Hybrid algorithms for complete exchange in 2D meshes

N. Sundar, Doddaballapur Narasimha-Murthy Jayasimha, D. Panda
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引用次数: 35

Abstract

Parallel algorithms for several common problems such as sorting and the FFT involve a personalized exchange of data among all the processors. Past approaches to doing complete exchange have taken one of two broad approaches: direct exchange or the indirect message-combining approaches. While combining approaches reduce the number of message startups, direct exchange minimizes the volume of data transmitted. This paper presents a family of hybrid algorithms for wormhole-routed 2D meshes that can effectively utilize the complementary strengths of these two approaches to complete exchange. The performance of hybrid algorithms using Cyclic Exchange (26) and Scott's Direct Exchange (23) are studied using analytical models, simulation, and implementation on a Cray T3D system. The results show that hybrids achieve lower completion times than either pure algorithm for a range of mesh sizes, data block sizes, and message startup costs. It is also demonstrated that barriers may be used to enhance performance by reducing message contention, whether or not the target system provides hardware support for barrier synchronization. The analytical models are shown useful in selecting the optimum hybrid for any given combination of system parameters (mesh size, message startup time, flit transfer time, and barrier cost) and the problem parameter (data block size).
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二维网格完全交换的混合算法
一些常见问题(如排序和FFT)的并行算法涉及所有处理器之间的个性化数据交换。过去完成完全交换的方法采用了两种主要方法之一:直接交换或间接消息组合方法。虽然组合方法减少了消息启动的数量,但直接交换使传输的数据量最小化。本文提出了一种虫洞路由二维网格的混合算法,可以有效地利用这两种方法的互补优势来完成交换。使用循环交换(26)和Scott的直接交换(23)的混合算法的性能研究使用分析模型,仿真,并在Cray T3D系统上实现。结果表明,在网格大小、数据块大小和消息启动成本的范围内,混合算法比纯算法的完成时间更短。本文还证明,无论目标系统是否为屏障同步提供硬件支持,屏障都可以通过减少消息争用来提高性能。分析模型在选择系统参数(网格大小、消息启动时间、flit传输时间和屏障成本)和问题参数(数据块大小)的任意给定组合的最佳混合时显示出有用的作用。
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