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Matrix Multiplication on Hypercubes Using Full Bandwidth and Constant Storage

Ho, Ching-Tien (author)
Johnsson, Lennart (author)
KTH,Parallelldatorcentrum, PDC
 (creator_code:org_t)
1991
1991
English.
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • 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.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences (hsv//eng)

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Johnsson, Lennar ...
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Royal Institute of Technology

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