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Energy-efficient fuzzy control model for GPU-accelerated packetclassification

机译:GPU加速包的节能模糊控制模型分类

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As a core component of many network infrastructures, packet classification requires matching packetheaders against a series of predefined rules. Its performance determines, to some extent, how fast packetscan be processed. There already exists many proposals, which optimize the throughput of packetclassification, but few of them take power consumption into account. To meet the requirements of greennetwork computing, this paper focuses on energy-efficient solutions that provide reasonable throughput aswell. Similar to recent advancements, the graphics processing unit (GPU) is adopted to accelerate rulematching. Then, inspired by the frequency-variable energy-consuming model for air conditioners, a fuzzy control–based energy efficiency optimizing model is proposed for GPU-accelerated packet classification.As demonstrated in the evaluation experiments, when the GPU is in the idle status, the proposed modelcan save 10 W. In running status, the fuzzy control–based energy efficiency optimizing model can avoidGPU shutdown issue caused by GPU self-protection mechanism when the GPU temperature rises to 95°C.Furthermore, by improving the resource configuration of GPU kernels according to the model, the overallenergy efficiency is enhanced by up to 15.5%, while simultaneously keeping throughput at the same level.
机译:作为许多网络基础架构的核心组件,数据包分类需要匹配的数据包针对一系列预定义规则的标题。它的性能在一定程度上确定了快速数据包可以处理。已经存在许多提议,这优化了数据包的吞吐量分类,但其中很少有人考虑消费。满足绿色的要求网络计算,本文重点介绍提供合理吞吐量的节能解决方案出色地。类似于最近的进步,采用图形处理单元(GPU)加速规则匹配。然后,通过用于空调的变频能耗模型的灵感,提出了一种基于模糊的能效优化模型,用于GPU加速分组分类。如在评估实验中所示,当GPU处于空闲状态时,所提出的模型可以节省10 W.在运行状态下,基于模糊的控制 - 基于能效优化模型可以避免GPU自保护机制引起的GPU关闭问题时GPU温度升至95°C。此外,通过根据模型提高GPU内核的资源配置,整体能量效率高达15.5%,同时保持吞吐量在同一水平。

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