Approximate On-The-Fly Coarse-Grained Reconfigurable Acceleration for General-Purpose Applications

被引:19
作者
Brandalero, Marcelo [1 ,2 ]
Carro, Luigi [1 ]
Beck, Antonio Carlos S. [1 ]
Shafique, Muhammad [2 ]
机构
[1] Fed Univ Rio Grande Sul UFRGS, Porto Alegre, RS, Brazil
[2] Tech Univ Vienna TU Wien, Vienna, Austria
来源
2018 55TH ACM/ESDA/IEEE DESIGN AUTOMATION CONFERENCE (DAC) | 2018年
关键词
dark silicon; coarse-grained reconfigurable architecture; approximate computing;
D O I
10.1145/3195970.3195993
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Approximate functional unit designs have the potential to reduce power consumption significantly compared to their precise counterparts; however, few works have investigated composing them to build generic accelerators. In this work, we do a design-space exploration of state-of-the-art approximate designs, propose a flow for designing approximate coarse-grained reconfigurable arrays (CGRAs), and discuss compilation and runtime reconfiguration issues. We compare the energy savings of precise and approximate reconfigurable acceleration and show that the latter can provide up to 50% additional power savings under a 10% quality loss constraint for the applications in the AxBench suite.
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页数:6
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