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Neural chip architecture and neural networks incorporated therein

机译:包含在其中的神经芯片架构和神经网络

摘要

The neural semiconductor chip first includes: a global register and control logic circuit block, a R/W memory block and a plurality of neurons fed by buses transporting data such as the input vector data, set-up parameters, etc., and signals such as the feed back and control signals. The R/W memory block, typically a RAM, is common to all neurons to avoid circuit duplication, increasing thereby the number of neurons integrated in the chip. The R/W memory stores the prototype components. Each neuron comprises a computation block, a register block, an evaluation block and a daisy chain block to chain the neurons. All these blocks (except the computation block) have a symmetric structure and are designed so that each neuron may operate in a dual manner, i.e. either as a single neuron (single mode) or as two independent neurons (dual mode). Each neuron generates local signals. The neural chip further includes an OR circuit which performs an OR function for all corresponding local signals to generate global signals that are merged in an on-chip common communication bus shared by all neurons of the chip. The R/W memory block, the neurons and the OR circuit form an artificial neural network having high flexibility due to this dual mode feature which allows to mix single and dual neurons in the ANN.
机译:该神经半导体芯片首先包括:全局寄存器和控制逻辑电路块,R / W存储块和由总线馈送的多个神经元,这些总线传输诸如输入矢量数据,设置参数等数据以及诸如此类的信号。作为反馈和控制信号。 R / W存储块(通常为RAM)对所有神经元而言都是通用的,以避免电路重复,从而增加了集成在芯片中的神经元的数量。 R / W存储器存储原型组件。每个神经元包括计算块,寄存器块,评估块和菊花链块,以链接神经元。所有这些模块(计算模块除外)均具有对称结构,并且设计成每个神经元都可以双重方式运行,即作为单个神经元(单模)或作为两个独立神经元(双模)运行。每个神经元产生局部信号。该神经芯片还包括对所有相应的本地信号执行“或”功能的“或”电路,以生成全局信号,这些信号在芯片的所有神经元共享的片上公共通信总线中合并。 R / W存储块,神经元和OR电路形成了一种具有高度灵活性的人工神经网络,该双重模式特性允许在ANN中混合单个和双重神经元。

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