Corpus ID: 195657976

Q-Learning Inspired Self-Tuning for Energy Efficiency in HPC

@article{Gocht2019QLearningIS,
  title={Q-Learning Inspired Self-Tuning for Energy Efficiency in HPC},
  author={Andreas Gocht and Robert Sch{\"o}ne and Mario Bielert},
  journal={ArXiv},
  year={2019},
  volume={abs/1906.10970}
}
  • Andreas Gocht, Robert Schöne, Mario Bielert
  • Published in ArXiv 2019
  • Computer Science
  • System self-tuning is a crucial task to lower the energy consumption of computers. Traditional approaches decrease the processor frequency in idle or synchronisation periods. However, in High-Performance Computing (HPC) this is not sufficient: if the executed code is load balanced, there are neither idle nor synchronisation phases that can be exploited. Therefore, alternative self-tuning approaches are needed, which allow exploiting different compute characteristics of HPC programs. The novel… CONTINUE READING

    Create an AI-powered research feed to stay up to date with new papers like this posted to ArXiv

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 12 REFERENCES

    Score-P: A Joint Performance Measurement Run-Time Infrastructure for Periscope, Scalasca, TAU, and Vampir

    VIEW 5 EXCERPTS
    HIGHLY INFLUENTIAL

    D5.3 evaluation of the READEX Tool Suite using the READEX test-suite

    • L. Říha, J. Zapleta, +9 authors U. Locans
    • IT4I-VSB, TUD, ICHEC-NUIG, GNS, NTNU, TUM, INTEL, Tech. Rep., 2018. [Online]. Available: https://www.readex.eu/wp-content/uploads/2018/11/D5.3.pdf
    • 2018
    VIEW 2 EXCERPTS

    An architecture for flexible auto-tuning: The Periscope Tuning Framework 2.0

    VIEW 3 EXCERPTS

    An Energy Efficiency Feature Survey of the Intel Haswell Processor

    VIEW 2 EXCERPTS

    HDEEM: High Definition Energy Efficiency Monitoring

    VIEW 1 EXCERPT

    Learning based DVFS for simultaneous temperature, performance and energy management

    • Hao Shen, Jun Lu, Qinru Qiu
    • Computer Science
    • Thirteenth International Symposium on Quality Electronic Design (ISQED)
    • 2012