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

被引:3
|
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
来源
JOURNAL OF SUPERCOMPUTING | 2022年 / 78卷 / 01期
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
相关论文
共 50 条
  • [1] Design space exploration for an FPGA-based quantum annealing simulator with interaction-coefficient-generators
    Chia-Yin Liu
    Hasitha Muthumala Waidyasooriya
    Masanori Hariyama
    The Journal of Supercomputing, 2022, 78 : 1 - 17
  • [2] Automated design space exploration for FPGA-based heterogeneous interconnects
    A. Cilardo
    E. Fusella
    L. Gallo
    A. Mazzeo
    N. Mazzocca
    Design Automation for Embedded Systems, 2014, 18 : 157 - 170
  • [3] Design Space Exploration in an FPGA-Based Software Defined Radio
    Gautier, Matthieu
    Ouedraogo, Ganda Stephane
    Sentieys, Olivier
    2014 17TH EUROMICRO CONFERENCE ON DIGITAL SYSTEM DESIGN (DSD), 2014, : 22 - 27
  • [4] Automated design space exploration for FPGA-based heterogeneous interconnects
    Cilardo, A.
    Fusella, E.
    Gallo, L.
    Mazzeo, A.
    Mazzocca, N.
    DESIGN AUTOMATION FOR EMBEDDED SYSTEMS, 2014, 18 (3-4) : 157 - 170
  • [5] Design Space Exploration for FPGA-based Hybrid Multicore Architecture
    Yan, Jian
    Yuan, Junqi
    Wang, Ying
    Leong, Philip
    Wang, Lingli
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON FIELD-PROGRAMMABLE TECHNOLOGY (FPT), 2014, : 280 - 281
  • [6] Design Space Exploration of FPGA-Based Deep Convolutional Neural Networks
    Motamedi, Mohammad
    Gysel, Philipp
    Akella, Venkatesh
    Ghiasi, Soheil
    2016 21ST ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), 2016, : 575 - 580
  • [7] Design Space Exploration of FPGA-Based System With Multiple DNN Accelerators
    Kedia, Rajesh
    Goel, Shikha
    Balakrishnan, M.
    Paul, Kolin
    Sen, Rijurekha
    IEEE EMBEDDED SYSTEMS LETTERS, 2021, 13 (03) : 114 - 117
  • [8] Automated Design Space Exploration and Roofline Analysis for FPGA-based HLS Applications
    Siracusa, Marco
    Rabozzi, Marco
    Del Sozzo, Emanuele
    Santambrogio, Marco D.
    Di Tucci, Lorenzo
    2019 27TH IEEE ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM), 2019, : 314 - 314
  • [9] Design Space Exploration of HW Accelerators and Network Infrastructure for FPGA-Based MPSoC
    Dammak, Bouthaina
    Baklouti, Mouna
    Alsekait, Deema
    IEEE ACCESS, 2024, 12 : 15280 - 15289
  • [10] Improving Robustness-aware Design Space Exploration for FPGA-based Systems
    Tuzov, Ilya
    de Andres, David
    Ruiz, Juan-Carlos
    2020 16TH EUROPEAN DEPENDABLE COMPUTING CONFERENCE (EDCC 2020), 2020, : 1 - 8