Virtualized FPGA Accelerators for Efficient Cloud Computing

被引:108
作者
Fahmy, Suhaib A. [1 ]
Vipin, Kizheppatt [2 ]
Shreejith, Shanker [3 ]
机构
[1] Univ Warwick, Sch Engn, Coventry CV4 7AL, W Midlands, England
[2] Mahindra Ecole Cent, Sch Engn Sci, Hyderabad, Andhra Pradesh, India
[3] Nanyang Technol Univ, Sch Comp Engn, Singapore, Singapore
来源
2015 IEEE 7TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM) | 2015年
关键词
D O I
10.1109/CloudCom.2015.60
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Hardware accelerators implement custom architectures to significantly speed up computations in a wide range of domains. As performance scaling in server-class CPUs slows, we propose the integration of hardware accelerators in the cloud as a way to maintain a positive performance trend. Field programmable gate arrays (FPGAs) represent the ideal way to integrate accelerators in the cloud, since they can be reprogrammed as needs change and allow multiple accelerators to share optimised communication infrastructure. We discuss a framework that integrates reconfigurable accelerators in a standard server with virtualised resource management and communication. We then present a case study that quantifies the efficiency benefits and break-even point for integrating FPGAs in the cloud.
引用
收藏
页码:430 / 435
页数:6
相关论文
共 18 条
  • [1] [Anonymous], P 20 INT S HIGH PERF
  • [2] [Anonymous], 2010, Performance analysis of high performance computing applications on the amazon web services cloud
  • [3] PERFORMANCE COMPARISON OF FPGA, GPU AND CPU IN IMAGE PROCESSING
    Asano, Shuichi
    Maruyama, Tsutomu
    Yamaguchi, Yoshiki
    [J]. FPL: 2009 INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE LOGIC AND APPLICATIONS, 2009, : 126 - 131
  • [4] FAST STRING SEARCHING ALGORITHM
    BOYER, RS
    MOORE, JS
    [J]. COMMUNICATIONS OF THE ACM, 1977, 20 (10) : 762 - 772
  • [5] FPGAs in the Cloud: Booting Virtualized Hardware Accelerators with OpenStack
    Byma, Stuart
    Steffan, J. Gregory
    Bannazadeh, Hadi
    Leon-Garcia, Alberto
    Chow, Paul
    [J]. 2014 IEEE 22ND ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM 2014), 2014, : 109 - 116
  • [6] Eguro K., 2012, 2012 22nd International Conference on Field Programmable Logic and Applications (FPL), P63, DOI 10.1109/FPL.2012.6339242
  • [7] Francisco P., 2011, NETEZZA DATA APPLIAN
  • [8] PipeRench: A reconfigurable architecture and compiler
    Goldstein, SC
    Schmit, H
    Budiu, M
    Cadambi, S
    Moe, M
    Taylor, RR
    [J]. COMPUTER, 2000, 33 (04) : 70 - +
  • [9] Hauswald J., 2015, P INT C ARCH SUPP PR
  • [10] Jacobsen M., 2013, P INT C FIELD PROGR