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CONFIGURABLE NEURAL PROCESSING UNIT FOR EFFICIENT TRANSPOSE CONVOLUTION AND METHOD OF OPERATION THEREOF

发明专利审中
20权利要求 · 3 独立
§ Ⅰ

卷宗概要

IPC 分类

G6N 3/464G6T 1/20

CPC 分类

G6N3/464G6T1/20

A method for operating a configurable neural processing unit is disclosed. The method includes dynamically selecting, by a controller, one of multiple data flow modes for a transpose convolution operation within a systolic array of processing elements. The selection is based on an efficiency calculation for a given data set. The method further includes configuring the systolic array to operate in the selected data flow mode, wherein each data flow mode specifies a pattern of data reuse and transfer among the processing elements, and wherein the pattern defines stationary reuse of a particular data type.

原文(中文)

A method for operating a configurable neural processing unit is disclosed. The method includes dynamically selecting, by a controller, one of multiple data flow modes for a transpose convolution operation within a systolic array of processing elements. The selection is based on an efficiency calculation for a given data set. The method further includes configuring the systolic array to operate in the selected data flow mode, wherein each data flow mode specifies a pattern of data reuse and transfer among the processing elements, and wherein the pattern defines stationary reuse of a particular data type.