Design space exploration for an FPGA-based quantum annealing simulator with interaction-coefficient-generators

被引:5
作者
Liu, Chia-Yin [1 ]
Waidyasooriya, Hasitha Muthumala [1 ]
Hariyama, Masanori [1 ]
机构
[1] Tohoku Univ, Grad Sch Informat Sci, Aoba Ku, 6-3-09 Aramaki Aza Aoba, Sendai, Miyagi 9808579, Japan
关键词
Simulated quantum annealing; OpenCL for FPGA; Quantum Monte Carlo simulation; FPGA accelerator; MODELS;
D O I
10.1007/s11227-021-03859-5
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Quantum annealing simulation attracts much attention recently for solving combinatorial optimization problems. FPGA acceleration is a promising way to reduce the huge processing time in quantum annealing simulations. However, the performance of FPGA accelerators is often restricted by the small external memory bandwidth. To solve this problem, we propose a data-transfer-bottleneck-less FPGA-based accelerator for quantum annealing simulation. The proposed architecture is implemented on an FPGA and achieved up to 179 times speed-up compared to single-core CPU implementation. The proposed accelerator is two times faster compared to previous FPGA accelerators, and process up to 262,144 spins, which is not possible in any existing FPGA accelerators due to limited external memory capacity.
引用
收藏
页码:1 / 17
页数:17
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