Source Code and Dataset

The repository includes the source code of analysis for correlated failures of SSDs and trace-driven simulator of storage reliability under different redundancy schemes, as well as the dataset of SSD failures in Alibaba.

Publication

Shujie Han, Patrick P. C. Lee, Fan Xu, Yi Liu, Cheng He, and Jiongzhou Liu.
"An In-Depth Study of Correlated Failures in Production SSD-Based Data Centers."
Proceedings of the 19th USENIX Conference on File and Storage Technologies (FAST 2021), February 2021.
(AR: 28/130 = 21.5%)

Directories

• data/ (dataset of SSD failures in Alibaba) spans two years from Jan. 1, 2018 to Dec. 31, 2019, including
  • ssd_failure_tag.tar.gz: the SMART logs and trouble tickes for all SSD failures among the 11 drive models,
  • location_info_of_ssd.tar.gz: locations, and applications, for the 11 drive models, and
  • smart_log_20191231.tar.gz: the last day of SMART logs for all SSDs of the 11 drive models.
• analysis/ includes the scripts of the correlation analysis for SSD failures.
• simulator/ includes the source code and configuration files for the simulator which extends SimEDC to support the reliability evaluation on our dataset.

Contact

Please email to Shujie Han ([email protected]) if you have any questions.