跳到主要导航 跳到搜索 跳到主要内容

Efficient scheduling with intensive in-memory file accesses considering bandwidth constraint on memory bus

  • Chongqing University
  • Ministry of Education of the People's Republic of China

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The latest trend in high performance computing and big data applications inspires new solutions of in-memory filesystems to achieve high throughput of file data accesses. However, new concerns arise because intensive in-memory file accesses can cause contention problem on memory bus. With existing schedulers, such as Complete Fair Scheduler (CFS) in Linux system, memory access intensive processes can excessively occupy memory bandwidth. As a result, the performance of a set of running processes is degraded. In this paper, we propose a scheduling algorithm to consider memory bandwidth consumption during scheduling and improve the completion time of a given working set. We first present the data to show that CFS can not efficiently handle a set of running processes involving intensive in-memory file accesses. Then, a heuristic algorithm is proposed to solve the scheduling problem with bandwidth consumption and execution time consideration. The scheduling algorithm is implemented and extensively experimented in Linux system. The experimental results show that the completion time is reduced up to 33.3% compared with that generated by Linux scheduler CFS.

源语言英语
主期刊名Algorithms and Architectures for Parallel Processing - 15th International Conference, ICA3PP 2015, Proceedings
编辑Albert Zomaya, Kenli Li, Gregorio Martinez Perez, Guojun Wang
出版商Springer Verlag
567-580
页数14
ISBN(印刷版)9783319271217
DOI
出版状态已出版 - 2015
已对外发布
活动15th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2015 - Zhangjiajie, 中国
期限: 18 11月 201520 11月 2015

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9529
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议15th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2015
国家/地区中国
Zhangjiajie
时期18/11/1520/11/15

指纹

探究 'Efficient scheduling with intensive in-memory file accesses considering bandwidth constraint on memory bus' 的科研主题。它们共同构成独一无二的指纹。

引用此