Continuous benchmarking of serverless cloud providers 2
To date, there is no standard benchmarking methodology to quantita- tively compare the performance of different serverless cloud providers. This project aims to design a framework that regularly runs a set of var- ious microbenchmarks on multiple providers, including AWS Lambda, Azure Functions,...
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2024
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sg-ntu-dr.10356-1751562024-04-26T15:43:24Z Continuous benchmarking of serverless cloud providers 2 Min Kabar Kyaw Dmitrii Ustiugov School of Computer Science and Engineering dmitrii.ustiugov@ntu.edu.sg Computer and Information Science Serverless Computing, Cloud Computing To date, there is no standard benchmarking methodology to quantita- tively compare the performance of different serverless cloud providers. This project aims to design a framework that regularly runs a set of var- ious microbenchmarks on multiple providers, including AWS Lambda, Azure Functions, Google Cloud Run, and Cloudflare. This project ana- lyzes cold start delays, including snapshots and boot-based techniques, and the implications of the language runtime on the cold delay by extending an open-source serverless benchmarking tool, Serverless Tail-Latency Analyzer (STeLLAR). STeLLAR’s compatibility has been expanded to include more Cloud Providers as well as provider-specific features, and the existing system of automated daily experiments using STeLLAR has been extended to encompass new Cloud Providers and experiments, and enhanced with fault-tolerant features in the event of experiment failure. Bachelor's degree 2024-04-22T06:25:32Z 2024-04-22T06:25:32Z 2024 Final Year Project (FYP) Min Kabar Kyaw (2024). Continuous benchmarking of serverless cloud providers 2. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175156 https://hdl.handle.net/10356/175156 en SCSE23-0634 application/pdf Nanyang Technological University |
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Computer and Information Science Serverless Computing, Cloud Computing Min Kabar Kyaw Continuous benchmarking of serverless cloud providers 2 |
description |
To date, there is no standard benchmarking methodology to quantita-
tively compare the performance of different serverless cloud providers.
This project aims to design a framework that regularly runs a set of var-
ious microbenchmarks on multiple providers, including AWS Lambda,
Azure Functions, Google Cloud Run, and Cloudflare. This project ana-
lyzes cold start delays, including snapshots and boot-based techniques,
and the implications of the language runtime on the cold delay by
extending an open-source serverless benchmarking tool, Serverless
Tail-Latency Analyzer (STeLLAR). STeLLAR’s compatibility has been
expanded to include more Cloud Providers as well as provider-specific
features, and the existing system of automated daily experiments using
STeLLAR has been extended to encompass new Cloud Providers and
experiments, and enhanced with fault-tolerant features in the event of
experiment failure. |
author2 |
Dmitrii Ustiugov |
author_facet |
Dmitrii Ustiugov Min Kabar Kyaw |
format |
Final Year Project |
author |
Min Kabar Kyaw |
author_sort |
Min Kabar Kyaw |
title |
Continuous benchmarking of serverless cloud providers 2 |
title_short |
Continuous benchmarking of serverless cloud providers 2 |
title_full |
Continuous benchmarking of serverless cloud providers 2 |
title_fullStr |
Continuous benchmarking of serverless cloud providers 2 |
title_full_unstemmed |
Continuous benchmarking of serverless cloud providers 2 |
title_sort |
continuous benchmarking of serverless cloud providers 2 |
publisher |
Nanyang Technological University |
publishDate |
2024 |
url |
https://hdl.handle.net/10356/175156 |
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1800916340554334208 |