Behavior-aware approach to multi-module logs in multi-source operating data based on IT infrastructure

A technology for operating data and infrastructure, applied in the field of log clustering, which can solve problems such as lack of behavior perception methods for log modules, poor applicability, and inability to discover the potential role of log timing information well

Active Publication Date: 2020-10-23
ANHUI JIYUAN SOFTWARE CO LTD +7
View PDF5 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

These factors have led to the fact that the IT infrastructure operation and maintenance experience of Internet companies in the past can no longer meet today's needs, and proprietary methods and technologies must be designed according to the characteristics of the current enterprise architecture.
[0003] Some existing log clustering technologies are often aimed at text information, and at the same time, the purpose is to discover the theme of the text. There is a lack of behavior perception methods for the log module, or the existing methods are poor in applicability and cannot be found well. The potential role of timing information in logs

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Behavior-aware approach to multi-module logs in multi-source operating data based on IT infrastructure
  • Behavior-aware approach to multi-module logs in multi-source operating data based on IT infrastructure
  • Behavior-aware approach to multi-module logs in multi-source operating data based on IT infrastructure

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0040] In this embodiment, a log in a behavior-aware method for multi-module logs in multi-source operating data based on IT infrastructure is composed of n time-series relationship log entries. The system log when the alarm center starts, and the collection of n log entries according to the order of time sequence is recorded as I={I 1 , I 2 ,...,I i ,...,I n}, where, I i Indicates the i-th log entry in the log, and the i-th log I i There are K features, 1≤i≤n, that is, the system log contains n log entries, and the form of each entry is similar to: ([2018-03-2212:33:26,144], UE-ALARM-CENTER, INFO, pool- 2-thread-40,ModuleXMLwebApplicationContext:495,Dynamic-Module[com.sgcc.uap.cache]: Spring container initialization starts), then the K value here is 6; the multi-module contained in the definition log is N={N 1 ,N 2 ,...,N j ,...,N m}; N j Indicates the jth module in the log, and each module corresponds to a module name, 1≤j≤m, for example, com.sgcc.uap.cache is a mod...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses an IT infrastructure-based behavior perception method for multi-module logs in multi-source operation data, which comprises the following steps of 1, serializing operation logentries, screening and eliminating redundant features, and reducing the log scale; 2, initializing the quality of a log module and generating a time set; 3, distributing the operation log entries subjected to scale optimization to a log module, and updating a module behavior set; and 4, predicting the module behavior according to the module behavior set result, and labeling. According to the method, the module behavior of the log can be effectively discovered, so that the reliable information is provided for the topology discovery work of the infrastructure generating the log of the type, andthe working effectiveness of the system is improved.

Description

technical field [0001] The invention belongs to the field of log clustering, in particular to a behavior perception method for multi-module information logs in multi-source operating data based on IT infrastructure. Background technique [0002] At present, we are in the era of data explosion, and mining the valuable information contained in data has become the theme of today's information world. In order to conform to the trend of the times, the informatization of various enterprises has become an important starting point for the core competitiveness of enterprises, the realization of management innovation, and the promotion of scientific development. The rapid development and application of "cloud", "big", "thing" and "mobile" have put forward newer and higher requirements for the technical support capabilities of information and communication operations. This series of information construction effectively supports the construction and application of integrated enterprise...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & AuthorityPatents(China)
IPC IPC(8): G06F16/18G06F16/28
Inventor李昂姚峰杨波李济伟王怀宇刘树吉程周育窦国贤顾昊旻巫乾军朱亮陆宏波
OwnerANHUI JIYUAN SOFTWARE CO LTD