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The Design of NoC-Side Memory Access Scheduling for Energy-Efficient GPGPUs.

Authors :
Liu, Wenjie
Ma, Sheng
Huang, Libo
Wang, Zhiying
Source :
International Journal of Parallel Programming. Aug2018, Vol. 46 Issue 4, p722-735. 14p.
Publication Year :
2018

Abstract

Memory access scheduling schemes, often performed in memory controllers, have a marked impact on alleviating the heavy burden placed on memory systems of GPGPUs. Existing out-of-order scheduling schemes, like FR-FCFS, improve memory access efficiency by reordering memory request sequences at the destination. Their effectiveness, however, is at the expense of complex logics and high power consumption. In this paper, we propose a NoC-side memory access scheduling based on the key insight that the transmission of on-chip networks is the dominating factor in destroying the row access locality and causing poor memory access efficiency. With appropriate NoC-side optimization, the straight-forward in-order scheduling can be used in memory controllers to simplify scheduling logics and alleviate the tight power envelope. Moreover, we introduce several light-weight optimizations to further improve the system performance. Experimental results on memory-intensive applications show that, comparing with FR-FCFS, our proposed scheme increases the overall system performance by 10.5%, reduces the power consumption by 20% and improves the energy efficiency by 36.9%. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08857458
Volume :
46
Issue :
4
Database :
Academic Search Index
Journal :
International Journal of Parallel Programming
Publication Type :
Academic Journal
Accession number :
131277865
Full Text :
https://doi.org/10.1007/s10766-017-0521-2