or `document_prompt_path` must be present.)r<rGr4) r5rArBr6 isinstancerr r r)r7r'rCr<r(r9rGs r)_load_stuff_documents_chainrJlsf!::k2*+;FvF V #vzz*:;FvF Go i * *' {3oF" #45 1-@ 6 )%fjj1G&HISo  '   r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ U[ 5(dSU3n[U5eSU;a[URS540UD6nO.SU;a[URS540UD6nO [ U40UD6n[SUUS.UD6$) Nr<r=r>rFreduce_documents_chainreduce_documents_chain_path)r<rLr4)r5rArBr6rIr_load_reduce_documents_chainr)r7r'rCr<r(rLs r) _load_map_reduce_documents_chainrOsf!::k2*+;FvF V #vzz*:;FvF Go i * *' {3o6)!7 JJ/ 0" "  '& 0!+ JJ4 5" "  ">f!O!O " 5   r+c SnSnSU;aURS5n[U40UD6nOuSU;aURS5n[U40UD6nOQSU;a[URS540UD6nO/SU;a[URS540UD6nO Sn[U5eSU;a$URS5nUcSnOz[U40UD6nOmSU;a[URS540UD6nOKSU;a$URS5nUcSnO.[U40UD6nO!S U;a[URS 540UD6n[ S UUS .UD6$) Ncombine_documents_chaincombine_document_chaincombine_documents_chain_pathcombine_document_chain_pathSOne of `combine_documents_chain` or `combine_documents_chain_path` must be present.collapse_documents_chaincollapse_documents_chain_pathcollapse_document_chaincollapse_document_chain_path)rQrVr4)r5rArBr6r )r7r'rQrVcombine_document_chain_configr(collapse_document_chain_configs r)rNrNs"# F*(. 3L(M%"8 )# #  "V +(. 3K(L%"8 )# #  (6 1", JJ5 6# #  '& 0", JJ4 5# #   > o!V+)/4N)O& ) 1'+ $'=.(( $ )F 2#- JJ6 7$ $   #f ,)/4M)N& ) 1'+ $'=.(( $ (6 1#- JJ5 6$ $    7!9   r+c Sn[U5e)z$Load LLM Bash chain from config dictaLLMBash Chain is not available through LangChain anymore. The relevant code can be found in langchain_experimental, but it is not appropriate for production usage due to security concerns. Please refer to langchain-experimental repository for more details.NotImplementedErrorr7r'r(s r)_load_llm_bash_chainr`s X c ""r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5n[ U5nO SU;a[ URS55nSU;aURS5n[ U5nO SU;a[ URS55nSU;aURS5n [ U 5n O S U;a[ URS 55n S U;aURS 5n [ U 5n O S U;a[ URS 55n [ S UWWW W S .UD6$)Nr.r/r0create_draft_answer_promptcreate_draft_answer_prompt_pathlist_assertions_promptlist_assertions_prompt_pathcheck_assertions_promptcheck_assertions_prompt_pathrevised_answer_promptrevised_answer_prompt_path)r.rbrdrfrhr4)r5r!r r6r r r) r7r'r8r.r(!create_draft_answer_prompt_configrblist_assertions_prompt_configrdcheck_assertions_prompt_configrfrevised_answer_prompt_configrhs r)_load_llm_checker_chainrns ZZ& ":88 v vzz*-88;o#v-,2JJ7S,T)%< -& " +f 4%0 JJ8 9& " 6)(. 3K(L%!89V!W && 0!,VZZ8U-V!W F*)/4M)N&"9 *#  (6 1"- JJ5 6# &('-zz2I'J$ 78T U % / +FJJ7S,T U   #=5 73     r+c SnSU;aURS5n[U40UD6nOuSU;a[URS540UD6nOSSU;aURS5n[U40UD6nO/SU;a[ URS540UD6nO Sn[ U5eSU;aURS5n[ U5nO SU;a[URS55nU(a[S UWS.UD6$[S WWS .UD6$) Nr<r=r.r/r>r1r2)r<r1r3r4) r5rArBr!r r6r r r) r7r'r<rCr8r.r(r9r1s r)_load_llm_math_chainrp.s If!::k2*+;FvF V #vzz*:;FvF &ZZ& ":88 v vzz*-88Go6 8, (7 & VZZ 67IiI&II  9C 9& 99r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SSU0UD6$)Nr<r=r>r4)r5rArBr6r)r7r'rCr<r(s r) _load_map_rerank_documents_chainrrJsnf!::k2*+;FvF V #vzz*:;FvF Go " AY A& AAr+c Sn[U5e)NzPALChain is not available through LangChain anymore. The relevant code can be found in langchain_experimental, but it is not appropriate for production usage due to security