WLEC:一种缓解无服务器计算冷启动问题的非冷架构

Khondokar Solaiman, Muhammad Abdullah Adnan
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引用次数: 19

摘要

随着无服务器计算因其低成本和弹性而受到开发人员的欢迎,它已成为计算机科学中一个有前途的研究领域。尽管冷启动很受欢迎,但它仍然是一个需要更多关注的问题。本文主要研究无服务器平台的冷启动问题。我们提出了一种容器管理架构WLEC,以最大限度地减少冷启动时间。WLEC使用一种经过修改的S2LRU结构,称为s2lru++,带有额外的第三个队列。我们在OpenLambda中实现了WLEC,并在AWS和本地VM环境中使用六个不同的指标以及一个实时图像大小调整应用程序来评估它。在所有指标的改进中,最显著的是,与全热方法相比,内存消耗减少了50%,与无热方法相比,平均冷启动持续时间减少了31%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
WLEC: A Not So Cold Architecture to Mitigate Cold Start Problem in Serverless Computing
As serverless computing gains popularity among developers for its low costing and elasticity, it has emerged as a promising research field in computer science. Despite its popularity, the cold start remains an issue that needs more attention. In this paper, we address the cold start problem of the serverless platform. We propose WLEC, a container management architecture to minimize the cold start time. WLEC uses a modified S2LRU structure, called S2LRU ++ with an additional third queue. We implement WLEC in OpenLambda and evaluate it in both AWS and Local VM environment with six different metrics in addition to one real-time image resizing application. Among improvements in all metrics, 50% less memory consumption compared to the all-warm method and 31% average cold start duration reduction compared to the no-warm method are the most notable ones.
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