On Efficient Zygote Container Planning toward Fast Function Startup in Serverless Edge Cloud
Yuepeng Li, Deze Zeng, Lin Gu, Mingwei Ou, Quan Chen
摘要
The cold startup of the container is regarded as a crucial problem to the performance of serverless computing, especially to the resource-capacitated edge clouds. Pre-warming hot containers has been proved as an efficient solution but is at the expense of high memory consumption. Instead of pre-warming a complete container for a function, recent studies advocate Zygote container, which pre-imports some packages and is able to import the other dependent packages at runtime, so as to avoid the cold startup problem. However, as different functions have different package dependencies, how to plan the Zygote generation and pre-warming in a resource-capacitated edge cloud becomes a critical challenge. In this paper, aiming to minimize the overall function startup time and subjective to the resource capacity constraints, we formulate this problem into a Quadratic Integer Programming (QIP) form. We further propose a Randomized Rounding based Zygote Planning (RRZP) algorithm. The performance efficiency of our algorithm is proved via both theoretical analysis and trace-driven simulations. The results show that our algorithm can significantly reduce the startup time by 25.6%.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
引用它的顶会 Paper1
问问它们各自怎么用它相关 Paper
- On Efficient Zygote Container Planning and Task Scheduling for Edge Native Application AccelerationYuepeng Li, Lin Gu, Zhihao Qu, Lifeng Tian 等INFOCOM 2024 · 被引用 9 次
- Help Rather Than Recycle: Alleviating Cold Startup in Serverless Computing Through Inter-Function Container SharingZijun Li, Linsong Guo, Quan Chen, Jiagan Cheng 等USENIX ATC 2022 · 被引用 135 次
- FaSei: Fast Serverless Edge Inference with Synergistic Lazy Loading and Layer-wise CachingZhaowu Huang, Fang Dong, Xiaolin Guo, Daheng YinINFOCOM 2025 · 被引用 4 次
- RainbowCake: Mitigating Cold-starts in Serverless with Layer-wise Container Caching and SharingHanfei Yu, Rohan Basu Roy, Christian Fontenot, Devesh Tiwari 等ASPLOS 2024 · 被引用 69 次
- Online Container Caching with Late-Warm for IoT Data ProcessingGuopeng Li, Haisheng Tan, Xuan Zhang, Chi Zhang 等ICDE 2024 · 被引用 4 次
