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Two-ring systolic array network for artificial neural networks

机译:人工神经网络的二环脉动阵列网络

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摘要

The paper describes an efficient and fast systolic architecture for the implementation of artificial neural networks. The proposed architecture, TORAN (two-in-one ring array network), combines two-ring systolic array networks to perform two sets of weight-data pair multiplication operations in parallel. This increases the hardware by 40% but reduces by 50% the number of cycles to perform the weighted sum calculation compared with a single systolic ring-array network.
机译:本文描述了一种用于实现人工神经网络的高效,快速的收缩体系结构。提出的体系结构TORAN(二合一环形阵列网络)结合了两个环形脉动阵列网络,以并行执行两组加权数据对乘法运算。与单个收缩环形阵列网络相比,这将使硬件增加40%,但将执行加权和计算的周期数减少50%。

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