#i SrSSKrSSKrSSKrSSKJr SSKJr SSKJrJ r J r SSK J r "SS\R5r"S S \R5rS S\S\S\S\ \S\S\R$4 SjjrS\S\R$4SjrS\R$S\S\4SjrS!S\R$S\S\\\ 4S\ \4Sjjr\"S S S S S9rg)"z Logging configuration for the RAG system. This module provides structured logging capabilities with different log levels, JSON formatting for production, and configurable outputs. N)datetime)Path)DictAnyOptional)BASE_DIRc>\rSrSrSrS\R S\4SjrSr g) JSONFormatterz&JSON formatter for structured logging.recordreturnc[R"UR5R5URUR UR 5URURURS.nUR(aURUR5US'[US5(aURUR5 [R "USS9$)N) timestamplevelloggermessagemodulefunctionline exception extra_fieldsF) ensure_ascii)r fromtimestampcreated isoformat levelnamename getMessagerfuncNamelinenoexc_infoformatExceptionhasattrupdaterjsondumps)selfr log_entrys ;/var/www/html/leadgen/backtest/airagagent/logging_config.pyformatJSONFormatter.formats!//?IIK%%kk((*mmMM  ??%)%9%9&//%JIk " 6> * *   V00 1zz)%88N __name__ __module__ __qualname____firstlineno____doc__logging LogRecordstrr*__static_attributes__r-r,r)r r s09W..939r,r c>\rSrSrSrS\R S\4SjrSr g)ConsoleFormatter*z!Human-readable console formatter.r r cB[R"UR5RS5nSURS3nSUR S3nUR 5nUSUSUSU3nUR(a!USURUR53- nU$)Nz%Y-%m-%d %H:%M:%S[]  ) rrrstrftimerrrr!r")r'r rrrr formatteds r)r*ConsoleFormatter.format-s**6>>:CCDWX F$$%Q'V]]O1%##% k5'6(!G9=  ?? 2d226??CDE EIr,r-Nr.r-r,r)r9r9*s+ W.. 3 r,r9INFOTFr log_to_filelog_to_consolelog_dir json_formatr c@Uc [S- nURSSS9 [[UR 5[R 5n[R "5nURU5 URSSHnURU5 M [5n[5n U(aW[R"[R5n U RU5 U RU5 UR!U 5 U(Ga US["R$"5R'S5S3- n [R("U SS 9n U RU5 U(aU RU 5 OU RU5 UR!U 5 US ["R$"5R'S5S3- n [R("U SS 9nUR[R*5 URU5 UR!U5 U$) a Set up logging configuration for the RAG system. Args: level: Logging level (DEBUG, INFO, WARNING, ERROR, CRITICAL) log_to_file: Whether to log to file log_to_console: Whether to log to console log_dir: Directory for log files (defaults to BASE_DIR/logs) json_format: Whether to use JSON formatting for file logs Returns: Root logger configured with the specified settings NlogsT)parentsexist_ok rag_system_z%Y%m%dz.logzutf-8)encodingrag_system_errors_)rmkdirgetattrr4upperrC getLoggersetLevelhandlers removeHandlerr9r StreamHandlersysstdout setFormatter addHandlerrnowr@ FileHandlerWARNING)rrDrErFrG numeric_levelrhandlerconsole_formatterjson_formatterconsole_handlerlog_file file_handlererror_log_file error_handlers r) setup_loggingrg<s(V# MM$M.GU[[]GLLAM   F OOM"??1%W%&)*"_N!// ;  /$$%67/*{8<<>+B+B8+L*MTRR**8gF m,   % %n 5  % %&7 8,'!%7 8O8OPX8Y7ZZ^#__++NWM w/""#45-( Mr,rc.[R"U5$)z Get a logger instance for a specific module. Args: name: Logger name (usually __name__) Returns: Configured logger instance )r4rR)rs r) get_loggerris   T ""r,r operationdurationc @URSUSUSS3SXS.UE0S9 g) zLog performance metrics.z Performance: z completed in z.3fsr)rjrk)extraN)info)rrjrkrs r)log_performancerps8 KK  {.#a@Y]P\]^r,errorcontextrc UcSURR3nURUUSURR[U5S.UE0S9 g)z1Log an error with additional context information.NzError occurred: r) error_type error_message)r!rn) __class__r/rqr6)rrqrrrs r)log_error_with_contextrwsb$U__%=%=$>? LL #oo66!$U  r,)rrDrErG)rCTTNF)N)r3r4r%rWrpathlibrtypingrrrairagagent.configr Formatterr r9r6boolLoggerrgrifloatrp Exceptionrwdefault_loggerr-r,r)rs1 &&&9G%%92w((&" E EEEd^ E  E  ^^ EP #S #W^^ #GNNse"  NN #s(^c] 0  r,