Adaptive Worker Group Management for Mitigating Straggler Problem in Distributed Deep Learning Systems

Author:

Kim HyungJun,Kang Jihun,Yu Heonchang

Publisher

Elsevier BV

Reference38 articles.

1. Mehmet Fatih Aktas �and Emina Soljanin. Straggler mitigation at scale;IEEE/ACM Transactions on Networking,2019

2. Reining in the outliers in {Map-Reduce} clusters using mantri;Srikanth Ganesh Ananthanarayanan;9th USENIX Symposium on Operating Systems Design and Implementation,2010

3. Effective straggler mitigation: Attack of the clones;Ali Ganesh Ananthanarayanan;10th USENIX Symposium on Networked Systems Design and Implementation (NSDI 13),2013

4. Stochastic gradient push for distributed deep learning;Mahmoud Assran;International Conference on Machine Learning,2019

5. Elastic parameter server load distribution in deep learning clusters;Yangrui Chen;Proceedings of the 11th ACM Symposium on Cloud Computing,2020

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