世界性网格上大型对称本征问题的求解

L. Choy, S. Petiton, M. Sato
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引用次数: 5

摘要

在全球异构网格平台上提出了一种显式重启Lanczos算法。该方法计算大型稀疏实对称矩阵的一个或几个特征对。我们考虑到计算资源的特殊性,并通过核外和数据持久化等技术处理互联网上的通信。我们还表明,在这种情况下,重新启动算法和几种并行范式的组合是有趣的。我们使用与Lanczos方法和平台配置相关的几个参数进行了许多实验。根据计算的里兹特征对的数量,结果强调了工作子空间维度的选择是多么重要。此外,由于互联网上的通信,平台的大小必须按特征问题的顺序缩放。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Resolution of large symmetric eigenproblems on a world wide grid
We propose an explicit restarted Lanczos algorithm on a world-wide heterogeneous grid platform. This method computes one or few eigenpairs of a large sparse real symmetric matrix. We take the specificities of computational resources into account and deal with communications over the Internet by means of techniques such as out-of-core and data persistence. We also show that a restarted algorithm and the combination of several paradigms of parallelism are interesting in this context. We perform many experimentations using several parameters related to the Lanczos method and the configuration of the platform. Depending on the number of computed Ritz eigenpairs, the results underline how critical the choice of the dimension of the working subspace is. Moreover, the size of platform has to be scaled to the order of the eigenproblem because of communications over the Internet.
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