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P2 Exploiting Epochs and Symmetries in Analysing MPI Programs

利用 epoch 与对称性分析 MPI 程序
ASE Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering2022匹配度 2/10 · 该论文研究MPI程序的动态-符号运行时验证,利用对称性和epoch分解,属于传统程序验证领域,与用户关注的PL与AI交叉(如LLM用于静态分析、浮点程序分析、贝叶斯程序分析)没有直接关联。虽然兼具理论形式化和工程实现,但研究问题本身不在用户的核心方向上。引用 0 inbox
Rishabh Ranjan, Ishita Agrawal, Subodh Sharma
crossref: 2026-09-12

AI 速览

一句话:提出动态-符号运行时验证技术,通过对称破缺谓词与 epoch 分解降低 MPI 程序验证的复杂度。

消息传递并发中的通信非确定性是 MPI 程序验证难以处理的主要原因。许多实际程序具有对称的通信结构并按 epoch 分解以获取效率,因此可利用对称性与 epoch 结构降低验证复杂度。本文针对单路径 MPI 程序提出一种动态-符号运行时验证技术:一方面通过指定对称破缺谓词(SBP)利用通信对称性,阻止符号判定过程探索搜索空间中的同构部分;另一方面基于 epoch 进行组合式验证,限制某一时刻需要分析的程序规模。作者证明了该分析在给定输入下对单路径 MPI 程序是可靠且完备的。原型工具 SIMIAN 的实验表明,与先前的 trace 验证器相比,该方法显著缩短了验证时间,并能扩展到更大的基准规模。

问题
消息传递并发中的通信非确定性使得 MPI 程序的验证难以处理,现有 trace 验证器在时间与规模上存在瓶颈。
方法
针对单路径 MPI 程序提出动态-符号运行时验证技术,用对称破缺谓词消除同构搜索空间,并基于 epoch 做组合式验证以限制单次分析的程序规模。
评估
实现原型工具 SIMIAN,在与先前 trace 验证器的对比中验证时间显著减少,并可扩展到更大的基准规模;同时论证了分析在给定输入下对单路径 MPI 程序的可靠性与完备性。
原文摘要(Abstract)

Communication nondeterminism is one of the main reasons for the intractability of verification of message passing concurrency. In many practical message passing programs, the non-deterministic communication structure is symmetric and decomposed into epochs to obtain efficiency. Thus, symmetries and epoch structure can be exploited to reduce verification complexity. In this paper, we present a dynamic-symbolic runtime verification technique for single-path MPI programs, which (i) exploits communication symmetries by way of specifying symmetry breaking predicates (SBP) and (ii) performs compositional verification based on epochs. On the one hand, SBPs prevent the symbolic decision procedure from exploring isomorphic parts of the search space, and on the other hand, epochs restrict the size of a program needed to be analyzed at a point in time. We show that our analysis is sound and complete for single-path MPI programs on a given input. Using our prototype tool SIMIAN, we further demonstrate that our approach leads to (i) a significant reduction in verification times and (ii) scaling up to larger benchmark sizes compared to prior trace verifiers.

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BibTeX
@inproceedings{paperbot7334,
  title = {Exploiting Epochs and Symmetries in Analysing MPI Programs},
  author = {Rishabh Ranjan and Ishita Agrawal and Subodh Sharma},
  booktitle = {ASE},
  year = {2022},
  doi = {10.1145/3551349.3556954}
}