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Green computing: power optimisation of VFI-based real-time multiprocessor dataflow applications (extended version)

机译:绿色计算:基于VFI的实时多处理器数据流应用程序的功耗优化(扩展版本)

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摘要

Execution time is no longer the only performance metric for computer systems. In fact, a trend is emerging to trade raw performance for energy savings. Techniques like Dynamic Power Management (DPM, switching to low power state) and Dynamic Voltage and Frequency Scaling (DVFS, throttling processor frequency) help modern systems to reduce their power consumption while adhering to performance requirements. To balance flexibility and design complexity, the concept of Voltage and Frequency Islands (VFIs) was recently introduced for power optimisation. It achieves fine-grained system-level power management, by operating all processors in the same VFI at a common frequency/voltage.This paper presents a novel approach to compute a power management strategy combining DPM and DVFS. In our approach, applications (modelled in full synchronous dataflow, SDF) are mapped on heterogeneous multiprocessor platforms (partitioned in voltage and frequency islands). We compute an energy-optimal schedule, meeting minimal throughput requirements. We demonstrate that the combination of DPM and DVFS provides an energy reduction beyond considering DVFS or DMP separately. Moreover, we show that by clustering processors in VFIs, DPM can be combined with any granularity of DVFS. Our approach uses model checking, by encoding the optimisation problem as a query over priced timed automata. The model-checker Uppaal Cora extracts a cost minimal trace, representing a power minimal schedule. We illustrate our approach with several case studies on commercially available hardware.
机译:执行时间不再是计算机系统的唯一性能指标。实际上,正在出现一种以原始性能换取节能的趋势。动态电源管理(DPM,切换到低功耗状态)和动态电压和频率缩放(DVFS,调节处理器频率)等技术可帮助现代系统在满足性能要求的同时降低功耗。为了平衡灵活性和设计复杂性,最近引入了电压和频率岛(VFI)的概念以优化功率。通过以相同的频率/电压在同一VFI中运行所有处理器,可以实现细粒度的系统级电源管理。本文提出了一种新颖的方法来计算结合DPM和DVFS的电源管理策略。在我们的方法中,将应用程序(以完全同步数据流,SDF建模)映射到异构多处理器平台上(划分为电压和频率岛)。我们计算出能量最佳的计划,以满足最小的吞吐量要求。我们证明了DPM和DVFS的结合提供了比单独考虑DVFS或DMP更低的能耗。此外,我们表明,通过在VFI中对处理器进行群集,DPM可以与任何DVFS粒度结合使用。我们的方法通过将优化问题编码为对定价定时自动机的查询来使用模型检查。模型检查器Uppaal Cora提取成本最小的跟踪,表示功率最小的计划。我们通过对商用硬件的一些案例研究来说明我们的方法。

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