DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning

A microservice system in industry is usually a large-scale dis-tributed system consisting of dozens to thousands of services run-ning in different machines. An anomaly of the system often can be reflected in traces and logs, which record inter-service interactions and intra-service behaviors respect...

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Veröffentlicht in:	2022 IEEE/ACM 44th International Conference on Software Engineering (ICSE) S. 623 - 634
Hauptverfasser:	Zhang, Chenxi, Peng, Xin, Sha, Chaofeng, Zhang, Ke, Fu, Zhenqing, Wu, Xiya, Lin, Qingwei, Zhang, Dongmei
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	ACM 01.05.2022
Schlagworte:	Anomaly detection Behavioral sciences Benchmark testing Deep learning Graph Neural Network Industries Log Analysis Microservice Microservice architectures Time factors Tracing
ISSN:	1558-1225
Online-Zugang:	Volltext
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