Evaluating System-Level Monitors and Knobs on Real Hardware View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018-10-24

AUTHORS

Panagiota Nikolaou , Zacharias Hadjilambrou , Panayiotis Englezakis , Lorena Ndreu , Chrysostomos Nicopoulos , Yiannakis Sazeides , Antoni Portero , Radim Vavrik , Vit Vondrak

ABSTRACT

This chapter evaluates and defines a methodology for the oracle selection of the monitors and knobs to use to configure an HPC system running a scientific application while satisfying the application’s requirements and not violating any system constraints. This methodology relies on a heuristic correlation analysis between requirements, monitors, and knobs to determine the minimum subset of monitors to observe and knobs to explore to determine the optimal system configuration for the HPC application. The setup under examination is the Floreon+ application, along with IT4I’s cluster. At the end of this analysis, the eleven-dimensional was reduced to a three-dimensional space for monitors and a six-dimensional space to a three-dimensional space for knobs. This reduction shows the potential and highlights the need for a realistic methodology to help identify such a minimum set of monitors and knobs. Additionally, a characterization of the application is provided by showing that Floreon+ performance requirements are satisfied with a CPU frequency lower than the servers nominal CPU frequency. More... »

PAGES

167-186

References to SciGraph publications

  • 2014. System and Application Scenarios for Disaster Management Processes, the Rainfall-Runoff Model Case Study in COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT
  • 2015. Heterogeneous Resource Selection for Arbitrary HPC Applications in the Cloud in DISTRIBUTED APPLICATIONS AND INTEROPERABLE SYSTEMS
  • Book

    TITLE

    Harnessing Performance Variability in Embedded and High-performance Many/Multi-core Platforms

    ISBN

    978-3-319-91961-4
    978-3-319-91962-1

    Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/978-3-319-91962-1_8

    DOI

    http://dx.doi.org/10.1007/978-3-319-91962-1_8

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1107803735


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