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NEURAL NETWORK UNIT WITH SHARED ACTIVATION FUNCTION UNITS

机译:具有共享激活功能单元的神经网络单元

摘要

A neural network unit includes first and second memories that hold rows of respective N weight and data words and provides a row of them to N corresponding neural processing units (NPU), respectively. The N NPUs each have an accumulator and an arithmetic unit that performs a series of multiply operations on pairs of weight words and data words received from the first and second memories to generate a series of products. The arithmetic unit also performs a series of addition operations on the series of products to accumulate an accumulated value in the accumulator. Activation function units (AFU) are each shared by a corresponding plurality of the N NPUs. Each AFU, in a sequential fashion with respect to each NPU of the corresponding plurality of the N NPUs, receives the accumulated value from the NPU and performs an activation function on the accumulated value to generate a result.
机译:神经网络单元包括第一和第二存储器,其分别保存N个权重和数据字的行,并将它们的行分别提供给N个相应的神经处理单元(NPU)。 N个NPU分别具有累加器和算术单元,该算术单元对从第一和第二存储器接收的成对的权重字和数据字执行一系列的乘法运算以产生一系列的乘积。算术单元还对一系列乘积执行一系列加法运算,以在累加器中累加累加值。激活功能单元(AFU)分别由相应的N个NPU共享。相对于对应的多个N个NPU中的每个NPU,每个AFU以顺序的方式从NPU接收累加值,并对累加值执行激活功能以产生结果。

著录项

  • 公开/公告号US2017103320A1

    专利类型

  • 公开/公告日2017-04-13

    原文格式PDF

  • 申请/专利权人 VIA ALLIANCE SEMICONDUCTOR CO. LTD.;

    申请/专利号US201615090691

  • 发明设计人 G. GLENN HENRY;TERRY PARKS;

    申请日2016-04-05

  • 分类号G06N3/08;G06F9/30;

  • 国家 US

  • 入库时间 2022-08-21 13:52:02

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