concerns. Please refer to langchain-experimental repository for more details.r]r_s r)_load_pal_chainrtYs X c ""r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5n[ U5nO SU;a[ URS55n[ S UUWS .UD6$) Ninitial_llm_chaininitial_llm_chain_pathzGOne of `initial_llm_chain` or `initial_llm_chain_path` must be present.refine_llm_chainrefine_llm_chain_pathzEOne of `refine_llm_chain` or `refine_llm_chain_path` must be present.rGrH)rvrxrGr4)r5rArBr6r r r) r7r'initial_llm_chain_configrvr(refine_llm_chain_configrxr9rGs r)_load_refine_documents_chainr|csf$#)::.A#B 23KVvV !V +&vzz2J'KVvVWoV#"(**-?"@12ITVT F *%fjj1H&ITVTUoF" #45 1-@ 6 )%fjj1G&HI  +)'    r+c SU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SSU0UD6$)NrQrSrUr4)r5rArBr6r)r7r'combine_documents_chain_configrQr(s r)_load_qa_with_sources_chainrs F*)/4M)N&"8 *# #  (6 1", JJ5 6# #   > o  X6M XQW XXr+c Sn[U5e)z)Load SQL Database chain from config dict.aeSQLDatabaseChain is not available through LangChain anymore. The relevant code can be found in langchain_experimental, but it is not appropriate for production usage due to security concerns. Please refer to langchain-experimental repository for more details, or refer to this tutorial for best practices: https://python.langchain.com/docs/tutorials/sql_qa/r]r_s r)_load_sql_database_chainrs > c ""r+c SU;aURS5nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SUUS.UD6$N vectorstorez`vectorstore` must be present.rQrSrU)rQrr4)r5r6rArBrr7r'rr(r~rQs r)%_load_vector_db_qa_with_sources_chainrsjj/ .o F*)/4M)N&"8 *# #  (6 1", JJ5 6# #   > o %  7   r+c SU;aURS5nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SUUS.UD6$N retrieverz`retriever` must be present.rQrSrU)rQrr4)r5r6rArBrr7r'rr(r~rQs r)_load_retrieval_qarsfJJ{+ ,o F*)/4M)N&"8 *# #  (6 1", JJ5 6# #   > o   7   r+c SU;aURS5nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SUUS.UD6$r)r5r6rArBrrs r)%_load_retrieval_qa_with_sources_chainrsfJJ{+ ,o F*)/4M)N&"8 *# #  (6 1", JJ5 6# #   > o &  7   r+c SU;aURS5nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5e[ SUUS.UD6$r)r5r6rArBrrs r)_load_vector_db_qarsjj/ .o F*)/4M)N&"8 *# #  (6 1", JJ5 6# #   > o   7   r+c vSU;aURS5nO Sn[U5eSU;aURS5n[U40UD6nO Sn[U5eSU;aURS5n[U40UD6nO Sn[U5eSSKJn U"S UUUS .UD6$![ an S n[ U5U eSn A ff=f) Ngraphz`graph` must be present.cypher_generation_chainz*`cypher_generation_chain` must be present.qa_chainz`qa_chain` must be present.rrzTo use this GraphCypherQAChain functionality you must install the langchain_community package. You can install it with `pip install langchain_community`)rrrr4)r5r6rA*langchain_community.chains.graph_qa.cypherrr$) r7r'rr(cypher_generation_chain_configrqa_chain_configrres r)_load_graph_cypher_chainr!s& 7#(o F*)/4M)N&"8 *# #  ;oV **Z0)/DVD+o&Q   7     & H #A% &s B B8%B33B8c SU;aURS5n[U40UD6nO.SU;a[URS55nO Sn[U5eSU;aURS5n[U40UD6nO/SU;a[URS540UD6nO Sn[U5eSU;aURS5nO Sn[U5e[ S UUUS .UD6$) Napi_request_chainapi_request_chain_pathzGOne of `api_request_chain` or `api_request_chain_path` must be present.api_answer_chainapi_answer_chain_pathzEOne of `api_answer_chain` or `api_answer_chain_path` must be present.requests_wrapperz#`requests_wrapper` must be present.)rrrr4)r5rArBr6r )r7r'api_request_chain_configrr(api_answer_chain_configrrs r)_load_api_chainrHsf$#)::.A#B 23KVvV !V +&vzz2J'KLWoV#"(**-?"