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  • Ho, Ching-Tien (author)

Matrix Multiplication on Hypercubes Using Full Bandwidth and Constant Storage

  • Article/chapterEnglish1991

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  • 1991
  • printrdacarrier

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  • LIBRIS-ID:oai:DiVA.org:kth-65263
  • https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-65263URI

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  • Language:English
  • Summary in:English

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  • Subject category:ref swepub-contenttype
  • Subject category:kon swepub-publicationtype

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  • NR 20140805
  • For matrix multiplication on hypercube multiproces- sors with the product matrix accumulated in place a processor must receive about P2= p N elements of each input operand, with operands of size P P distributed evenly over N processors. With concurrent communi- cation on all ports, the number of element transfers in sequence can be reduced to P2= p N logN for each input operand. We present a two-level partitioning of the matrices and an algorithm for the matrix multipli- cation with optimal data motion and constant storage. The algorithm has sequential arithmetic complexity 2P3, and parallel arithmetic complexity 2P 3=N. The algorithm has been implemented on the Connection Machine model CM-2. For the performance on the 8K CM-2, we measured about 1.6 G ops, which would scale up to about 13 G ops for a 64K full machine.

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  • Johnsson, LennartKTH,Parallelldatorcentrum, PDC(Swepub:kth)u1x9yl3z (author)
  • KTHParallelldatorcentrum, PDC (creator_code:org_t)

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Ho, Ching-Tien
Johnsson, Lennar ...
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NATURAL SCIENCES
NATURAL SCIENCES
and Computer and Inf ...
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Royal Institute of Technology

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