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Prebaking Functions to Warm the Serverless Cold Start

Published: 11 December 2020 Publication History

Abstract

Function-as-service (FaaS) platforms promise a simpler programming model for cloud computing, in which the developers concentrate on writing its applications. In contrast, platform providers take care of resource management and administration. As FaaS users are billed based on the execution of the functions, platform providers have a natural incentive not to keep idle resources running at the platform's expense. However, this strategy may lead to the cold start issue, in which the execution of a function is delayed because there is no ready resource to host the execution. Cold starts can take hundreds of milliseconds to seconds and have been a prohibitive and painful disadvantage for some applications. This work describes and evaluates a technique to start functions, which restores snapshots from previously executed function processes. We developed a prototype of this technique based on the CRIU process checkpoint/restore Linux tool. We evaluate this prototype by running experiments that compare its start-up time against the standard Unix process creation/start-up procedure. We analyze the following three functions: i) a "do-nothing" function, ii) an Image Resizer function, and iii) a function that renders Markdown files. The results attained indicate that the technique can improve the start-up time of function replicas by 40% (in the worst case of a "do-nothing" function) and up to 71% for the Image Resizer one. Further analysis indicates that the runtime initialization is a key factor, and we confirmed it by performing a sensitivity analysis based on synthetically generated functions of different code sizes. These experiments demonstrate that it is critical to decide when to create a snapshot of a function. When one creates the snapshots of warm functions, the speed-up achieved by the prebaking technique is even higher: the speed-up increases from 127.45% to 403.96%, for a small, synthetic function; and for a bigger, synthetic function, this ratio increases from 121.07% to 1932.49%.

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cover image ACM Conferences
Middleware '20: Proceedings of the 21st International Middleware Conference
December 2020
455 pages
ISBN:9781450381536
DOI:10.1145/3423211
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 11 December 2020

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  1. cloud
  2. faas
  3. performance evaluation
  4. serverless

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December 7 - 11, 2020
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Overall Acceptance Rate 203 of 948 submissions, 21%

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Cited By

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  • (2024)Vexless: A Serverless Vector Data Management System Using Cloud FunctionsProceedings of the ACM on Management of Data10.1145/36549902:3(1-26)Online publication date: 30-May-2024
  • (2024)Pronghorn: Effective Checkpoint Orchestration for Serverless Hot-StartsProceedings of the Nineteenth European Conference on Computer Systems10.1145/3627703.3629556(298-316)Online publication date: 22-Apr-2024
  • (2024)RainbowCake: Mitigating Cold-starts in Serverless with Layer-wise Container Caching and SharingProceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 110.1145/3617232.3624871(335-350)Online publication date: 27-Apr-2024
  • (2024)CodeCrunch: Improving Serverless Performance via Function Compression and Cost-Aware Warmup Location OptimizationProceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 110.1145/3617232.3624866(85-101)Online publication date: 27-Apr-2024
  • (2024)DirectFaaS: A Clean-Slate Network Architecture for Efficient Serverless Chain CommunicationsProceedings of the ACM Web Conference 202410.1145/3589334.3645333(2759-2767)Online publication date: 13-May-2024
  • (2024)An Empirical Investigation of Container Building Strategies and Warm Times to Reduce Cold Starts in Scientific Computing Serverless Functions2024 IEEE 20th International Conference on e-Science (e-Science)10.1109/e-Science62913.2024.10678668(1-10)Online publication date: 16-Sep-2024
  • (2024)Sustainable Serverless Computing with Cold-start Optimization and Automatic Workflow Resource SchedulingIEEE Transactions on Sustainable Computing10.1109/TSUSC.2023.3311197(1-12)Online publication date: 2024
  • (2024)ComboFunc: Joint Resource Combination and Container Placement for Serverless Function Scaling with Heterogeneous ContainerIEEE Transactions on Parallel and Distributed Systems10.1109/TPDS.2024.3454071(1-17)Online publication date: 2024
  • (2024) faaShark : an End-to-End Network Traffic Analysis System atop Serverless Computing IEEE Transactions on Network Science and Engineering10.1109/TNSE.2023.3294406(1-12)Online publication date: 2024
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