https://github.com/binhangyuan/ist_release
Science Score: 23.0%
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○CITATION.cff file
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○.zenodo.json file
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○DOI references
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✓Academic publication links
Links to: arxiv.org -
○Academic email domains
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○Scientific vocabulary similarity
Low similarity (6.3%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: BinhangYuan
- Language: Python
- Default Branch: main
- Size: 43 KB
Statistics
- Stars: 7
- Watchers: 2
- Forks: 7
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
IST Project Release
The implementation of the IST algorithm for the 2-/3- layer google speech recognition.
Two implementations are provided:
Centralized Parameter Server;
Distributed Parameter Server.
If you use AWS deep learning AMI, you can follow the instructions below:
source activate pytorch_p36
export GLOO_SOCKET_IFNAME=ens5
or
export GLOO_SOCKET_IFNAME=ens3
Run the training, e.g. :
python distributed_2layer_subnet_centralized_ps_gloo.py --world-size 2 --rank 0
python distributed_2layer_subnet_centralized_ps_gloo.py --world-size 2 --rank 1
If you find this code helpful, please cite this article:
@article{DBLP:journals/corr/abs-1910-02120,
author = {Binhang Yuan and
Anastasios Kyrillidis and
Christopher M. Jermaine},
title = {Distributed Learning of Deep Neural Networks using Independent Subnet
Training},
journal = {CoRR},
volume = {abs/1910.02120},
year = {2019},
url = {http://arxiv.org/abs/1910.02120},
archivePrefix = {arXiv},
eprint = {1910.02120},
timestamp = {Wed, 09 Oct 2019 14:07:58 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-02120.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
Owner
- Name: Binhang Yuan
- Login: BinhangYuan
- Kind: user
- Location: Zurich
- Company: ETH Zurich
- Website: https://binhangyuan.github.io/site/
- Repositories: 2
- Profile: https://github.com/BinhangYuan
Postdoc Researcher, ETH Zurich. Ph.D., Rice University.
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