SemParser Replication Package

This is the replication package of our work SemParser: A semantic parser for log analysis published in Proceedings of the 45th International Conference on Software and Engineering (ICSE 2023).

Contents

  • Data. We use /data to evaluate the semantics mining ability. For downstream tasks evaluation, we use existing datasets: HDFS and OpenStack.
  • Model. The implementation of SemParser is described in /model.

Reproduce

  1. Download the word embedding file and put in under /model folder.
  2. Execute python main.py

Results

We put our semantics mining experiment results under the folder /data/prediction and checkpoints under model/ckpt.