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專利授權區
專利名稱(英)	DEEP NEURAL NETWORK ACCELERATING METHOD USING RING TENSORS AND SYSTEM THEREOF
專利家族	中華民國：I775296 大陸：CN113780538A(公開號) 美國：2021-0383198(公開號)
專利權人	國立清華大學 100%
發明人	黃朝宗
技術領域	資訊工程,電子電機

專利摘要(英)
A deep neural network accelerating method using a plurality of ring tensors includes a plurality of steps. A ring tensor setting step includes setting an input feature ring tensor and a weight ring tensor of a convolutional network. A ring tensor convolution calculating step includes calculating a plurality of input feature ring elements of the input feature ring tensor and a plurality of weight ring elements of the weight ring tensor according to a ring multiplication calculating step and a ring addition calculating step to generate a plurality of convolution feature ring elements of a convolution feature ring tensor. A non-linear tensor activation function calculating step includes executing a directional non-linear activation function on one of the convolution feature ring elements of the convolution feature ring tensor to generate an output feature ring element.

專利摘要(英)

A deep neural network accelerating method using a plurality of ring tensors includes a plurality of steps. A ring tensor setting step includes setting an input feature ring tensor and a weight ring tensor of a convolutional network. A ring tensor convolution calculating step includes calculating a plurality of input feature ring elements of the input feature ring tensor and a plurality of weight ring elements of the weight ring tensor according to a ring multiplication calculating step and a ring addition calculating step to generate a plurality of convolution feature ring elements of a convolution feature ring tensor. A non-linear tensor activation function calculating step includes executing a directional non-linear activation function on one of the convolution feature ring elements of the convolution feature ring tensor to generate an output feature ring element.

聯絡資訊
承辦人姓名	李曉琪
承辦人電話	03-5715131 #31061
承辦人Email	hsiaochi@mx.nthu.edu.tw