GPU Parallel Method for Deep Learning Image Classification

This paper proposes an improved ring all-reduce algorithm with lower time complexity to improve the low efficiency of multiple Graphics Processing Unit(GPU) parallel transmission in deep-learning image classification scenes.This algorithm optimizes the data transmission process based on interval pai...

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Bibliographic Details

Published in:	Jisuanji gongcheng
Main Author:	HAN Yanling, SHEN Siyang, XU Lijun, WANG Jing, ZHANG Yun, ZHOU Ruyan
Format:	Article
Language:	English
Published:	Editorial Office of Computer Engineering 2023-01-01
Subjects:	gpu parallel|ring all reduce algorithm|data parallelism|model parallelism|deep learning|image classification
Online Access:	https://www.ecice06.com/fileup/1000-3428/PDF/20230122.pdf