Research Article
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 |
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The bold values represent the best comparison result.
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