Evaluation of variable bit-width units in a RISC-V processor for approximate computing

Geneviève Ndour, T. Jost, A. Molnos, Y. Durand, A. Tisserand
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引用次数: 9

Abstract

Among various power reduction methods, variable bit-width arithmetic units have been proposed in approximate computing literature. In this paper, we add a variable bit-width memory unit in a RISC-V processor. Integrating both computation and memory units with variable bit-width leads to a power reduction: from 7% to 29% for Sobel filter application and from 13% to 24% for an application that computes the position of a robotic arm (forwardk2j). We also propose a global energy model for a RISC-V processor with variable bit-width units (for computation and memory). This model allows us to evaluate the impact of various parameters in both the software application (e.g., the amount of instructions that can be executed with a reduced bit-width) and the hardware architecture (e.g., impact of potential reduction for each unit).
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RISC-V处理器中用于近似计算的可变位宽单元的评估
在各种降功耗方法中,近似计算文献中提出了可变位宽算术单元。在本文中,我们在RISC-V处理器中增加了可变位宽存储器单元。将可变位宽的计算和存储单元集成在一起,可以降低功耗:对于索贝尔滤波器应用,功耗从7%降至29%;对于计算机械臂位置的应用,功耗从13%降至24% (forwardk2j)。我们还提出了具有可变位宽单元(用于计算和存储)的RISC-V处理器的全局能量模型。该模型允许我们评估软件应用程序(例如,可以使用减少的位宽执行的指令数量)和硬件架构(例如,每个单元的潜在减少的影响)中各种参数的影响。
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