Coulomb, Landau and maximally Abelian gauge fixing in lattice QCD with multi-GPUs

被引:21
|
作者
Schroeck, Mario [1 ]
Vogt, Hannes [2 ]
机构
[1] Graz Univ, FB Theoret Phys, Inst Phys, A-8010 Graz, Austria
[2] Inst Theoret Phys, D-72076 Tubingen, Germany
关键词
Lattice QCD; Maximally Abelian; Gauge fixing; Overrelaxation; Simulated annealing; GPU; CUDA; CONFINEMENT; SIMULATIONS; PROPAGATOR; SOLVERS;
D O I
10.1016/j.cpc.2013.03.021
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A lattice gauge theory framework for simulations on graphic processing units (GPUs) using NVIDIA's CUDA is presented. The code comprises template classes that take care of an optimal data pattern to ensure coalesced reading from device memory to achieve maximum performance. In this work we concentrate on applications for lattice gauge fixing in 3 + 1 dimensional SU(3) lattice gauge field theories. We employ the overrelaxation, stochastic relaxation and simulated annealing algorithms which are perfectly suited to be accelerated by highly parallel architectures like GPUs. The applications support the Coulomb, Landau and maximally Abelian gauges. Moreover, we explore the evolution of the numerical accuracy of the SU(3) valued degrees of freedom over the runtime of the algorithms in single- (SP) and double-precision (DP). Therefrom we draw conclusions on the reliability of SP and DP simulations and suggest a mixed-precision scheme that performs the critical parts of the algorithm in full DP while retaining 80%-90% of the SP performance. Finally, multi-GPUs are adopted to overcome the memory constraint of single GPUs. A communicator class which hides the MPI data exchange at the boundaries of the lattice domains, via the low bandwidth PCI-Bus, effectively behind calculations in the inner part of the domain is presented. Linear scaling using 16 NVIDIA Tesla C2070 devices and a maximum performance of 3.5 Teraflops on lattices of size down to 64(3) x 256 is demonstrated. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:1907 / 1919
页数:13
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