Acceleration and Efficiency Warranty for Distributed Machine Learning Jobs over Data Center Network with Optical Circuit Switching

被引:0
|
作者
Wang, Cen [1 ]
Yoshikane, Noboru [1 ]
Balasis, Filippos [1 ]
Tsuritani, Takehiro [1 ]
机构
[1] KDDI Res Inc, 2-1-15 Ohara, Fujimino, Saitama 3568502, Japan
来源
2021 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC) | 2021年
关键词
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暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Based on a DCN with OCS, we propose a pattern-aware scheduling and fast convergence strategy for the distributed machine learning jobs. Experimental results show significant accelerations for completion time and convergence of the jobs. (C) 2021 The Author(s)
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页数:3
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