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Conference Paper
A Novel Shared Memory Framework for Distributed Deep Learning in High-Performance Computing Architecture
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- Authors
- Shinyoung Ahn, Joongheon Kim, Sungwon Kang
- Issue Date
- 2018-05
- Citation
- International Conference on Software Engineering (ICSE) 2018, pp.191-192
- Language
- English
- Type
- Conference Paper
- Abstract
- This paper proposes a novel virtual shared memory framework, Soft Memory Box (SMB), which directly shares the memory of remote nodes among distributed processes to improve communication performance/speed via deep learning parameter sharing.
- KSP Keywords
- Communication performance, Distributed processes, High-performance computing(HPC), Remote Node, Virtual Shared Memory, deep learning(DL), parameter sharing