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  • 标题:A Framework for Low-Communication 1-D FFT
  • 本地全文:下载
  • 作者:Ping Tak Peter Tang ; Jongsoo Park ; Daehyun Kim
  • 期刊名称:Scientific Programming
  • 印刷版ISSN:1058-9244
  • 出版年度:2013
  • 卷号:21
  • 期号:3-4
  • 页码:181-195
  • DOI:10.1155/2013/672424
  • 出版社:Hindawi Publishing Corporation
  • 摘要:

    In high-performance computing on distributed-memory systems, communication often represents a significant part of the overall execution time. The relative cost of communication will certainly continue to rise as compute-density growth follows the current technology and industry trends. Design of lower-communication alternatives to fundamental computational algorithms has become an important field of research. For distributed 1-D FFT, communication cost has hitherto remained high as all industry-standard implementations perform three all-to-all internode data exchanges (also called global transposes). These communication steps indeed dominate execution time. In this paper, we present a mathematical framework from which many single-all-to-all and easy-to-implement 1-D FFT algorithms can be derived. For large-scale problems, our implementation can be twice as fast as leading FFT libraries on state-of-the-art computer clusters. Moreover, our framework allows tradeoff between accuracy and performance, further boosting performance if reduced accuracy is acceptable.

  • 关键词:FFT; low communication; hybrid convolution theorem; Poisson summation formula
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