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A log analysis method and apparatus

An analysis method and log technology, applied in the computer field, can solve problems such as difficulties for maintenance personnel, no solution, extraction, etc., and achieve the effect of reducing costs and liberating manual labor

Inactive Publication Date: 2018-11-27
ZHENGZHOU YUNHAI INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Since there may be a large number of log files and a large number of log records are stored in each file, it is very difficult for maintenance personnel to analyze the content and extract the required alarm or even error information
There is currently no effective solution to the problem that it is difficult to extract the required specific information from log files in the prior art

Method used

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  • A log analysis method and apparatus
  • A log analysis method and apparatus
  • A log analysis method and apparatus

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Embodiment Construction

[0034] In order to make the object, technical solution and advantages of the present invention clearer, the embodiments of the present invention will be further described in detail below in conjunction with specific embodiments and with reference to the accompanying drawings.

[0035] It should be noted that all expressions using "first" and "second" in the embodiments of the present invention are to distinguish two entities with the same name but different parameters or parameters that are not the same, see "first" and "second" It is only for the convenience of expression, and should not be construed as a limitation on the embodiments of the present invention, which will not be described one by one in the subsequent embodiments.

[0036] Based on the above purpose, the first aspect of the embodiments of the present invention proposes an embodiment of a method capable of extracting and analyzing log information from different log files or different types of log files. figure 1...

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Abstract

The invention discloses a log analysis method and device, which comprises the following steps: collecting an existing log and extracting log information from the existing log; Digitizing log information to generate log data; The log data is reconstructed into a data structure which can be processed by machine learning model. The data structure includes training set and test set. Training and subsequently testing a plurality of machine learning models using a training set and a test set, respectively; According to the test results, the machine learning model is selected. And analyze the newly generated logs using the selected machine learning model. The invention can extract and analyze log information from different log files or different types of log files, so as to automatically infer log contents, free labor force and reduce log analysis cost.

Description

technical field [0001] The present invention relates to the computer field, and more specifically, to a log analysis method and device. Background technique [0002] BMC (Baseboard Management Controller) is a control chip that is installed on the motherboard and can remotely operate the server. It is a system independent of the server. BMC can remotely monitor some performance indicators on the server, and perform a series of operations on the server, such as power-on / off operations, firmware upgrades, and device viewing. [0003] A server usually runs multiple services, opens dozens of software, and is regularly maintained by operation and maintenance personnel. This series of operations will generate a large amount of operational data. For the security of the server, the operating system and running services usually log some key operations, such as remote login by users, connection to the database, and program crashes. When a problem occurs in the future, you can use the...

Claims

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Application Information

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IPC IPC(8): G06F11/34
CPCG06F11/3447G06F11/3476
Inventor 梁盛楠
Owner ZHENGZHOU YUNHAI INFORMATION TECH CO LTD
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