异构集群上并行外核排序程序的综合

C. Cérin, Hazem Fkaier, M. Jemni
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引用次数: 7

摘要

本文研究了一类异构集群下的并行外部排序问题。我们介绍了两种算法,并将它们与我们之前开发的另一种算法进行比较。由于大多数常见的排序算法都假定对所有中间内存进行高速随机访问,如果要排序的值不适合主内存,那么它们就不适合。这就是由标准的、廉价的、稀缺的组件组成的集群计算平台的情况。对于这类计算资源,使用与负载平衡和计算复杂性要求兼容的I/O操作是成功的关键。我们将探讨三种技术,并展示如何将它们部署到处理器性能与乘法因子相关的集群中。我们通过展示负载平衡因子的实验结果来验证这些方法。
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A synthesis of parallel out-of-core sorting programs on heterogeneous clusters
The paper considers the problem of parallel external sorting in the context of a form of heterogeneous clusters. We introduce two algorithms and we compare them to another one that we have previously developed. Since most common sort algorithms assume high-speed random access to all intermediate memory, they are unsuitable if the values to be sorted don't fit in main memory. This is the case for cluster computing platforms which are made of standard, cheap and scarce components. For that class of computing resources a good use of I/O operations compatible with the requirements of load balancing and computational complexity are the key to success. We explore three techniques and show how they can be deployed for clusters with processor performances related by a multiplicative factor. We validate the approaches in showing experimental results for the load balancing factor.
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