A general configurable architecture for WSI implementation for neural nets

F. Distante, M. Sami, G. Storti Gajani
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引用次数: 8

Abstract

Presents a solution that allows flexible mapping of neural nets (such as multi-layered ones) onto uncommitted processing arrays in which a large number of processing elements are interconnected by a switched-bus network. The basic algorithms leading to such mapping are outlined, providing a balance between structure simplicity and parallelism of operation speed. A protocol by which the array can be configured (and, therefore, initialized) is presented: nominal operation is then described, and it is seen that the same solution providing for initialization supports also subsequent algorithms. The structure of the basic elements of the architecture (switches and processing elements) is detailed, so as to allow an evaluation of complexity as regards silicon requirements in CMOS.<>
神经网络WSI实现的通用可配置架构
提出了一种解决方案,允许将神经网络(如多层神经网络)灵活地映射到未提交的处理阵列,其中大量处理元素通过交换总线网络相互连接。本文概述了导致这种映射的基本算法,提供了结构简单性和操作速度并行性之间的平衡。提供了一个可以配置数组(并因此初始化)的协议:然后描述了标称操作,并且可以看到为初始化提供的相同解决方案也支持后续算法。该架构的基本元素(开关和处理元素)的结构是详细的,以便可以评估CMOS中硅需求的复杂性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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