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A METHOD OF OPERATING NEURAL NETWORKS, CORRESPONDING NETWORK, APPARATUS AND COMPUTER PROGRAM PRODUCT

机译:一种操作神经网络,对应网络,装置和计算机程序产品的方法

摘要

A method of operating neural networks such as convolutional neural networks including e.g. an input layer, an output layer and at least one intermediate layer between the input layer and the output layer, with the network layers including operating units (10) performing arithmetic operations on input data (a(k-1), w(k)) to provide output data (a(k)).;The method includes:- selecting a set of operating units in the network layers,- performing arithmetic operations in operating units (10) in the selected set of operating units by performing Residue Number System or RNS operations on RNS-converted (12) input data (a(k-1), w(k)) by obtaining RNS output data (a(k)) in the Residue Number System,- backward converting (14) from the Residue Number System the RNS output data (a(k)) resulting from the RNS operations.
机译:一种操作神经网络的方法,例如包括例如卷积神经网络的卷积神经网络。输入层,输出层和在输入层与输出层之间的至少一个中间层,其中网络层包括对输入数据( a (k-1)进行算术运算的运算单元(10) ),w (k) )提供输出数据( a (k) )。包括:-在网络层中选择一组操作单元,-通过对RNS转换后的(12)输入数据( a (k-1)执行残数系统或RNS运算,在选定的一组运算单元中的运算单元(10)中执行算术运算>,通过在残数系统中获取RNS输出数据( a (k) ),w (k) ),-从残数系统向后转换(14)RNS操作产生的RNS输出数据( a (k) )。

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