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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| Other Authors: | |
| Format: | Final Year Project (FYP) |
| Language: | English |
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Nanyang Technological University
2024
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| Online Access: | https://hdl.handle.net/10356/175156 |
| _version_ | 1826119549295001600 |
|---|---|
| author | Min Kabar Kyaw |
| author2 | Dmitrii Ustiugov |
| author_facet | Dmitrii Ustiugov Min Kabar Kyaw |
| author_sort | Min Kabar Kyaw |
| collection | NTU |
| 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. |
| first_indexed | 2024-10-01T05:02:11Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/175156 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:02:11Z |
| publishDate | 2024 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-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 |
| spellingShingle | Computer and Information Science Serverless Computing, Cloud Computing Min Kabar Kyaw Continuous benchmarking of serverless cloud providers 2 |
| title | 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_short | Continuous benchmarking of serverless cloud providers 2 |
| title_sort | continuous benchmarking of serverless cloud providers 2 |
| topic | Computer and Information Science Serverless Computing, Cloud Computing |
| url | https://hdl.handle.net/10356/175156 |
| work_keys_str_mv | AT minkabarkyaw continuousbenchmarkingofserverlesscloudproviders2 |