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A Two-Speed, Radix-4, Serial–Parallel Multiplier

机译:两速,Radix-4,串行并行乘法器

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摘要

In this paper, we present a two-speed, radix-4, serial-parallel multiplier for accelerating applications such as digital filters, artificial neural networks, and other machine learning algorithms. Our multiplier is a variant of the serial-parallel (SP) modified radix-4 Booth multiplier that adds only the nonzero Booth encodings and skips over the zero operations, making the latency dependent on the multiplier value. Two subcircuits with different critical paths are utilized so that throughput and latency are improved for a subset of multiplier values. The multiplier is evaluated on an Intel Cyclone V field-programmable gate array against standard parallel-parallel and SP multipliers across four different process-voltage-temperature corners. We show that for bit widths of 32 and 64, our optimizations can result in a 1.42x-3.36x improvement over the standard parallel Booth multiplier in terms of area-time depending on the input set.
机译:在本文中,我们提出了一种用于加速诸如数字滤波器,人工神经网络和其他机器学习算法之类的应用的两速,基数为4的串行并行乘法器。我们的乘法器是串行并行(SP)修改的radix-4 Booth乘法器的一种变体,它仅添加非零的Booth编码并跳过零运算,从而使延迟取决于乘法器的值。利用具有不同关键路径的两个子电路,从而提高了乘数值的子集的吞吐量和等待时间。该乘数在Intel Cyclone V现场可编程门阵列上针对四个不同过程电压-温度拐角处的标准并行乘数和SP乘数进行评估。我们证明,对于32和64的位宽,我们的优化可以根据输入时间,在面积时间方面使标准并行Booth乘法器提高1.42x-3.36x。

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