@12ITVT F *%fjj1H&ITVTUoV#!::&893o  +))    r+c NSSKJn SU;aURS5n[ U40UD6nO/SU;a[ URS540UD6nO Sn[ U5eSU;aURS5nU"S UUS.UD6$U"S SU0UD6$![anSn[U5UeSnAff=f) NrrzTo use this LLMRequestsChain functionality you must install the langchain package. You can install it with `pip install langchain`r<r=r>r)r<rr4)langchain.chains.llm_requestsrr$r5rArBr6)r7r'rrr(rCr<rs r)_load_llm_requests_chainrfs&Bf!::k2*+;FvF V #vzz*:;FvF GoV#!::&89 -    :i :6 ::/ & > #A% &sB B$BB$ api_chain hyde_chainr<llm_bash_chainllm_checker_chainllm_math_chainllm_requests_chain pal_chainqa_with_sources_chainstuff_documents_chainmap_reduce_documents_chainrLmap_rerank_documents_chainrefine_documents_chainsql_database_chainvector_db_qa_with_sources_chain vector_db_qa) retrieval_qaretrieval_qa_with_sources_chaingraph_cypher_chainz0.2.13zThis function is deprecated and will be removed in langchain 1.0. At that point chains must be imported from their respective modules.z1.0)sincemessageremovalc SU;a Sn[U5eURS5nU[;aSUS3n[U5e[UnU"U40UD6$)zLoad chain from Config Dict._typez#Must specify a chain Type in configzLoading z chain not supported)r6r5type_to_loader_dict)r7r'r( config_type chain_loaders r)rArAsef3o**W%K-- %9:o&{3L  )& ))r+c [U[5(a#URS5(a Sn[U5e[ U40UD6$)zAUnified method for loading a chain from LangChainHub or local fs.zlc://zLoading from the deprecated github-based Hub is no longer supported. Please use the new LangChain Hub at https://smith.langchain.com/hub instead.)rIstr startswith RuntimeError_load_chain_from_file)pathr'r(s r)rBrBsF$!9!9  3  0 00r+c D[U[5(a [U5OUnURS:Xa0UR 5n[ R "U5nSSS5 O]URRS5(a0UR 5n[R"U5nSSS5 O Sn[U5eSU;aURS5WS'SU;aURS5WS'[W40UD6$!,(df  NN=f!,(df  N_=f)zLoad chain from file.z.jsonN)z.yamlz.ymlzFile type must be json or yamlverbosememory) rIrrsuffixopenjsonloadendswithyaml safe_loadr6r5rA)filer' file_pathfr7r(s r)rrs)s33T I7" ^^ YYq\F     " "#4 5 5 ^^ ^^A&F /oF"JJy1y6!::h/x "& 3F 33!  sDD D D)r&rr'rreturnNone)r7dictr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr )r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr)r7rr'rrr )r7rr'rrr)r7rr'rrr)rUnion[str, Path]r'rrr)rrr'rrr)Q__doc__ __future__rrpathlibrtypingrrrrlangchain_core._apirlangchain_core.prompts.loadingr r r langchain.chainsr langchain.chains.api.baser langchain.chains.baser-langchain.chains.combine_documents.map_reducer-langchain.chains.combine_documents.map_rerankr)langchain.chains.combine_documents.refiner(langchain.chains.combine_documents.stuffrlangchain.chains.hyde.baserlangchain.chains.llmr!langchain.chains.llm_checker.baserlangchain.chains.llm_math.baser%langchain.chains.qa_with_sources.baser*langchain.chains.qa_with_sources.retrievalr*langchain.chains.qa_with_sources.vector_dbr"langchain.chains.retrieval_qa.baserrrrrr langchain_community.llms.loadingr r!r$URL_BASEr:rDrJrOrNr`rnrprrrtr|rrrrrrrrrrrArBrr4r+r)rs'" ,, * 2.'QQJHC)=7DRQFM>O( V60,<" """JBJ#,^:8 B  B B B#<Y* #  B< !B<$N<;:"*  0  * 288!"B:!"B:2 &'L!"&#$''L2)0  O   * *  O   1 14}s!FFF