Fault-Tolerant Systolic Array Based Accelerators for Deep Neural Network Execution

被引:60
作者
Zhang, Jeff [1 ]
Basu, Kanad [1 ]
Garg, Siddharth [1 ]
机构
[1] NYU, Dept Elect & Comp Engn, New York, NY USA
基金
美国国家科学基金会;
关键词
Fault tolerance; Fault tolerant systems; Neural networks; Computer architecture; Clocks; Google; Fault Toerance; Reliability; Testing; Systolic Arrays; Deep Neural Networks;
D O I
10.1109/MDAT.2019.2915656
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Editor's note: Systolic array is embracing its renaissance after being accepted by Google TPU as the core computing architecture of machine learning acceleration. In this article, the authors propose two strategies to enhance fault tolerance of systolic array based deep neural network accelerators. - Yiran Chen, Duke University. © 2013 IEEE.
引用
收藏
页码:44 / 53
页数:10
相关论文
共 13 条
  • [1] [Anonymous], 2018 55 ACM ESDA IEE
  • [2] [Anonymous], PERSP RETHINK REFORM
  • [3] Chen LR, 2017, DES AUT TEST EUROPE, P19, DOI 10.23919/DATE.2017.7926952
  • [4] Gebregiorgis A., 2017, IEEE PROC 54 ANN DES, P1
  • [5] Han S., 2015, DEEP COMPRESSION COM
  • [6] In-Datacenter Performance Analysis of a Tensor Processing Unit
    Jouppi, Norman P.
    Young, Cliff
    Patil, Nishant
    Patterson, David
    Agrawal, Gaurav
    Bajwa, Raminder
    Bates, Sarah
    Bhatia, Suresh
    Boden, Nan
    Borchers, Al
    Boyle, Rick
    Cantin, Pierre-luc
    Chao, Clifford
    Clark, Chris
    Coriell, Jeremy
    Daley, Mike
    Dau, Matt
    Dean, Jeffrey
    Gelb, Ben
    Ghaemmaghami, Tara Vazir
    Gottipati, Rajendra
    Gulland, William
    Hagmann, Robert
    Ho, C. Richard
    Hogberg, Doug
    Hu, John
    Hundt, Robert
    Hurt, Dan
    Ibarz, Julian
    Jaffey, Aaron
    Jaworski, Alek
    Kaplan, Alexander
    Khaitan, Harshit
    Killebrew, Daniel
    Koch, Andy
    Kumar, Naveen
    Lacy, Steve
    Laudon, James
    Law, James
    Le, Diemthu
    Leary, Chris
    Liu, Zhuyuan
    Lucke, Kyle
    Lundin, Alan
    MacKean, Gordon
    Maggiore, Adriana
    Mahony, Maire
    Miller, Kieran
    Nagarajan, Rahul
    Narayanaswami, Ravi
    [J]. 44TH ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA 2017), 2017, : 1 - 12
  • [7] ON THE DESIGN OF FAULT-TOLERANT TWO-DIMENSIONAL SYSTOLIC ARRAYS FOR YIELD ENHANCEMENT
    KIM, JH
    REDDY, SM
    [J]. IEEE TRANSACTIONS ON COMPUTERS, 1989, 38 (04) : 515 - 525
  • [8] KUNG HT, 1982, COMPUTER, V15, P37, DOI 10.1109/MC.1982.1653825
  • [9] Special issue "Advances in graph-based pattern recognition"
    Liu, Cheng-Lin
    Luo, Bin
    Kropatsch, Walter
    [J]. PATTERN RECOGNITION LETTERS, 2017, 87 : 1 - 3
  • [10] An Energy-Efficient Precision-Scalable ConvNet Processor in 40-nm CMOS
    Moons, Bert
    Verhelst, Marian
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2017, 52 (04) : 903 - 914