基于GM的MPICH应用旁路广播

Darius Buntinas, D. Panda, R. Brightwell
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引用次数: 17

摘要

在运行应用程序的过程中,并行程序的进程可能变得不同步或倾斜。由于不平衡或不对称的运行,或者通过使用异构系统(系统中的节点具有不同的性能特征,以及随机的、不可预测的影响,例如进程没有在完全相同的时间启动,或者处理器在计算期间接收中断),进程可能会发生倾斜。由于通信时间的变化,地理上分布的系统可能会有更严重的倾斜。这种倾斜会对强制隐式同步的集体通信操作的性能产生重大影响。MPICH中的广播操作就是这样一种操作。应用程序绕过广播操作是一种不依赖于运行在进程上的应用程序来取得进展的操作。这样的操作对工艺偏差不那么敏感。本文描述了一种应用旁路广播操作的设计与实现。我们对实现进行了评估,发现当进程倾斜时,与非应用旁路广播相比,应用旁路广播的改进系数高达16。此外,我们看到,随着系统规模的增加,歪斜对非应用旁路广播的影响也在增加。应用旁路广播对进程倾斜不太敏感,这使得它比非应用旁路广播操作更具可扩展性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application-bypass broadcast in MPICH over GM
Processes of a parallel program can become unsynchronized, or skewed, during the course of running an application. Processes can become skewed as a result of unbalanced or asymmetric rode, or through the use of heterogeneous systems, where nodes in the system have different performance characteristics, as well as random, unpredictable effects such as the processes not being started at exactly the same time, or processors receiving interrupts during computation. Geographically distributed systems may have more severe skew because of variable communication times. Such skew can have a significant impact on the performance of collective communication operations which impose an implicit synchronization. The broadcast operation in MPICH is one such operation. An application-bypass broadcast operation is one which does not depend on the application running at a process to make progress. Such an operation would not be as sensitive to process skew. This paper describes the design and implementation of an application-bypass broadcast operation. We evaluated the implementation and find a factor of improvement of up to 16 for application-bypass broadcast compared to non-application-bypass broadcast when processes are skewed. Furthermore we see that as the system size increases, the effects of skew on non-application-bypass broadcast also increase. The application-bypass broadcast is much less sensitive to process skew which makes it more scalable than the non-application-bypass broadcast operation.
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