异构多核近似感知协调功率/性能管理

A. Kanduri, A. Miele, A. Rahmani, P. Liljeberg, C. Bolchini, N. Dutt
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引用次数: 21

摘要

异构多核系统的运行时资源管理具有挑战性,因为i)动态工作负载,这通常会导致ii)冲突的旋钮驱动决策,这可能会iii)损害热安全性能。我们提出了一种运行时资源管理策略,在功率限制下使用功能近似的内核来保证性能,该内核在具有错误弹性的应用程序中利用精度和性能之间的权衡。我们的控制器以协调的方式将近似与功率旋钮(DVFS, CPU配额,任务迁移)集成在一起,以便在可变工作负载下对电源管理做出性能敏感的决策。在Odroid XU3上的实验结果表明,与现有的解决方案相比,该策略在满足性能要求的同时没有功率违规。
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Approximation-Aware Coordinated Power/Performance Management for Heterogeneous Multi-cores
Run-time resource management of heterogeneous multi-core systems is challenging due to i) dynamic workloads, that often result in ii) conflicting knob actuation decisions, which potentially iii) compromise on performance for thermal safety. We present a runtime resource management strategy for performance guarantees under power constraints using functionally approximate kernels that exploit accuracy-performance trade-offs within error resilient applications. Our controller integrates approximation with power knobs - DVFS, CPU quota, task migration - in coordinated manner to make performance-aware decisions on power management under variable workloads. Experimental results on Odroid XU3 show the effectiveness of this strategy in meeting performance requirements without power violations compared to existing solutions.
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