Elastic parameter server load distribution in deep learning clusters

Author:

Chen Yangrui1,Peng Yanghua1,Bao Yixin1,Wu Chuan1,Zhu Yibo2,Guo Chuanxiong2

Affiliation:

1. The University of Hong Kong

2. ByteDance Inc.

Funder

Hong Kong RGC

Publisher

ACM

Reference48 articles.

1. 2012. ImageNet Dataset. http://www.image-net.org/. 2012. ImageNet Dataset. http://www.image-net.org/.

2. 2014. ps-lite: A Lightweight Parameter Server Interface. https://github.com/dmlc/ps-lite. 2014. ps-lite: A Lightweight Parameter Server Interface. https://github.com/dmlc/ps-lite.

3. 2019. Alibaba PS-Plus. https://github.com/alibaba/x-deeplearning/tree/master/xdl/ps-plus. 2019. Alibaba PS-Plus. https://github.com/alibaba/x-deeplearning/tree/master/xdl/ps-plus.

4. 2019. AWS EC2 Instance. https://aws.amazon.com/ec2/instance-types/. 2019. AWS EC2 Instance. https://aws.amazon.com/ec2/instance-types/.

5. 2019. BytePS: A High Performance and General Framework for Distributed Training. https://github.com/bytedance/byteps/. 2019. BytePS: A High Performance and General Framework for Distributed Training. https://github.com/bytedance/byteps/.

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