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From Behavior to VHDL:A CAD Environment for SPNNs

机译:从行为到VHDL:SPNNS的CAD环境

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This paper presents an automatic design flow for digital special purpose feed-forward multi-layer neural networks (SPNNs). The target architecture is constituted by a collection of basic elements called Pseudo-Neurons (PNs) connected in a pipelined-tree manner, to suit efficient VLSI implementation and, due to an internal pipelined multiprocessing, achieving low latency and good throughput. The related CAD environment implements three successive stages: the weights discretization (WD ), the architectural synthesis (AS), and the VHDL model generation (VHDL_G).
机译:本文介绍了数字专用馈电多层神经网络(SPNN)的自动设计流程。目标架构由以流水线方式连接的伪神经元(PNS)的基本元素的集合构成,以便以有效的VLSI实现,并且由于内部流水线多处理,实现低延迟和良好的吞吐量。相关CAD环境实现三个连续阶段:权重离散化(WD),架构合成(AS)和VHDL模型生成(VHDL_G)。

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