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  1. 研究報告
  2. ハイパフォーマンスコンピューティング(HPC)
  3. 2021
  4. 2021-HPC-178

Energy Aware Scheduler of Single/Multi-node Jobs Exploiting Node Heterogeneity

https://ipsj.ixsq.nii.ac.jp/records/210011
https://ipsj.ixsq.nii.ac.jp/records/210011
feca646f-4f9b-4b3d-9047-a78cb4b423b3
名前 / ファイル ライセンス アクション
IPSJ-HPC21178013.pdf IPSJ-HPC21178013.pdf (7.8 MB)
Copyright (c) 2021 by the Information Processing Society of Japan
オープンアクセス
Item type SIG Technical Reports(1)
公開日 2021-03-08
タイトル
タイトル Energy Aware Scheduler of Single/Multi-node Jobs Exploiting Node Heterogeneity
タイトル
言語 en
タイトル Energy Aware Scheduler of Single/Multi-node Jobs Exploiting Node Heterogeneity
言語
言語 eng
キーワード
主題Scheme Other
主題 ジョブスケジューラー
資源タイプ
資源タイプ識別子 http://purl.org/coar/resource_type/c_18gh
資源タイプ technical report
著者所属
Graduate School of Informatics, Kyoto University
著者所属
Academic Center of Computing and Media Studies, Kyoto University
著者所属
Academic Center of Computing and Media Studies, Kyoto University
著者所属(英)
en
Graduate School of Informatics, Kyoto University
著者所属(英)
en
Academic Center of Computing and Media Studies, Kyoto University
著者所属(英)
en
Academic Center of Computing and Media Studies, Kyoto University
著者名 Jiacheng, Zhou

× Jiacheng, Zhou

Jiacheng, Zhou

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Keiichiro, Fukazawa

× Keiichiro, Fukazawa

Keiichiro, Fukazawa

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Hiroshi, Nakashima

× Hiroshi, Nakashima

Hiroshi, Nakashima

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著者名(英) Jiacheng, Zhou

× Jiacheng, Zhou

en Jiacheng, Zhou

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Keiichiro, Fukazawa

× Keiichiro, Fukazawa

en Keiichiro, Fukazawa

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Hiroshi, Nakashima

× Hiroshi, Nakashima

en Hiroshi, Nakashima

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論文抄録
内容記述タイプ Other
内容記述 Modern CPUs suffer from power efficiency heterogeneity, which can result in additional energy cost or performance loss. On the other hand, future supercomputers are expected to be power constraint. This report focuses on energy aware scheduling algorithms target on two situations. In single-node situation, workload consists of various single-node jobs, Combinatorial Optimization Algorithm saves energy by calculating a local optimal allocation plan with KM algorithm. In multi-node situation, power cap causes load unbalancing in multi-node jobs. Sliding Window Algorithm targets on reducing such unbalancing by sliding window. Proposed algorithms are evaluated in the simulation and real supercomputer environment. In single-node situation, Combinatorial Optimization Algorithm achieved up to 2.92% saving. For the multi-node situation, workload is designed based on real historic workload, and up to 5.36% saving was achieved by Sliding Window Algorithm.
論文抄録(英)
内容記述タイプ Other
内容記述 Modern CPUs suffer from power efficiency heterogeneity, which can result in additional energy cost or performance loss. On the other hand, future supercomputers are expected to be power constraint. This report focuses on energy aware scheduling algorithms target on two situations. In single-node situation, workload consists of various single-node jobs, Combinatorial Optimization Algorithm saves energy by calculating a local optimal allocation plan with KM algorithm. In multi-node situation, power cap causes load unbalancing in multi-node jobs. Sliding Window Algorithm targets on reducing such unbalancing by sliding window. Proposed algorithms are evaluated in the simulation and real supercomputer environment. In single-node situation, Combinatorial Optimization Algorithm achieved up to 2.92% saving. For the multi-node situation, workload is designed based on real historic workload, and up to 5.36% saving was achieved by Sliding Window Algorithm.
書誌レコードID
収録物識別子タイプ NCID
収録物識別子 AN10463942
書誌情報 研究報告ハイパフォーマンスコンピューティング(HPC)

巻 2021-HPC-178, 号 13, p. 1-12, 発行日 2021-03-08
ISSN
収録物識別子タイプ ISSN
収録物識別子 2188-8841
Notice
SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc.
出版者
言語 ja
出版者 情報処理学会
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