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Block-cyclic redistribution over heterogeneous networks

机译:异构网络上的块循环重新分配

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摘要

Clusters of workstations and networked parallel computing systems are emerging as promising computational platforms for HPC applications. The processors in such systems are typically interconnected by a collection of heterogeneous networks such as Ethernet, ATM, and FDDI, among others. In this paper, we develop techniques to perform block-cyclic redistribution over P processors interconnected by such a collection of heterogeneous networks. We represent the communication scheduling problem using a timing diagram formalism. Here, each interprocessor communication event is represented by a rectangle whose height denotes the time to perform this event over the heterogeneous network. The communication scheduling problem is then one of appropriately positioning the rectangles so as to minimize the completion time of all the communication events. For the important case where the block size changes by a factor of K, we develop a heuristic algorithm whose completion time is at most twice the optimal. The running time of the heuristic is O(P K~2). Our heuristic algorithm is adaptive to variations in network performance, and derives schedules at run-time, based on current information about the available network bandwidth. Our experimental results show that our schedules always have communication times that are very close to optimal.
机译:工作站和网络并行计算系统的群集正在成为HPC应用程序的有希望的计算平台。这样的系统中的处理器通常通过诸如以太网,ATM和FDDI等异构网络的集合互连。在本文中,我们开发了在由这样的异构网络集合互连的P处理器上执行块循环重新分配的技术。我们使用时序图形式表示通信调度问题。在此,每个处理器间通信事件都由一个矩形表示,其高度表示在异构网络上执行此事件的时间。然后,通信调度问题是适当定位矩形以最小化所有通信事件的完成时间之一。对于块大小变化K倍的重要情况,我们开发了一种启发式算法,其完成时间最多为最佳时间的两倍。启发式算法的运行时间为O(PK〜2)。我们的启发式算法可适应网络性能的变化,并根据有关可用网络带宽的最新信息在运行时导出调度。我们的实验结果表明,我们的日程安排中的通讯时间总是非常接近最佳时间。

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