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SIAM Journal on Scientific Computing
Article . 2015 . Peer-reviewed
Data sources: Crossref
https://dx.doi.org/10.48550/ar...
Article . 2014
License: arXiv Non-Exclusive Distribution
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Multicore-Optimized Wavefront Diamond Blocking for Optimizing Stencil Updates

Multicore-optimized wavefront diamond blocking for optimizing stencil updates
Authors: Malas, Tareq Majed Yasin; Hager, G.; Ltaief, Hatem; Stengel, H.; Wellein, G.; Keyes, David E.;

Multicore-Optimized Wavefront Diamond Blocking for Optimizing Stencil Updates

Abstract

The importance of stencil-based algorithms in computational science has focused attention on optimized parallel implementations for multilevel cache-based processors. Temporal blocking schemes leverage the large bandwidth and low latency of caches to accelerate stencil updates and approach theoretical peak performance. A key ingredient is the reduction of data traffic across slow data paths, especially the main memory interface. In this work we combine the ideas of multi-core wavefront temporal blocking and diamond tiling to arrive at stencil update schemes that show large reductions in memory pressure compared to existing approaches. The resulting schemes show performance advantages in bandwidth-starved situations, which are exacerbated by the high bytes per lattice update case of variable coefficients. Our thread groups concept provides a controllable trade-off between concurrency and memory usage, shifting the pressure between the memory interface and the CPU. We present performance results on a contemporary Intel processor.

Keywords

wavefront parallelization, FOS: Computer and information sciences, temporal blocking, Analysis of algorithms and problem complexity, multicore, stencil computations, Parallel numerical computation, diamond tiling, Distributed systems, Computer Science - Distributed, Parallel, and Cluster Computing, Distributed algorithms, Distributed, Parallel, and Cluster Computing (cs.DC), Parallel algorithms in computer science, energy-efficient algorithms, Performance evaluation, queueing, and scheduling in the context of computer systems

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    62
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
62
Top 10%
Top 10%
Top 10%
Green
bronze