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Comparison Between Bare-metal, Container and VM using Tensorflow Image Classification Benchmarks for Deep Learning Cloud Platform

Topics: Cloud Applications Performance and Monitoring; Cloud Management Platforms; High Performance Computing Cloud Applications ; Use cases , Experiences with HPC Clouds; Service Performance Analytics; Virtualization Technologies

Authors: Chan-Yi Lin ; Hsin-Yu Pai and Jerry Chou

Affiliation: National Tsing Hua University, Taiwan

Keyword(s): Deep Learning, Cloud Computing, Performance Benchmark, Virtualization, Container, Virtual Machine.

Abstract: The recent success of AI is contributed by the adaptation of using deep learning in decision making process. To harness the power of deep learning, developers must not only rely on a computing framework, but a cloud platform to ensure resource utilization and computing performance to ease the burden on users as well. Hence, ”how cloud resources should be orchestrated for deep learning?” becomes a fundamental question for cloud providers. In this work, we built an in-house OpenStack cloud platform to enable various resource orchestrations, including virtual machine, container and bare-metal. Then we systematically evaluate the performance of different orchestration choices using Tensorflow image classification benchmarks to quantify the performance impact and discuss the challenges of addressing these performance issues.

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Paper citation in several formats:
Lin, C.; Pai, H. and Chou, J. (2018). Comparison Between Bare-metal, Container and VM using Tensorflow Image Classification Benchmarks for Deep Learning Cloud Platform. In Proceedings of the 8th International Conference on Cloud Computing and Services Science - CLOSER; ISBN 978-989-758-295-0; ISSN 2184-5042, SciTePress, pages 376-383. DOI: 10.5220/0006680603760383

@conference{closer18,
author={Chan{-}Yi Lin. and Hsin{-}Yu Pai. and Jerry Chou.},
title={Comparison Between Bare-metal, Container and VM using Tensorflow Image Classification Benchmarks for Deep Learning Cloud Platform},
booktitle={Proceedings of the 8th International Conference on Cloud Computing and Services Science - CLOSER},
year={2018},
pages={376-383},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006680603760383},
isbn={978-989-758-295-0},
issn={2184-5042},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Cloud Computing and Services Science - CLOSER
TI - Comparison Between Bare-metal, Container and VM using Tensorflow Image Classification Benchmarks for Deep Learning Cloud Platform
SN - 978-989-758-295-0
IS - 2184-5042
AU - Lin, C.
AU - Pai, H.
AU - Chou, J.
PY - 2018
SP - 376
EP - 383
DO - 10.5220/0006680603760383
PB - SciTePress

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