基于 LSTM 深度学习模型的日志异常检测

日志模式识别

日志样例

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2021-03-11 09:23:17,195 [OCKey:HlTOgWeM-LYFkTMn2wsXcEd] DEBUG com.dawninfotek.base.security.WebAppSafeGuard - BaseWebAppSafeGuard.class::key = beneAcctNo4 value = 1
2021-03-11 09:23:17,849 [OCKey:zQXeCzqsWdY9_GliHIoAIpI] DEBUG com.dawninfotek.base.action.BaseDispatchAction - com.dawninfotek.easybanking.web.pr.olbfinance.polbfinancemyfinancenew.POLBFinanceMyFinanceAction::Base BaseDispatchAction - link6::37003747
2021-03-11 09:23:18,635 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG com.dawninfotek.base.dac.ConnectionFactory - java.lang.Class::Getting a connection from dataSource
2021-03-11 09:23:18,635 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG com.dawninfotek.base.dac.ConnectionFactory - java.lang.Class::got connection com.ibm.ws.rsadapter.jdbc.WSJdbcConnection@3bfa1e18 from dataSource: auto Commit = false
2021-03-11 09:23:18,635 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG java.sql.Connection - {conn-12085845} Connection
2021-03-11 09:23:18,635 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG java.sql.Connection - {conn-12085845} Preparing Statement:          select count(T.CUSTNO) from PERCRMPRODUCTDUEDATE t where t.CUSTNO=? and t.READFLAG = '0'
2021-03-11 09:23:18,635 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG java.sql.PreparedStatement - {pstm-12085846} Executing Statement:          select count(T.CUSTNO) from PERCRMPRODUCTDUEDATE t where t.CUSTNO=? and t.READFLAG = '0'
2021-03-11 09:23:18,636 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG java.sql.PreparedStatement - {pstm-12085846} Parameters: [42300205]
2021-03-11 09:23:18,636 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG java.sql.PreparedStatement - {pstm-12085846} Types: [java.lang.String]
2021-03-11 09:23:18,636 [OCKey:cSrKSPklI9-juH5TB1VdT6N] DEBUG com.dawninfotek.easybanking.base.process.EasyBankingProcessManager - com.dawninfotek.easybanking.base.process.EasyBankingProcessManager::Start to commit transaction for DAC:EasyBankingSample
笔记