Ah*6SrSSKJr SSKrSSKJr SSKJrJrJ r J r J r SSK J r SSKJr SSKJr SS KJr SS KJr SS KJr SS KJr SS KJr SSKJrJrJrJ r J!r!J"r" SSK#J$r$ SSK%J&r& SSK'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1 SSK2J3r3 "SS\\"5r4SSSS.S#Sjjr5S$Sjr6S%Sjr7S\8"\5\8"\!5SSS.S&Sjjr9\ "SSSS9S\8"\5\8"\!5SS4S'S jj5r:S\8"\5\8"\!5SSSS!.S(S"jjr;g))z@LLM Chain for turning a user text query into a structured query.) annotationsN)Sequence)AnyCallableOptionalUnioncast) deprecated)OutputParserException)BaseLanguageModel)BaseOutputParser)parse_and_check_json_markdown)BasePromptTemplate)FewShotPromptTemplate)Runnable) Comparator ComparisonFilterDirective OperationOperatorStructuredQuery)LLMChain) get_parser) DEFAULT_EXAMPLESDEFAULT_PREFIXDEFAULT_SCHEMA_PROMPTDEFAULT_SUFFIXEXAMPLE_PROMPTEXAMPLES_WITH_LIMITPREFIX_WITH_DATA_SOURCESCHEMA_WITH_LIMIT_PROMPTSUFFIX_WITHOUT_DATA_SOURCEUSER_SPECIFIED_EXAMPLE_PROMPT) AttributeInfocb\rSrSr%SrS\S'S Sjr\S S Sjj5rSr g) StructuredQueryOutputParser+z-Output parser that parses a structured query.r ast_parsec SS/n/SQn[X5nUSb[US5S:XaSUS'USS:Xd US(dSUS'OURUS5US'URS5(dUR SS5 [ S 0UR 5VVs0sHupVXS;dM XV_M snnD6$s snnf![anSUS U3n[U5UeSnAff=f) Nqueryfilter)r*r+limitr NO_FILTERr,z Parsing text z raised following error: ) rlenr(getpopritems Exceptionr ) selftext expected_keys allowed_keysparsedkvemsgs _/var/www/html/shao/venv/lib/python3.13/site-packages/langchain/chains/query_constructor/base.pyparse!StructuredQueryOutputParser.parse1s 4$h/M7L24GFg&#fWo*>!*C"%wh;.fX6F#'x #'>>&2B#Cx ::g&& 7D)"$*LLNHNDAa6G414NH H 4"4&(DQCHC',! 3 4s0B"C$ B>2B>8C>C C'C""C'Ncb^^^U(a SUUU4SjjnO[TTTS9RnU"US9$)z Create a structured query output parser from components. Args: allowed_comparators: allowed comparators allowed_operators: allowed operators Returns: a structured query output parser cx>[[[[5R U55n[ UTTTS9$)Nallowed_comparatorsallowed_operatorsallowed_attributes)r rrrr?fix_filter_directive) raw_filterfilter_directiverFrDrEs r>r(>StructuredQueryOutputParser.from_components..ast_parseZsA#'_-L&&z2$ ,$(;&7'9 rC)r()rHstrreturnOptional[FilterDirective])rr?)clsrDrErF fix_invalidr(s ``` r>from_components+StructuredQueryOutputParser.from_componentsEs>&   #$7"3#5e  Y''rKr/)r6rLrMr)NNNF) rDOptional[Sequence[Comparator]]rEOptional[Sequence[Operator]]rFOptional[Sequence[str]]rPboolrMr&) __name__ __module__ __qualname____firstlineno____doc____annotations__r? classmethodrQ__static_attributes__r/rKr>r&r&+sf7S4(?C:>6:! &(;&(8&(4 &(  &( % &(&(rKr&rCc `U(dU(dU(aU(dU$[U[5(a2U(aURU;agU(aURU;agU$[U[5(aU(aUR U;agUR Vs/sH"nUcM[[[UUUUS95PM$ nnU(dg[U5S:Xa3UR [R[R4;aUS$[ UR US9$U$s snf)aHFix invalid filter directive. Args: filter: Filter directive to fix. allowed_comparators: allowed comparators. Defaults to all comparators. allowed_operators: allowed operators. Defaults to all operators. allowed_attributes: allowed attributes. Defaults to all attributes. Returns: Fixed filter directive. NrCr)operator arguments) isinstancer comparator attributerrarbr rrGr0rANDOR)r+rDrErFargargss r>rGrGos&!$59K  &*%% 6#4#4foo(,, 1LL7N__   M+  s !D++D+c0nUH!n[U5nX1URS5'M# [R"USS9R SS5R SS5$)Nnameindent{{{}}})dictr2jsondumpsreplace)info info_dictsii_dicts r>_format_attribute_infor{sXJ a)/6::f%& ::j + 3 3C > F FsD QQrKc/n[U5HWunup4[R"USS9RSS5RSS5nUS-UUS.nUR U5 MY U$) zConstruct examples from input-output pairs. Args: input_output_pairs: Sequence of input-output pairs. Returns: List of examples. rlrmrorprqrrr`)ry user_querystructured_request) enumeratertrurvappend)input_output_pairsexamplesry_inputoutputr~examples r>construct_examplesrsyH();< F JJva ( 0 0d ; C CC N Q "4    = OrKFrrDrE enable_limit schema_promptc dU(a[O[nU=(d Un[U5n URSR U5SR U5S9n U(a`[ US[ 5(aH[U5n[n [R"U UU S9n [R"[U5S-S9n