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Contention Aware Energy Efficient Scheduling on Heterogeneous Multiprocessors

机译:异构多处理器上的竞争感知节能调度

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摘要

Energy efficiency along with enhanced performance are two important goals of scheduling on multiprocessors. This paper proposes a Contention-aware, Energy Effïcient, Duplication based Mixed Integer Programming (CEEDMIP) formulation for scheduling task graphs on heterogeneous multiprocessors, interconnected in a distributed system or a network on chip architecture. The effect of duplication is studied with respect to minimizing: the makespan, the total energy for processing tasks and messages on processors and network resources respectively and the tardiness of tasks with respect to their deadlines. Optimizing the use of duplication with MIP provides both energy effïciency and performance by reducing the communication energy consumption and the communication latency. The contention awareness gives a more accurate estimation of the energy consumption. We also propose a corner case that allows the scheduling of a parent task copy after a copy of the child task which may lead to efficient schedules. It has been observed that the proposed MIP with a clustering based heuristic provides scalability and gives 10-30 percent improvement in energy with improved makespan and accuracy when compared with other duplication based energy aware algorithms.
机译:能源效率以及增强的性能是在多处理器上进行调度的两个重要目标。本文提出了一种基于竞争的,节能的,基于复制的混合整数编程(CEEDMIP)公式,用于在异构多处理器上调度任务图,该异构图在分布式系统或片上网络体系结构中互连。从最小化方面研究了复制的影响:最小化时间,处理任务和消息的总能量分别在处理器和网络资源上以及任务的时效性。通过减少通信能耗和通信等待时间,通过MIP优化复制的使用可提供能源效率和性能。竞争意识可以更准确地估算能耗。我们还提出了一个极端的案例,该案例允许在子任务副本之后调度父任务副本,这可能导致高效的调度。已经观察到,与其他基于重复的能量感知算法相比,具有基于集群的启发式算法的拟议MIP提供了可扩展性,并在能源利用率方面提高了10%至30%,同时提高了制造时间和准确性。

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