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Reliable and energy-aware mapping of streaming series-parallel applications onto hierarchical platforms

  • Changjiang Gou
  • , Anne Benoit
  • , Mingsong Chen
  • , Loris Marchal
  • , Tongquan Wei
  • École normale supérieure de Lyon

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

Streaming applications come from various application fields such as physics, and many can be represented as a series-parallel dependence graph. We aim at minimizing the energy consumption of such applications when executed on a hierarchical platform, by proposing novel mapping strategies. Dynamic voltage and frequency scaling (DVFS) is used to reduce the energy consumption, and we ensure a reliable execution by either executing a task at maximum speed, or by triplicating it. In this paper, we propose a structure rule to partition the series-parallel applications, and we prove that the optimization problem is NP-complete. We are able to derive a dynamic programming algorithm for the special case of linear chains, which provides an interesting heuristic and a building block for designing heuristics for the general case. The heuristics performance is compared to a baseline solution, where each task is executed at maximum speed. Simulations demonstrate that significant energy savings can be obtained.

源语言英语
主期刊名Proceedings - 2020 IEEE 32nd International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2020
出版商IEEE Computer Society
页116-123
页数8
ISBN(电子版)9781728199245
DOI
出版状态已出版 - 9月 2020
已对外发布是
活动32nd IEEE International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2020 - Virtual, Porto, 葡萄牙
期限: 8 9月 2020 → 11 9月 2020

丛书

姓名Proceedings - Symposium on Computer Architecture and High Performance Computing
卷2020-September
ISSN(印刷版)1550-6533

会议

会议32nd IEEE International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2020
国家/地区葡萄牙
市Virtual, Porto
时期8/09/20 → 11/09/20

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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