Proj. CMI Paper Reading: Distributed System Fuzzing
Abstract
背景:当前分布式系统分析一般都是黑盒工具,难以探索程序状态
工具:MALLORY
任务:greybox fuzzing testing distributed system
方法:timeline-driven testing, timeline abstraction
步骤:
- 动态构建描述系统行为的Lamport timelines
- 将这些timelines抽象化为happens-before summaries
- 使用summaries来执行faults guided fuzzing
实验:
数据集:a diverse set of widely-used industrial distributed systems
效果:
- 与JEPSEN对比,24小时内 + 54.27% distinct states, speed-up 2.24x, speed of finding bugs: 1.87x
- 找到22个0-day漏洞(18 confirmed, 10 new vulnerabilities), 6 CVEs。在已经被严格测试过的Braft, Dqlite和Redis上也找到了bugs。