Institute of Computing Technology, Chinese Academy IR
WiseThrottling: a new asynchronous task scheduler for mitigating I/O bottleneck in large-scale datacenter servers | |
Lv, Fang1; Liu, Lei1; Cui, Hui-min1; Wang, Lei1; Liu, Ying1; Feng, Xiao-bing1; Yew, Pen-Chung2 | |
2015-08-01 | |
发表期刊 | JOURNAL OF SUPERCOMPUTING |
ISSN | 0920-8542 |
卷号 | 71期号:8页码:3054-3093 |
摘要 | Datacenter servers are stepping into an era marked by powerful multi-/many-core processors. Severe problems such as I/O contentions in those large-scale platforms pose an unprecedented challenge. Prior studies primarily considered I/O bandwidth as a major performance bottleneck. However, our work reveals that in many cases the fundamental cause of I/O contentions is the inefficiency of OS schedulers. Particularly, the modern system is not aware of this fact and thus suffers from poor I/O performance, especially for datacenter servers. Based on our findings, we propose a new software-based scheduling approach, WiseThrottling, to reduce I/O contention. WiseThrottling performs asynchronous and self-adjustment scheduling for concurrent tasks. We evaluate our approach across a wide range of C/OpenMP/MapReduce workloads on a 64-core server in Dawning Cluster datacenter. The experimental results exhibit that WiseThrottling is effective for reducing the I/O bottleneck and it can improve the overall system performance by up to 207 %. |
关键词 | Multi-/many-core server I/O contention Scheduling Resource description |
DOI | 10.1007/s11227-015-1427-7 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National High Technology Research and Development Program of China[2012AA010902] ; National High Technology Research and Development Program of China[2015AA011505] ; NSFC[61202055] ; NSFC[61221062] ; NSFC[61303053] ; NSFC[61432016] ; NSFC[61402445] ; National Basic Research Program of China[2011CB302504] |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000358668000014 |
出版者 | SPRINGER |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/9468 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Lv, Fang |
作者单位 | 1.Chinese Acad Sci, ICT, State Key Lab Comp Architecture, Beijing, Peoples R China 2.Univ Minnesota Twin Cities, Dept Comp Sci & Engn, Minneapolis, MN USA |
推荐引用方式 GB/T 7714 | Lv, Fang,Liu, Lei,Cui, Hui-min,et al. WiseThrottling: a new asynchronous task scheduler for mitigating I/O bottleneck in large-scale datacenter servers[J]. JOURNAL OF SUPERCOMPUTING,2015,71(8):3054-3093. |
APA | Lv, Fang.,Liu, Lei.,Cui, Hui-min.,Wang, Lei.,Liu, Ying.,...&Yew, Pen-Chung.(2015).WiseThrottling: a new asynchronous task scheduler for mitigating I/O bottleneck in large-scale datacenter servers.JOURNAL OF SUPERCOMPUTING,71(8),3054-3093. |
MLA | Lv, Fang,et al."WiseThrottling: a new asynchronous task scheduler for mitigating I/O bottleneck in large-scale datacenter servers".JOURNAL OF SUPERCOMPUTING 71.8(2015):3054-3093. |
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