A Unified, Flexible Framework in Network Topology Generation for Distributed Machine Learning

Author:

Liu Jianhao1ORCID,Li Xiaoyan1ORCID,Liu Yanhua1ORCID,Fan Weibei2ORCID

Affiliation:

1. College of Computer and Data Science, Fuzhou University, China

2. Nanjing University of Posts and Telecommunications, China

Funder

Natural Science Foundation of Fujian Province

National Natural Science Foundation of China

Publisher

ACM

Reference7 articles.

1. [ 1 ] baidu-allreduce. https://github.com/baidu-research/baidu-allreduce. [1] baidu-allreduce. https://github.com/baidu-research/baidu-allreduce.

2. [ 2 ] Yijia Chang et al. Systematic topology design for large-scale networks: A unified framework . In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 347–356 , 2020 . [2] Yijia Chang et al. Systematic topology design for large-scale networks: A unified framework. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 347–356, 2020.

3. [ 3 ] Jinkun Geng et al. HiPS: Hierarchical parameter synchronization in large-scale distributed machine learning . In Proceedings of the 2018 Workshop on Network Meets AI & ML. 1–7 , 2018 . [3] Jinkun Geng et al. HiPS: Hierarchical parameter synchronization in large-scale distributed machine learning. In Proceedings of the 2018 Workshop on Network Meets AI & ML. 1–7, 2018.

4. [ 4 ] Chuanxiong Guo et al. BCube: a high performance, server-centric network architecture for modular data centers . In Proceedings of the ACM SIGCOMM 2009 conference on Data communication. 63–74 , 2009 . [4] Chuanxiong Guo et al. BCube: a high performance, server-centric network architecture for modular data centers. In Proceedings of the ACM SIGCOMM 2009 conference on Data communication. 63–74, 2009.

5. [ 5 ] Douglas Stinson . Combinatorial designs: constructions and analysis . Springer Science & Business Media . 2007 . [5] Douglas Stinson. Combinatorial designs: constructions and analysis. Springer Science & Business Media. 2007.

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