FA-MPI的实际弹性案例,一个事务性容错MPI

Amin Hassani, A. Skjellum, P. Bangalore, R. Brightwell
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引用次数: 11

摘要

MPI在面对失败时是不够的。FA-MPI(故障感知MPI)提供了MPI标准的扩展,旨在使数据并行应用程序能够在不牺牲可伸缩性的情况下实现弹性。FA-MPI将事务作为MPI消息传递模型的新扩展引入。事务通过应用程序驱动的策略支持故障检测、隔离、缓解和恢复。为了实现现代机器的最大性能,通过非阻塞操作与计算重叠通信和I/O变得越来越重要。因此,我们强调容错、非阻塞的通信操作加上一组可嵌套的轻量级事务性TryBlock API扩展,这些扩展能够利用系统和应用程序层次结构。此策略使应用程序能够以比名义上更高的概率运行到完成。我们修改了两个代理应用程序——MiniFE和LULESH——通过向它们添加FA-MPI语义。最后,我们给出了1K MPI进程的性能和开销结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Practical resilient cases for FA-MPI, a transactional fault-tolerant MPI
MPI is insufficient when confronting failures. FA-MPI (Fault-Aware MPI) provides extensions to the MPI standard designed to enable data-parallel applications to achieve resilience without sacrificing scalability. FA-MPI introduces transactions as a novel extension to the MPI message-passing model. Transactions support failure detection, isolation, mitigation, and recovery via application-driven policies. To achieve maximum achievable performance of modern machines, overlapping communication and I/O with computation through non-blocking operations is of growing importance. Therefore, we emphasize fault-tolerant, non-blocking communication operations plus a set of nestable lightweight transactional TryBlock API extensions able to exploit system and application hierarchy. This strategy enables applications to run to completion with higher probability than nominally. We modified two proxy applications---MiniFE and LULESH---by adding FA-MPI semantics to them. Finally we present performance and overhead results for 1K MPI processes.
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