2002 · 26 citations · 14 references
ComputingComputer EngineeringComputer ScienceAlgorithmsParallel AlgorithmsParallel ComputingCommunication OverheadCommunication SchedulingData ParallelismParallel Algorithm DesignParallel Computing SystemsParallel Performance AnalysisCommunication-avoiding AlgorithmsDistributed Linear AlgebraMatrix MultiplicationParallel Sparse Linear AlgebraReduce CommunicationSchedule Comparison
We present a uniform framework for a classical problem, redistribution of a multi-dimensional array. Using a generalized circulant matrix formalism, we derive efficient direct, indirect and hybrid contention-free communication schedules. Our indirect schedule reduces the number of communication steps significantly compared with the previous approaches. Our approach exploits the regularity of the block-cyclic redistribution to minimize the index computation overheads. For the case of 2-d redistribution, when the block size increases by factors of K/sub 1/ and K/sub 2/ along each dimension and the process topology remains fixed, our indirect schedule performs the redistribution in O(log(K/sub 1/K/sub 2/)) communication steps. For the case of fixed block size and the processor topology is transposed, our indirect schedule results in O(log(L/G)) communication steps. Implementations of our algorithms on the IBM SP-2 show superior performance over previous approaches.
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The High Performance Fortran Handbook
Charles Koelbel, David B. Loveman, Robert Schreiber et al. · Computers in Physics · 1994 · 577 citations
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The high performance Fortran handbook
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Efficient algorithms for all-to-all communications in multi-port message-passing systems
Jehoshua Bruck, Ching‐Tien Ho, Shlomo Kipnis et al. · 1994 · 78 citations · Full text