A Log Parsing Algorithm with Source Code

Most existing log parsing algorithms are unable to fully accurately parse logs. This is because these algorithms typically assume that the original log text satisfies features and find the log templates based on these features. However, these characteristics do not always hold. Once certain parts of the log violate these characteristics, it results in the failure of mining the log templates. This paper presents the novel method to obtain the log templates by analyzing the source code which generates the logs. The experiment shows that the log template obtained through our method is correct. However, due to the difficulty in searching for all the source code that generates the logs, this method also faces the problem of incomplete coverage.

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Publication Details

Published
2024-10-23
DOI
https://doi.org/10.1109/iccasit62299.2024.10828050
Primary Topic
Advanced Algorithms and Applications
Type
article
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article

A Log Parsing Algorithm with Source Code

Dawei Wu, Hongwei Zhou
Advanced Algorithms and Applications
article

A Log Parsing Algorithm with Source Code

Dawei Wu, Hongwei Zhou
article en

Abstract

Most existing log parsing algorithms are unable to fully accurately parse logs. This is because these algorithms typically assume that the original log text satisfies features and find the log templates based on these features. However, these characteristics do not always hold. Once certain parts of the log violate these characteristics, it results in the failure of mining the log templates. This paper presents the novel method to obtain the log templates by analyzing the source code which generates the logs. The experiment shows that the log template obtained through our method is correct. However, due to the difficulty in searching for all the source code that generates the logs, this method also faces the problem of incomplete coverage.

PLA Information Engineering University (CN), National University of Defense Technology (CN)
Openalex Percentile: Top 69%
Advanced Algorithms and Applications
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A Log Parsing Algorithm with Source Code — Dawei Wu, Hongwei Zhou · (2024) | TGRS Research Map | TGRS