DVFaaS: Leveraging DVFS for FaaS Workflows

IF 1.4 3区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Computer Architecture Letters Pub Date : 2023-06-20 DOI:10.1109/LCA.2023.3288089
Achilleas Tzenetopoulos;Dimosthenis Masouros;Dimitrios Soudris;Sotirios Xydis
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Abstract

In this letter, we propose DVFaaS , a per-core DVFS framework that utilizes control systems theory to assign just-enough frequency for the purpose of addressing the QoS requirements on serverless workflows comprising unseen functions. DVFaaS exploits the intermittent nature of serverless workflows, which enables staged control on distinguishable functions, which jointly contribute to the end-to-end latency. Our results show that DVFaaS considerably outperforms related work, reducing power consumption by up to 22%, with 2x fewer QoS violations.
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DVFaaS:为FaaS工作流利用DVFS
在这封信中,我们提出了DVFaaS,这是一个基于核心的DVFS框架,它利用控制系统理论来分配足够的频率,以满足包括看不见的功能的无服务器工作流的QoS要求。DVFaaS利用了无服务器工作流的间歇性,实现了对可区分功能的分阶段控制,这共同导致了端到端延迟。我们的结果表明,DVFaaS显著优于相关工作,功耗降低了22%,QoS违规减少了2倍。
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来源期刊
IEEE Computer Architecture Letters
IEEE Computer Architecture Letters COMPUTER SCIENCE, HARDWARE & ARCHITECTURE-
CiteScore
4.60
自引率
4.30%
发文量
29
期刊介绍: IEEE Computer Architecture Letters is a rigorously peer-reviewed forum for publishing early, high-impact results in the areas of uni- and multiprocessor computer systems, computer architecture, microarchitecture, workload characterization, performance evaluation and simulation techniques, and power-aware computing. Submissions are welcomed on any topic in computer architecture, especially but not limited to: microprocessor and multiprocessor systems, microarchitecture and ILP processors, workload characterization, performance evaluation and simulation techniques, compiler-hardware and operating system-hardware interactions, interconnect architectures, memory and cache systems, power and thermal issues at the architecture level, I/O architectures and techniques, independent validation of previously published results, analysis of unsuccessful techniques, domain-specific processor architectures (e.g., embedded, graphics, network, etc.), real-time and high-availability architectures, reconfigurable systems.
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