Scalable I/O and analytics

被引:14
|
作者
Choudhary, Alok [1 ]
Liao, Wei-keng [1 ]
Gao, Kui [1 ]
Nisar, Arifa [1 ]
Ross, Robert [2 ]
Thakur, Rajeev [2 ]
Latham, Robert [2 ]
机构
[1] Northwestern Univ, Dept Elect Engn & Comp Sci, Evanston, IL 60208 USA
[2] Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
基金
美国国家科学基金会;
关键词
D O I
10.1088/1742-6596/180/1/012048
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
High-performance computing systems have already approached peta-scale with hundreds of thousands of processors/cores in many deployments. These systems promise a new level of predictive and knowledge discovery ability as researchers gain the capability to model dependencies between phenomena at scales not seen earlier. These applications are highly I/O and data intensive, leading scientists to observe that performing I/O and subsequent analyses are major bottlenecks in effectively utilizing peta-scale systems and a major hurdle in accelerating discoveries. Although significant progress has been made in performance, interfaces, and middleware runtime systems for I/O in the recent past, significantly more research and development needs to be carried out to scale the performance to the desired levels for systems containing tens to hundreds of thousands of cores. In this work we outline our recent achievements and current research for designing scalable I/O software and enabling data analytics in storage systems. We also enumerate key challenges for the I/O systems and discuss ongoing efforts that address these challenges.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] MODULAR SCALABLE I/O
    DEBENEDICTIS, EP
    DELROSARIO, JM
    JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 1993, 17 (1-2) : 122 - 128
  • [2] A Scalable I/O Architecture for Wide I/O DRAM
    Harvard, Qawi
    Baker, R. Jacob
    2011 IEEE 54TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2011,
  • [3] Scalable sentiment analytics
    Bakirov, Aslan
    Cogalmis, Kevser Nur
    Bulut, Ahmet
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2016, 24 (03) : 1560 - 1570
  • [4] Future networking for scalable I/O
    Chen, H
    Decker, J
    Bierbaum, N
    PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING AND NETWORKS, 2006, : 128 - +
  • [5] Scalable network I/O in Linux
    Provos, N
    Lever, C
    USENIX ASSOCIATION PROCEEDINGS OF THE FREENIX TRACK, 2000, : 109 - 119
  • [6] 'Perfectly' scalable data I/O
    Orszag, SA
    Goldhirsch, I
    Srinivasan, S
    JOURNAL OF SCIENTIFIC COMPUTING, 2005, 24 (03) : 373 - 404
  • [7] ‘Perfectly’ Scalable Data I/O
    Steven A. Orszag
    Isaac Goldhirsch
    Sudhir Srinivasan
    Journal of Scientific Computing, 2005, 24 : 373 - 404
  • [8] Optimizing I/O for Big Array Analytics
    Zhang, Yi
    Yang, Jun
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2012, 5 (08): : 764 - 775
  • [9] I/O multiplexing & scalable socket servers
    Barile, I
    DR DOBBS JOURNAL, 2004, 29 (02): : 42 - 45
  • [10] A Scalable Digitalized Buffer for Gigabit I/O
    Lu, HungWen
    Su, ChauChin
    Liu, Chien-Nan
    PROCEEDINGS OF THE IEEE 2008 CUSTOM INTEGRATED CIRCUITS CONFERENCE, 2008, : 241 - +