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Task Scheduling in Hybrid CPU-GPU Systems

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F12%3A10124108" target="_blank" >RIV/00216208:11320/12:10124108 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Task Scheduling in Hybrid CPU-GPU Systems

  • Original language description

    The distribution of workload among available computational units is an essential problem for every parallel system. It has been attended thoroughly from many perspectives, such as thread scheduling in operating systems, task scheduling in frameworks forparallel computations, or constrained scheduling in real-time systems. However, each system has unique properties and requirements, thus we cannot design a universal scheduler which would accommodate all of them. In this paper, we propose methods for task scheduling in parallel frameworks that process highly heterogeneous tasks that consists of both computational and CPU-blocking operations. Furthermore, we extend the idea of heterogeneous tasks to design combined scheduler for multi-core CPUs and many-core GPUs. Our methods significantly increase the utilization of hardware resources, which leads to improvement of speedup and throughput.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Zborník príspevkov prezentovaných na konferencii Informačné technológie - Aplikácie a Teória, ITAT 2012

  • ISBN

    978-80-971144-1-1

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    17-24

  • Publisher name

    PONT s. r. o.

  • Place of publication

    neuveden

  • Event location

    Monkova dolina, Slovensko

  • Event date

    Sep 17, 2012

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article