Variability-tolerant workload allocation for MPSoC energy minimization under real-time constraints

Francesco Paterna, A. Acquaviva, Francesco Papariello, G. Desoli, L. Benini
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引用次数: 15

Abstract

Sub-50nm CMOS technologies are affected by significant variability which causes power and performance variations among nominally similar cores in MPSoC platforms. This undesired heterogeneity threatens execution predictability and energy efficiency. We propose two techniques to allocate sets of barrier-synchronized tasks (representative of a wide class of image processing workloads) onto variability-affected MPSoCs. The first technique models allocation as an ILP and achieves optimal results, but requires an off-line solver. The second techniques adopt a two-stage heuristic approach, and it can be adapted to work on-line. We tested our approach on the virtual prototype of a next-generation industrial multi-core platform. Experimental results demonstrate that our approach minimizes deadline violations while increasing energy efficiency.
实时约束下MPSoC能量最小化的容变工作负载分配
50nm以下的CMOS技术受到显著可变性的影响,导致MPSoC平台中名义上相似的内核之间的功率和性能差异。这种不希望的异质性威胁到执行的可预测性和能源效率。我们提出了两种技术来分配障碍同步任务集(代表广泛类别的图像处理工作负载)到受可变性影响的mpsoc上。第一种方法将分配模型作为ILP模型,得到了最优结果,但需要离线求解器。第二种技术采用两阶段启发式方法,它可以适应在线工作。我们在下一代工业多核平台的虚拟样机上测试了我们的方法。实验结果表明,我们的方法在提高能源效率的同时最大限度地减少了对截止日期的违反。
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