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Dynamic remapping of parallel computations with varying resource demands

机译:动态重新映射具有不同资源需求的并行计算

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The issue of deciding when to invoke a global load remapping mechanism is studied. Such a decision policy must effectively weigh the costs of remapping against the performance benefits, and should be general enough to apply automatically to a wide range of computations. The authors propose a general mapping decision heuristic, then study its effectiveness and its anticipated behavior on two very different models of load evolution. Assuming only that the remapping cost is known, this policy dynamically minimizes system degradation (including the cost of remapping) for each computation step. This policy is quite simple, choosing to remap when the first local minimum in the degradation function is detected. Simulations show that the decision obtained provides significantly better performance than that achieved by never remapping. The authors also observe that the average intermapping frequency is quite close to the optimal fixed remapping frequency.
机译:研究了决定何时调用全局负载重映射机制的问题。这样的决策策略必须有效地权衡重新映射的成本和性能收益,并且应该足够通用以自动应用于各种计算。作者提出了一种通用的映射决策启发式方法,然后在两种非常不同的负载演化模型上研究了其有效性和预期行为。假设仅知道重新映射成本,则此策略会动态减少每个计算步骤的系统降级(包括重新映射成本)。该策略非常简单,选择在检测到降级函数中的第一个局部最小值时重新映射。仿真表明,与从未重映射相比,所获得的决策提供了显着更好的性能。作者还观察到,平均相互间的频率非常接近最佳的固定重映射频率。

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