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Static and Dynamic Temperature-Aware Scheduling for Multiprocessor SoCs

机译:多处理器SoC的静态和动态温度感知调度

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Thermal hot spots and high temperature gradients degrade reliability and performance, and increase cooling costs and leakage power. In this paper, we explore the benefits of temperature-aware task scheduling for multiprocessor system-on-a-chip (MPSoC). We evaluate our techniques using workload characteristics collected from a real system by Sun''s Continuous System Telemetry. We first solve the task scheduling problem statically using integer linear programming (ILP). The ILP solution is guaranteed to be optimal for the given assumptions for tasks. We formulate ILPs for minimizing energy, balancing energy, and reducing hot spots, and provide an extensive comparison of their thermal behavior against our technique. Our static solution can reduce the frequency of hot spots by 35%, spatial gradients by 85%, and thermal cycles by 61% in comparison to the ILP for minimizing energy. We then design dynamic scheduling policies at the OS-level with negligible performance overhead. Our adaptive dynamic policy reduces the frequency of high-magnitude thermal cycles and spatial gradients by around 50% and 90%, respectively, in comparison to state-of-the-art schedulers. Reactive thermal management strategies, such as thread migration, can be combined with our scheduling policy to further reduce hot spots, temperature variations, and the associated performance cost.
机译:热点和高温梯度会降低可靠性和性能,并增加冷却成本和泄漏功率。在本文中,我们探索了温度感知任务调度对多处理器片上系统(MPSoC)的好处。我们使用Sun的连续系统遥测技术从实际系统中收集的工作负载特征来评估我们的技术。我们首先使用整数线性规划(ILP)静态解决任务调度问题。对于给定的任务假设,ILP解决方案保证是最佳的。我们制定了ILP,以最大程度地减少能量,平衡能量和减少热点,并提供与我们的技术进行的热行为的广泛比较。与ILP相比,我们的静态解决方案可将热点的频率降低35%,将空间梯度降低85%,将热循环降低61%,从而将能耗降至最低。然后,我们在操作系统级别设计动态调度策略,而性能开销却可以忽略不计。与最先进的调度程序相比,我们的自适应动态策略将高幅度热循环和空间梯度的频率分别降低了约50%和90%。诸如线程迁移之类的反应性热管理策略可以与我们的调度策略结合使用,以进一步减少热点,温度变化以及相关的性能成本。

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