DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Reducing Communication in Algebraic Multigrid Using Additive Variants

Journal Article · · Numerical Linear Algebra with Applications
DOI: https://doi.org/10.1002/nla.1928 · OSTI ID:1237550
 [1];  [1]
  1. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)

Algebraic multigrid (AMG) has proven to be an effective scalable solver on many high performance computers. However, its increasing communication complexity on coarser levels has shown to seriously impact its performance on computers with high communication cost. Moreover, additive AMG variants provide not only increased parallelism as well as decreased numbers of messages per cycle but also generally exhibit slower convergence. Here we present various new additive variants with convergence rates that are significantly improved compared to the classical additive algebraic multigrid method and investigate their potential for decreased communication, and improved communication-computation overlap, features that are essential for good performance on future exascale architectures.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1237550
Report Number(s):
LLNL-JRNL--637872
Journal Information:
Numerical Linear Algebra with Applications, Journal Name: Numerical Linear Algebra with Applications Journal Issue: 1 Vol. 21; ISSN 1070-5325
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English

References (16)

Distance-two interpolation for parallel algebraic multigrid journal January 2008
On long-range interpolation operators for aggressive coarsening: INTERPOLATION FOR AGGRESSIVE COARSENING journal December 2009
Scaling Hypre’s Multigrid Solvers to 100,000 Cores book January 2012
Parallelism in multigrid methods: How much is too much? journal October 1996
Additive and multiplicative multi-grid — A comparison journal December 1998
A multigrid method for multiprocessors journal July 1986
Multiplicative and additive parallel multigrid algorithms for the acceleration of compressible flow computations on unstructured meshes journal March 2001
BoomerAMG: A parallel algebraic multigrid solver and preconditioner journal April 2002
Parallel multilevel preconditioners journal September 1990
Challenges of Scaling Algebraic Multigrid Across Modern Multicore Architectures
  • Baker, Allison H.; Gamblin, Todd; Schulz, Martin
  • Distributed Processing Symposium (IPDPS), 2011 IEEE International Parallel & Distributed Processing Symposium https://doi.org/10.1109/IPDPS.2011.35
conference May 2011
Reducing Complexity in Parallel Algebraic Multigrid Preconditioners journal January 2006
A Highly Parallel Multigrid-Like Method for the Solution of the Euler Equations journal January 1992
Multigrid Smoothers for Ultraparallel Computing journal January 2011
Pursuing scalability for hypre 's conceptual interfaces journal September 2005
Modeling the performance of an algebraic multigrid cycle on HPC platforms conference January 2011
Parallel Auxiliary Space AMG for H(Curl) Problems journal June 2009

Cited By (1)

Preparing sparse solvers for exascale computing
  • Anzt, Hartwig; Boman, Erik; Falgout, Rob
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 378, Issue 2166 https://doi.org/10.1098/rsta.2019.0053
journal January 2020

Similar Records

Reducing communication in algebraic multigrid with multi-step node aware communication
Journal Article · Thu Jun 11 00:00:00 EDT 2020 · International Journal of High Performance Computing Applications · OSTI ID:1801083

Reducing communication in algebraic multigrid with multi-step node aware communication
Journal Article · Thu Jun 11 00:00:00 EDT 2020 · International Journal of High Performance Computing Applications · OSTI ID:1632986

Reducing Parallel Communication in Algebraic Multigrid through Sparsification
Journal Article · Thu Dec 31 23:00:00 EST 2015 · SIAM Journal on Scientific Computing · OSTI ID:1808755

Related Subjects