Simulation of quantum many-body systems on Amazon cloud

被引:0
|
作者
Reyes, Justin A. [1 ]
Marinescu, Dan C. [2 ]
Mucciolo, Eduardo R. [1 ]
机构
[1] Univ Cent Florida, Dept Phys, Orlando, FL 32816 USA
[2] Univ Cent Florida, Dept Comp Sci, Orlando, FL 32816 USA
基金
美国国家科学基金会;
关键词
Tensor network; Quantum many-body; Cloud computing; TRANSVERSE FIELD; ISING-MODEL;
D O I
10.1016/j.cpc.2020.107750
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Quantum many-body systems (QMBs) are some of the most challenging physical systems to simulate numerically. Methods involving approximations for tensor network (TN) contractions have proven to be viable alternatives to algorithms such as quantum Monte Carlo or simulated annealing. However, these methods are cumbersome, difficult to implement, and often have significant limitations in their accuracy and efficiency when considering systems in more than one dimension. In this paper, we explore the exact computation of TN contractions on two-dimensional geometries and present a heuristic improvement of TN contraction that reduces the computing time, the amount of memory, and the communication time. We run our algorithm for the Ising model using memory optimized x1.32x large instances on Amazon Web Services (AWS) Elastic Compute Cloud (EC2). Our results show that cloud computing is a viable alternative to supercomputers for this class of scientific applications. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:10
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