Consumer Level Multi-GPU Systems Utilization, Efficiency, and Optimization

被引:0
|
作者
Ross, John Brandon [1 ]
机构
[1] Univ Alabama, Huntsville, AL 35899 USA
关键词
Graphics Processing Unit; GPU; Multi-GPU; Multi-Card; High Performance Computing; General Purpose GPU;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper focuses on the basic techniques that a common programmer can use to utilize multiple consumer level GPUs, commonly available to them at home or through purchase, to assist them in massively parallel computation in their work. It lays out an experimental framework to determine the best and easiest styles of programming for multiple GPUs to use, without actually using the more complex and available NVIDIA multi-GPU templates and techniques.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] Multi-Objective Concurrent Kernel Scheduling for Multi-GPU Systems
    Alizadeh, Negar Baradar
    Momtazpour, Mahmoud
    2024 32ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, ICEE 2024, 2024, : 859 - 864
  • [42] Algorithmic skeletons for multi-core, multi-GPU systems and clusters
    Ernsting, Steffen
    Kuchen, Herbert
    International Journal of High Performance Computing and Networking, 2012, 7 (02) : 129 - 138
  • [43] High-Level Programming of Stencil Computations on Multi-GPU Systems Using the SkelCL Library
    Steuwer, Michel
    Haidl, Michael
    Breuer, Stefan
    Gorlatch, Sergei
    PARALLEL PROCESSING LETTERS, 2014, 24 (03)
  • [44] High-Level Programming for Medical Imaging on Multi-GPU Systems using the SkelCL Library
    Steuwer, Michel
    Gorlatch, Sergei
    2013 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2013, 18 : 749 - 758
  • [45] Non-Uniform Memory Access Optimization on Multi-GPU Systems: Research Progress and Prospect
    Li C.
    Liu C.
    Ge Y.-X.
    Guo Y.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2024, 52 (05): : 1783 - 1800
  • [46] MAPREDUCE IMPLEMENTATION WITH MULTI-GPU
    Chen, Yi
    Chen, Su
    Jiang, Hai
    INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE & TECHNOLOGY: PROCEEDINGS, 2012, : 21 - 25
  • [47] Multi-level Clustering on Metric Spaces Using a Multi-GPU Platform
    Barrientos, Ricardo J.
    Gomez, Jose I.
    Tenllado, Christian
    Prieto Matias, Manuel
    Zezula, Pavel
    EURO-PAR 2013 PARALLEL PROCESSING, 2013, 8097 : 216 - 228
  • [48] Optimization of Large-Scale Sparse Matrix-Vector Multiplication on Multi-GPU Systems
    Gao, Jianhua
    Ji, Weixing
    Wang, Yizhuo
    ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 21 (04)
  • [49] Multi-streaming and multi-GPU optimization for a matched pair of Projector and Backprojector
    Georgin, Nicolas
    Chapdelaine, Camille
    Gac, Nicolas
    Mohammad-Djafari, Ali
    Parra, Estelle
    15TH INTERNATIONAL MEETING ON FULLY THREE-DIMENSIONAL IMAGE RECONSTRUCTION IN RADIOLOGY AND NUCLEAR MEDICINE, 2019, 11072
  • [50] Multi-GPU Graph Analytics
    Pan, Yuechao
    Wang, Yangzihao
    Wu, Yuduo
    Yang, Carl
    Owens, John D.
    2017 31ST IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM (IPDPS), 2017, : 479 - 490