OpenStack (https://www.openstack.org) is a cloud operating system that controls large pools of compute, storage, and networking resources throughout a datacenter. This dataset was generated on CloudLab, a flexible, scientific infrastructure for research on cloud computing. Both normal logs and abonormal cases with failure injection are provided, making the data amenable to anomaly detection research.
For the usage of this dataset, please refer to an example: https://github.com/nailo2c/deeplog/blob/master/example/preprocess.py
The raw logs are available for downloading at https://github.com/logpai/loghub.
If you use this dataset from loghub in your research, please cite the following papers.
- Min Du, Feifei Li, Guineng Zheng, Vivek Srikumar. DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning, in Proc. of ACM Conference on Computer and Communications Security (CCS), 2017.
- Jieming Zhu, Shilin He, Pinjia He, Jinyang Liu, Michael R. Lyu. Loghub: A Large Collection of System Log Datasets for AI-driven Log Analytics. IEEE International Symposium on Software Reliability Engineering (ISSRE), 2023.