Basic HTML version of Foils prepared 14 October 1997

Foil 68 Communication and Computation Complexity

From Fox Presentation Fall 1995 CPS615 Basic Simulation Track for Computational Science -- Fall Semester 95/96/97. by Nancy McCracken and Geoffrey C. Fox


1 The O(N2) long range force algorithm has largest communication load but the smallest known form of overhead (except pleasingly parallel problems) which is proportional to 1/n where n grain size
  • Computation is even larger than communication!
2 Compare Laplace (general PDE) in two dimensions which has overhead proportional to 1/n1/2 in two dimensions and 1/n1/3 in 3 dimensions
3 Such PDE's have small (edge) communication but an algorithm with computation proportional to N not N2 each iteration
4 N-body problem has computation proportional to N2 and general rule is that as algorithms get either more complex or more compute intense, the relative amount of communication decreases and does NOT increase
  • complexity increases computation more than communication

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