DLLog: An Online Log Parsing Approach for Large-Scale System

Table 8

Ablation experiment comparison of parsing results.

Dataset	DLLog	DLLog_Unsort	DLLog_LSTM
HDFS	1	0.546	1
Hadoop	0.992	0.563	0.981
Spark	0.995	0.545	0.983
ZooKeeper	0.979	0.563	0.987
OpenStack	0.831	0.471	0.831
BGL	0.988	0.735	0.988
HPC	0.996	0.323	0.996
Thunderbird	0.783	0.357	0.783
Windows	0.992	0.655	0.997
Linux	0.672	0.243	0.672
Mac	0.856	0.478	0.845
Android	0.905	0.493	0.961
HealthApp	0.990	0.592	0.905
Apache	1	0.582	1
OpenSSH	0.751	0.518	0.619
Proxifier	0.527	0.387	0.527
Average	0.891	0.502	0.872

The bold values represent the best comparison result.