SANER 2018

2018 IEEE 25th International Conference on Software Analysis, Evolution, and Reengineering (SANER), March 20-23, 2018, Campobasso, Italy

Desktop Layout

Software Logging
Technical Research Papers
Aula Magna
SMARTLOG: Place Error Log Statement by Deep Understanding of Log Intention
Zhouyang Jia, Shanshan Li, Xiaodong Liu, Xiangke Liao, and Yunhuai Liu
(National University of Defense Technology, China; Peking University, China)
Supplementary Material
Abstract: Failure-diagnosis logs can dramatically reduce the system recovery time when software systems fail. Log automation tools can assist developers to write high quality log code. In traditional designs of log automation tools, they define log placement rules by extracting syntax features or summarizing code patterns. These approaches are, however, limited since the log placements are far beyond those rules but are according to the intention of software code. To overcome these limitations, we design and implement SmartLog, an intention-aware log automation tool. To describe the intention of log statements, we propose the Intention Description Model (IDM). SmartLog then explores the intention of existing logs and mines log rules from equivalent intentions. We conduct the experiments based on 6 real-world open-source projects. Experimental results show that SmartLog improves the accuracy of log placement by 43% and 16% compared with two state-of-the-art works. For 86 real-world patches aimed to add logs, 57% of them can be covered by SmartLog, while the overhead of all additional logs is less than 1%.


Time stamp: 2019-09-16T08:06:04+02:00