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Parameterized Design and Evaluation of Bandwidth Compressor for Floating-Point Data Streams in FPGA-Based Custom Computing

机译:基于FPGA的定制计算中浮点数据流带宽压缩器的参数化设计和评估

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We are applying bandwidth compression to enhance performance of FPGA-based custom computing. This paper presents and evaluates hardware design of a bandwidth compressor and decompressor for a floating-point data stream of various bit width. We show their structures parameterized for a bit width of an input word. Through FPGA-based prototype implementation, we evaluate the resource utilization, frequency, and compression ratio. The expermental results show that the compressor and decompressor for 32-bit and 64-bit floating-point numbers achieve bandwidth reduction at a ratio of 3.1 and 1.8 for 2D data of fluid dynamics computation, while they require only small area and operate at higher than 200MHz.
机译:我们正在应用带宽压缩来增强基于FPGA的自定义计算的性能。本文介绍并评估了各种位宽的浮点数据流的带宽压缩器和解压缩器的硬件设计。我们显示了针对输入字的位宽度参数化的结构。通过基于FPGA的原型实现,我们可以评估资源利用率,频率和压缩率。实验结果表明,对于流体动力学计算的2D数据,用于32位和64位浮点数的压缩器和解压缩器以3.1和1.8的比率实现了带宽减少,而它们只需要很小的面积并且可以在高于200MHz。

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