Institute of Computing Technology, Chinese Academy IR
A Non-Stop Double Buffering Mechanism for Dataflow Architecture | |
Tan, Xu1,2; Shen, Xiao-Wei1,2; Ye, Xiao-Chun1,3; Wang, Da1; Fan, Dong-Rui1,2; Zhang, Lunkai4; Li, Wen-Ming1; Zhang, Zhi-Min1; Tang, Zhi-Min1 | |
2018 | |
发表期刊 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY |
ISSN | 1000-9000 |
卷号 | 33期号:1页码:145-157 |
摘要 | Double buffering is an effective mechanism to hide the latency of data transfers between on-chip and off-chip memory. However, in dataflow architecture, the swapping of two buffers during the execution of many tiles decreases the performance because of repetitive filling and draining of the dataflow accelerator. In this work, we propose a non-stop double buffering mechanism for dataflow architecture. The proposed non-stop mechanism assigns tiles to the processing element array without stopping the execution of processing elements through optimizing control logic in dataflow architecture. Moreover, we propose a work-flow program to cooperate with the non-stop double buffering mechanism. After optimizations both on control logic and on work-flow program, the filling and draining of the array needs to be done only once across the execution of all tiles belonging to the same dataflow graph. Experimental results show that the proposed double buffering mechanism for dataflow architecture achieves a 16.2% average efficiency improvement over that without the optimization. |
关键词 | non-stop double buffering dataflow architecture high-performance computing |
DOI | 10.1007/s11390-017-1747-6 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key Research and Development Program of China[2016YFB0200501] ; National Natural Science Foundation of China[61332009] ; National Natural Science Foundation of China[61521092] ; Open Project Program of State Key Laboratory of Mathematical Engineering and Advanced Computing[2016A04] ; Beijing Municipal Science and Technology Commission[Z15010101009] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Software Engineering |
WOS记录号 | WOS:000423587100009 |
出版者 | SCIENCE PRESS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/6189 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Fan, Dong-Rui |
作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 100049, Peoples R China 3.State Key Lab Math Engn & Adv Comp, Wuxi 214125, Peoples R China 4.Univ Chicago, Dept Comp Sci, Chicago, IL 60637 USA |
推荐引用方式 GB/T 7714 | Tan, Xu,Shen, Xiao-Wei,Ye, Xiao-Chun,et al. A Non-Stop Double Buffering Mechanism for Dataflow Architecture[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2018,33(1):145-157. |
APA | Tan, Xu.,Shen, Xiao-Wei.,Ye, Xiao-Chun.,Wang, Da.,Fan, Dong-Rui.,...&Tang, Zhi-Min.(2018).A Non-Stop Double Buffering Mechanism for Dataflow Architecture.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,33(1),145-157. |
MLA | Tan, Xu,et al."A Non-Stop Double Buffering Mechanism for Dataflow Architecture".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 33.1(2018):145-157. |
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