Data-centric Combinatorial Optimization of Parallel Code

被引：0
|
作者：
Luo, Hao [1 ]
Chen, Guoyang [2 ]
Li, Pengcheng [1 ]
Ding, Chen [1 ]
Shen, Xipeng [2 ]
机构：
[1] Univ Rochester, Rochester, NY 14627 USA
[2] North Carolina State Univ, Raleigh, NC 27695 USA
来源：
ACM SIGPLAN NOTICES | 2016年 / 51卷 / 08期
基金：
美国国家科学基金会; 中国国家自然科学基金;
关键词：
Locality metrics; Locality modeling; Footprint;
D O I：
10.1145/2851141.2851182
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Memory performance is one essential factor for tapping into the full potential of the massive parallelism of GPU. It has motivated some recent efforts in GPU cache modeling. This paper presents a new data-centric way to model the performance of a system with heterogeneous memory resources. The new model is composable, meaning it can predict the performance difference due to placing data differently by profiling the execution just once.
引用
收藏
页码：379 / 380
页数：2
相关论文
共 50 条
  • [11] DCServCG: A data-centric service code generation using deep learning
    Alizadehsani, Zakieh
    Ghaemi, Hadi
    Shahraki, Amin
    Gonzalez-Briones, Alfonso
    Corchado, Juan M.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 123
  • [12] Data-centric automated data mining
    Campos, MM
    Stengard, PJ
    Milenova, BL
    ICMLA 2005: FOURTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 2005, : 97 - 104
  • [13] RDF Data-Centric Storage
    Levandoski, Justin J.
    Mokbel, Mohamed F.
    2009 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES, VOLS 1 AND 2, 2009, : 911 - 918
  • [14] The Principles of Data-Centric AI
    Jarrahi, Mohammad Hossein
    Memariani, Ali
    Guha, Shion
    COMMUNICATIONS OF THE ACM, 2023, 66 (08) : 84 - 92
  • [15] Unpacking data-centric geotechnics
    Phoon, Kok-Kwang
    Ching, Jianye
    Cao, Zijun
    UNDERGROUND SPACE, 2022, 7 (06) : 967 - 989
  • [16] ChplBlamer: A Data-centric and Code-centric Combined Profiler for Multi-locale Chapel Programs
    Zhang, Hui
    Hollingsworth, Jeffrey K.
    INTERNATIONAL CONFERENCE ON SUPERCOMPUTING (ICS 2018), 2018, : 252 - 262
  • [17] Data-centric decision support
    Kulhavy, R
    PROCEEDINGS OF THE 2002 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2002, 1-6 : 3395 - 3400
  • [18] Data-Centric Mobile Crowdsensing
    Jiang, Changkun
    Gao, Lin
    Duan, Lingjie
    Huang, Jianwei
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2018, 17 (06) : 1275 - 1288
  • [19] Cognitive Data-Centric Systems
    Chang, Leland
    PROCEEDINGS OF THE GREAT LAKES SYMPOSIUM ON VLSI 2017 (GLSVLSI' 17), 2017, : 1 - 1
  • [20] Optimizing the Data Movement in Quantum Transport Simulations via Data-Centric Parallel Programming
    Ziogas, Alexandros Nikolaos
    Ben-Nun, Tal
    Fernandez, Guillermo Indalecio
    Schneider, Timo
    Luisier, Mathieu
    Hoefler, Torsten
    PROCEEDINGS OF SC19: THE INTERNATIONAL CONFERENCE FOR HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS, 2019,
12345