paperbot · PL 论文追踪

全部论文 待读 收藏

P2 Symbolic verification of message passing interface programs

消息传递接口(MPI)程序的符号验证
ICSE Proceedings of the ACM/IEEE 42nd International Conference on Software Engineering2020匹配度 2/10 · 论文属于形式化验证与符号执行方向,与用户关注的静态分析/形式化验证有较远的领域重叠,但完全不涉及 LLM/Agent、ML 系统、浮点程序分析或贝叶斯程序分析,也未讨论 LLM 与验证的交叉。其 MPI 并发程序验证场景也不在用户当前研究画像的核心范围内。引用 20 inbox
Hengbiao Yu, Zhenbang Chen, Xianjin Fu, Ji Wang, Zhendong Su, Jun Sun, Chun Huang, Wei Dong
crossref: 2026-09-12

AI 速览

一句话:提出 MPI-SV,首个基于符号执行并可自动验证含非阻塞操作的 MPI 程序的工具。

MPI 程序验证因非确定性、非阻塞操作等复杂特性而困难。本文提出 MPI-SV,将符号执行与模型检查协同结合,以自动验证含非阻塞操作的 MPI 程序,并提升可扩展性与可验证性质范围。作者实现了工具并在 111 个真实 MPI 验证任务上评估:纯符号执行方法一小时内成功验证 61 个任务(55%),MPI-SV 验证 100 个任务(90%)。平均而言,在验证关键性质满足时 MPI-SV 获得 19 倍加速,在发现违规时获得 5 倍加速。

问题
如何自动验证具有非确定性和非阻塞通信操作的 MPI 程序。
方法
将符号执行与模型检查协同结合,实现工具 MPI-SV,以处理 MPI 程序中的复杂特性并扩大可验证性质范围。
评估
在 111 个真实 MPI 验证任务上评估,一小时内 MPI-SV 验证 100 个任务(90%),而纯符号执行仅 61 个(55%),并分别取得 19 倍和 5 倍加速。
原文摘要(Abstract)

Message passing is the standard paradigm of programming in high-performance computing. However, verifying Message Passing Interface (MPI) programs is challenging, due to the complex program features (such as non-determinism and non-blocking operations). In this work, we present MPI symbolic verifier (MPI-SV), the first symbolic execution based tool for automatically verifying MPI programs with non-blocking operations. MPI-SV combines symbolic execution and model checking in a synergistic way to tackle the challenges in MPI program verification. The synergy improves the scalability and enlarges the scope of verifiable properties. We have implemented MPI-SV1 and evaluated it with 111 real-world MPI verification tasks. The pure symbolic execution-based technique successfully verifies 61 out of the 111 tasks (55%) within one hour, while in comparison, MPI-SV verifies 100 tasks (90%). On average, compared with pure symbolic execution, MPI-SV achieves 19x speedups on verifying the satisfaction of the critical property and 5x speedups on finding violations.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot5617,
  title = {Symbolic verification of message passing interface programs},
  author = {Hengbiao Yu and Zhenbang Chen and Xianjin Fu and Ji Wang and Zhendong Su and Jun Sun and Chun Huang and Wei Dong},
  booktitle = {ICSE},
  year = {2020},
  doi = {10.1145/3377811.3380419}
}