基于精确工作负载特征的高效集群计算

S. Huang, W. Feng
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引用次数: 110

摘要

本文介绍了一个生态友好的守护进程,它通过准确的工作负载特征来推断“由于芯片外活动导致的处理器停滞周期”,从而降低了功耗和能耗,同时更好地保持了高性能。生态友好型守护进程是一种基于间隔的运行时算法,它使用工作负载特征来动态调整处理器的频率和电压,从而在对应用程序性能影响很小的情况下降低功耗和能耗。使用NAS并行基准测试作为我们的工作负载,然后我们在集群计算机上评估我们的环保守护进程。结果表明,我们的工作负载特性允许功率感知守护进程更严格地控制性能(损失5%而不是11%),同时提供大量的能源节省(11%而不是8%)。
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Energy-Efficient Cluster Computing via Accurate Workload Characterization
This paper presents an eco-friendly daemon that reduces power and energy consumption while better maintaining high performance via an accurate workload characterization that infers “processor stall cycles due to off-chip activities.” The eco-friendly daemon is an interval-based, run-time algorithm that uses the workload characterization to dynamically adjust a processor’s frequency and voltage to reduce power and energy consumption with little impact on application performance. Using the NAS Parallel Benchmarks as our workload, we then evaluate our eco-friendly daemon on a cluster computer. The results indicate that our workload characterization allows the power-aware daemon to more tightly control performance (5% loss instead of 11%) while delivering substantial energy savings (11% instead of 8%).
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