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Energy-aware resource allocation for multicores with per-core frequency scaling

机译:具有按核频率缩放的多核能源感知资源分配

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摘要

With the growing ubiquity of computer systems, the energy consumption of these systems is of increasing concern. Multicore architectures offer a potential opportunity for energy conservation by allowing cores to operate at lower frequencies when the processor demand low. Until recently, this has meant operating all cores at the same frequency, and research on analyzing power consumption of multicores has assumed that all cores run at the same frequency. However, emerging technologies such as fast voltage scaling and Turbo Boost promise to allow cores on a chip to operate at different frequencies. This paper presents an energy-aware resource management model, DREAM-MCP, which provides a flexible way to analyze energy consumption of multicores operating at non-uniform frequencies. This information can then be used to generate a fine-grained energy-efficient schedule for execution of the computations – as well as a schedule of frequency changes on a per-core basis – while satisfying performance requirements of computations. To evaluate our approach, we have carried out two case studies, one involving a problem with static workload (Gravitational N-Body Problem), and another involving a problem with dynamic workload (Adaptive Quadrature). Experimental results show that for both problems, the energy savings achieved using this approach far outweigh the energy consumed in the reasoning required for generating the schedules.
机译:随着计算机系统的普及,这些系统的能耗越来越受到关注。多核架构通过在处理器需求较低时允许内核以较低的频率运行,从而提供了节能的潜在机会。直到最近,这意味着所有内核都以相同的频率运行,而分析多核功耗的研究假设所有内核都以相同的频率运行。但是,诸如快速电压缩放和Turbo Boost等新兴技术有望使芯片上的内核以不同的频率工作。本文提出了一种能源感知资源管理模型DREAM-MCP,该模型提供了一种灵活的方法来分析以非均匀频率运行的多核的能耗。然后,该信息可用于生成用于执行计算的细粒度节能计划以及基于每个内核的频率变化计划,同时满足计算的性能要求。为了评估我们的方法,我们进行了两个案例研究,一个涉及静态工作负载的问题(引力N体问题),另一个涉及动态工作负载的问题(自适应正交)。实验结果表明,对于这两个问题,使用此方法实现的节能量远远超过生成计划表所需的推理所消耗的能量。

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