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HARDWARE ACCELERATOR FOR COMPRESSED GRU ON FPGA

机译:FPGA上压缩GRU的硬件加速器

摘要

The present technical disclosure relates to artificial neural networks, e.g., gated recurrent unit (GRU). In particular, the present technical disclosure relates to how to implement a hardware accelerator for compressed GRU based on an embedded FPGA. Specifically, it proposes an overall design processing method of matrix decoding, matrix-vector multiplication, vector accumulation and activation function. In another aspect, the present technical disclosure proposes an overall hardware design to implement and accelerate the above process.
机译:本技术公开涉及人工神经网络,例如,门控循环单元(GRU)。特别地,本技术公开涉及如何基于嵌入式FPGA来实现用于压缩GRU的硬件加速器。具体地,提出了矩阵解码,矩阵矢量乘法,矢量累加和激活函数的总体设计处理方法。在另一方面,本技术公开提出了一种整体硬件设计,以实现并加速上述过程。

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