Object based load balancing strategies - PowerPoint PPT Presentation

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Object based load balancing strategies

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Multiple data-driven objects per processor. The runtime system: ... Migration strategy for bipartite object graphs built. Applied to Molecular Dynamics program ... – PowerPoint PPT presentation

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Title: Object based load balancing strategies


1
Object based load balancing strategies
  • Laxmikant Kale
  • Dept. of Computer Science
  • University of Illinois at Urbana-Champaign

2
Object based load balancing 98-99
  • Computation decomposed into many objects
  • Multiple data-driven objects per processor
  • The runtime system supports object migration
  • Provides automatic load measurement
  • Progress
  • Migration strategy for bipartite object graphs
    built
  • Applied to Molecular Dynamics program
  • NAMD AT partner K. Schulten
  • Attained record speedup for this application
  • Developed greedy strategy for arbitrary graphs

3
Object-based load balancing plans
  • Strategies for arbitrary communication graphs
  • Take quantified communication costs in account
  • Will develop Greedy strategy variants,
  • Optimum-seeking (branch-and-bound) strategies
  • Refinement strategies (with least object
    migration)
  • Apply to migratable threads
  • Web based libraries and documentation
  • Current http//charm.cs.uiuc.edu/objbalance
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