Performance Per Watt Benefits of Dynamic Core Morphing in Asymmetric Multicores

Rance Rodrigues, A. Annamalai, I. Koren, S. Kundu, O. Khan
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引用次数: 45

Abstract

The trend toward multicore processors is moving the emphasis in computation from sequential to parallel processing. However, not all applications can be parallelized and benefit from multiple cores. Such applications lead to under-utilization of parallel resources, hence sub-optimal performance/watt. They may however, benefit from powerful uniprocessors. On the other hand, not all applications can take advantage of more powerful uniprocessors. To address competing requirements of diverse applications, we propose a heterogeneous multicore architecture with a Dynamic Core Morphing (DCM) capability. Depending on the computational demands of the currently executing applications, the resources of a few tightly coupled cores are morphed at runtime. We present a simple hardware-based algorithm to monitor the time-varying computational needs of the application and when deemed beneficial, trigger reconfiguration of the cores at fine-grain time scales to maximize the performance/watt of the application. The proposed dynamic scheme is then compared against a baseline static heterogeneous multicore configuration and an equivalent homogeneous configuration. Our results show that dynamic morphing of cores can provide performance/watt gains of 43% and 16% on an average, when compared to the homogeneous and baseline heterogeneous configurations, respectively.
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非对称多核中动态核变形的每瓦性能优势
多核处理器的趋势是将计算的重点从顺序处理转移到并行处理。然而,并非所有应用程序都可以并行化并从多核中获益。这样的应用程序会导致并行资源利用率不足,从而导致性能/瓦特次优。然而,它们可能受益于强大的单处理器。另一方面,并非所有应用程序都能利用更强大的单处理器。为了满足不同应用的竞争需求,我们提出了一种具有动态核心变形(DCM)能力的异构多核架构。根据当前执行的应用程序的计算需求,一些紧耦合核心的资源在运行时发生了变化。我们提出了一个简单的基于硬件的算法来监控应用程序的时变计算需求,并在认为有益的情况下,在细粒度时间尺度上触发核心的重新配置,以最大限度地提高应用程序的性能/瓦特。然后将提出的动态方案与基线静态异构多核配置和等效同构配置进行比较。我们的研究结果表明,与均匀配置和基准异构配置相比,内核的动态变形可以提供43%和16%的平均性能/瓦特增益。
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