High Performance Parallel Computing

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CSE 6230 -- High Performance Parallel Computing

  • weak scaling - maximizing work performed per unit time
  • strong scaling - minimizing time-to-solution

Measures of parallel algorithms

  • Cost: proccount * exectime
  • Overhead: Cost(P) - Cost(1)
  • Speedup: exectime(1) / exectime(p)
  • Efficiency: Speedup / p
  • Scalable if
    • Efficiency is O(1) as p approaches infinity (*not* 0)
    • Work(p) is linear in p
    • Fixed work per processor is O(1) as p approaches infinity (*not* 0)
  • Isoefficiency: How fast must our working set grow to maintain constant efficiency as processors are added?

Papers