OXU=(d U(a[O[n[n [R"U S9n [ R"[U5S-UU S9n [#S [%U5U S /U U S .UD6$) aCreate query construction prompt. Args: document_contents: The contents of the document to be queried. attribute_info: A list of AttributeInfo objects describing the attributes of the document. examples: Optional list of examples to use for the chain. allowed_comparators: Sequence of allowed comparators. allowed_operators: Sequence of allowed operators. enable_limit: Whether to enable the limit operator. Defaults to False. schema_prompt: Prompt for describing query schema. Should have string input variables allowed_comparators and allowed_operators. kwargs: Additional named params to pass to FewShotPromptTemplate init. Returns: A prompt template that can be used to construct queries. z | )rDrEr)schemacontent attributesr`)ry)r)ryrrr*)rexample_promptinput_variablessuffixprefixr/)r!rr{formatjoinrctuplerr#r r"r0rrrrrrlist)document_contentsattribute_inforrDrErrkwargsdefault_schema_prompt attribute_strrrrrs r>get_query_constructor_promptrs2:%1 6K":%:M*>:M  ! !!JJ':;**%67"FJx{E22%h/6(//%$  ,22S]Q5FG #/ 5E (&&f5&&(ma%$  ! h%      rKz0.2.13load_query_constructor_runnablez1.0)since alternativeremovalc [UUUUUUUS9n UV s/sH)n [U [5(a U ROU SPM+ n n [R UUU S9n Xl[SX U S.UD6$s sn f)aLoad a query constructor chain. Args: llm: BaseLanguageModel to use for the chain. document_contents: The contents of the document to be queried. attribute_info: Sequence of attributes in the document. examples: Optional list of examples to use for the chain. allowed_comparators: Sequence of allowed comparators. Defaults to all Comparators. allowed_operators: Sequence of allowed operators. Defaults to all Operators. enable_limit: Whether to enable the limit operator. Defaults to False. schema_prompt: Prompt for describing query schema. Should have string input variables allowed_comparators and allowed_operators. **kwargs: Arbitrary named params to pass to LLMChain. Returns: A LLMChain that can be used to construct queries. rrkrC)llmprompt output_parserr/)rrcr$rkr&rQrr) rrrrrDrErrrrainforFrs r>load_query_constructor_chainr sD*/+!#F$#E! 66 E&MI#0??/+-@M )  R- R6 RRs/A.)rrDrErrrPc [UU4UUUUUS.U D6n UV s/sH)n [U [5(a U ROU SPM+ n n [R UUU US9n X-U -$s sn f)aLoad a query constructor runnable chain. Args: llm: BaseLanguageModel to use for the chain. document_contents: Description of the page contents of the document to be queried. attribute_info: Sequence of attributes in the document. examples: Optional list of examples to use for the chain. allowed_comparators: Sequence of allowed comparators. Defaults to all Comparators. allowed_operators: Sequence of allowed operators. Defaults to all Operators. enable_limit: Whether to enable the limit operator. Defaults to False. schema_prompt: Prompt for describing query schema. Should have string input variables allowed_comparators and allowed_operators. fix_invalid: Whether to fix invalid filter directives by ignoring invalid operators, comparators and attributes. kwargs: Additional named params to pass to FewShotPromptTemplate init. Returns: A Runnable that can be used to construct queries. rrk)rDrErFrP)rrcr$rkr&rQ)rrrrrDrErrrPrrrrFrs r>rrBsD* /+!#   F$#E! 66 E&MI#0??/+- @M <- ''s/A&) r+rNrDrSrErTrFrUrMrN)rw$Sequence[Union[AttributeInfo, dict]]rMrL)rzSequence[tuple[str, dict]]rMz list[dict])rrLrrrOptional[Sequence]rDSequence[Comparator]rESequence[Operator]rrVrOptional[BasePromptTemplate]rrrMr)rr rrLrrrzOptional[list]rDrrErrrVrrrrrMr)rr rrLrrrrrDrrErrrVrrrPrVrrrMr)rslF" $77*;<:L5A-*@   DA("2?"CA(N;?6:26 5 %5854 5 0 5  5pR6$(05j0A,1(O26@@8@! @ . @ * @@0@@@F 1  $05j0A,1(O261S 1S1S91S 1S . 1S * 1S1S01S1S1S  1Sr$(05j0A,1(O266( 6(6(96( ! 6( . 6(*6(6(06(6(6(6(rK