Towards a Low-Power Accelerator of Many FPGAs for Stencil Computations

Ryohei Kobayashi, Shinya Takamaeda-Yamazaki, Kenji Kise
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引用次数: 9

Abstract

We have proposed the effective stencil computation method and the architecture by employing multiple small FPGAs with 2D-mech topology. In this paper, we show that our proposed architecture works correctly on the real 2D-mesh connected FPGA array. We developed a software simulator in C++, which emulates our proposed architecture, and implemented two prototype systems in Verilog HDL. One prototype system is for logic verification with communication modules and the other is for estimation of power consumption without communication modules. We run the former prototype system for 2M cycles and check the behavior with the software simulator. Our architecture is developed towards a low-power accelerator of many FPGAs. The evaluation result with the second prototype shows that the system of a single FPGA node with eight floating-point adders and eight floating-point multipliers archives 2.24GFlop/s in 0.16GHz operations with 2.37W power consumption. This performance/W value is about six-times better than NVidia GTX280 GPU card.
面向模板计算的fpga低功耗加速器研究
我们提出了一种有效的模板计算方法,并利用多个具有二维机械拓扑结构的小型fpga提出了相应的结构。在本文中,我们证明了我们提出的架构在实际的2d网格连接FPGA阵列上正确工作。我们用c++语言开发了一个软件模拟器来模拟我们提出的架构,并在Verilog HDL语言中实现了两个原型系统。一个原型系统用于有通信模块的逻辑验证,另一个原型系统用于无通信模块的功耗估计。我们将前一个原型系统运行了2M个周期,并使用软件模拟器检查了其行为。我们的架构朝着许多fpga的低功耗加速器方向发展。第二个样机的评估结果表明,单FPGA节点8个浮点加法器和8个浮点乘法器的系统在0.16GHz工作时的功耗为2.24GFlop/s,功耗为2.37W。此性能/W值约为NVidia GTX280 GPU卡的6倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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