This repository is the basic implementation of our publication in FSE'24 conference paper ChangeRCA: Finding Root Causes from Software Changes in Large Online Systems
In large-scale online service systems, the occurrence of software changes is inevitable and frequent. Despite rigorous pre-deployment testing practices, the presence of defective software changes in the online environment cannot be completely eliminated. We propose a novel concept called root cause change analysis (RCCA) to identify the underlying root causes of change-inducing incidents. In order to apply the RCCA concept to practical scenarios, we have devised an intelligent RCCA framework named ChangeRCA.
- Python3.9 is recommended to run the anomaly detection. Otherwise, any python3 version should be fine.
- Git is also needed.
- Linux OS
Download ChangeRCA first via git clone [email protected]:IntelligentDDS/ChangeRCA.git
Enter ChangeRCA content by cd ChangeRCA
python3 -m pip install -r requirements.txt to install the dependency for ChangeRCA
$ python3 main.py
[INFO]2023-09-26 03:07:00,667 main.py:78: case_number:51
[INFO]2023-09-26 03:07:00,667 main.py:81: -------------------Change Task Top1 score------------------
[INFO]2023-09-26 03:07:00,667 main.py:83: HR@1:0.8823529411764706
[INFO]2023-09-26 03:07:00,667 main.py:86: -------------------Change Task Top3 score------------------
[INFO]2023-09-26 03:07:00,667 main.py:88: HR@3:1.0
[INFO]2023-09-26 03:07:00,667 main.py:91: -------------------Change Task Top5 score------------------
[INFO]2023-09-26 03:07:00,667 main.py:93: HR@5:1.0
[INFO]2023-09-26 03:07:00,667 main.py:96: -------------------Change Task MAR Result------------------
[INFO]2023-09-26 03:07:00,667 main.py:97: 1.1372549019607843
The results will be printed and recorded in ./log
OnlineBoutique dataset is available at ./data
@inproceedings{yu2024changerca,
title={ChangeRCA: Finding Root Causes from Software Changes in Large Online Systems},
author={Yu, Guangba and Chen, Pengfei and He, Zilong and Yan, Qiuyu and Luo, Yu and Li, Fangyuan and Zheng, Zibin},
booktitle={Proc. ACM Softw. Eng. 1},
pages={1--23},
year={2024}
}