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

机译:双速,基数-4,串行乘法器

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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,我们介绍了一种用于加速数字滤波器,人工神经网络和其他机器学习算法的应用的双速,基准-4,串行乘法器。我们的乘数是串行(SP)修改的基数-4展位倍增器的变体,其仅添加非零展位编码并跳过零操作,使得延迟取决于乘数值。利用具有不同关键路径的两个子Cucircuit,以便为乘法器值的子集提高吞吐量和延迟。乘法器在Intel Cyclone V现场可编程栅极阵列上,横跨四个不同的处理 - 电压 - 温度拐角在标准并行平行和SP乘法器上进行评估。我们表明,对于32和64的位宽,我们的优化可以在根据输入集的区域时间内通过标准并行展位乘数改进1.42x-3.36x。

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