Power mapping and modeling of multi-core processors

K. Dev, Abdullah Nazma Nowroz, S. Reda
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引用次数: 33

Abstract

We propose new techniques for post-silicon power mapping and modeling of multi-core processors using infrared imaging and performance counter measurements. An accurate finite-element modeling framework is used to capture the relationship between temperature and power, while compensating for the artifacts introduced from substituting traditional heat removal mechanisms with oil-based infrared-transparent cooling mechanisms. We use thermal conditioning techniques to build leakage power models for the die. Utilizing the power maps identified from infrared mapping, we develop empirical power models for different processor blocks based on the measurements from the performance monitoring counters (PMCs), and utilize the PMC-based models to analyze the transient power consumption. In our experiments, we capture thermal images from a quad-core processor under different workload conditions, and then we reconstruct the dynamic and leakage power maps for different blocks. Our results show good accuracy in mapping and modeling, revealing good insights into the trends of power consumption in multi-core processors.
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多核处理器的功率映射和建模
我们提出了使用红外成像和性能计数器测量的后硅功率映射和多核处理器建模的新技术。一个精确的有限元建模框架被用来捕捉温度和功率之间的关系,同时补偿了用油基红外透明冷却机制取代传统散热机制所带来的伪影。我们利用热调节技术建立了模具的泄漏功率模型。利用红外映射得到的功耗图,基于性能监控计数器(pmc)的测量数据,建立了不同处理器模块的经验功耗模型,并利用基于pmc的模型分析了暂态功耗。在我们的实验中,我们从四核处理器捕获不同工作负载条件下的热图像,然后重建不同块的动态和泄漏功率图。我们的结果在映射和建模方面显示出良好的准确性,揭示了对多核处理器功耗趋势的良好见解。
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