دورية أكاديمية
Toward sustainable serverless computing
| العنوان: | Toward sustainable serverless computing |
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| المؤلفون: | Patros, Panos, Spillner, Josef, Papadopoulos, Alessandro V., Varghese, Blesson, Rana, Omer, Dustdar, Schahram |
| المصدر: | ISSN:1089-7801 ; ISSN:1941-0131 ; IEEE Internet Computing. |
| بيانات النشر: | IEEE |
| سنة النشر: | 2021 |
| المجموعة: | ZHAW digitalcollection (Repository of the Zurich University of Applied Sciences) |
| مصطلحات موضوعية: | Serverless, Sustainability, Green computing, info:eu-repo/classification/ddc/004 |
| الوصف: | Although serverless computing generally involves executing short-lived "functions", the increasing migration to this computing paradigm requires careful consideration of energy and power requirements. Serverless computing is also viewed as an economically-driven computational approach, often influenced by the cost of computation, as users are charged for per-sub-second use of computational resources rather than the coarse-grained charging that is common with virtual machines and containers. To ensure that the startup times of serverless functions do not discourage their use, resource providers need to keep these functions hot, often by passing in synthetic data. We describe the real power consumption characteristics of serverless, based on execution traces reported in the literature, and describe potential strategies (some adopted from existing VM and container-based approaches) that can be used to reduce the energy overheads of serverless execution. Our analysis is, purposefully, biased towards the use of machine learning workloads as: (i) such workloads are increasingly being used widely across different applications; (ii) functions that implement machine learning algorithms can range in complexity from long-running (deep learning) vs. short-running (inference only), enabling us to consider serverless across a variety of possible execution behaviours. The general findings are also easily translatable to other domains. |
| نوع الوثيقة: | article in journal/newspaper |
| وصف الملف: | application/pdf |
| اللغة: | English |
| العلاقة: | https://doi.org/10.1109/MIC.2021.3093105Test; https://doi.org/10.21256/zhaw-29619Test; https://hdl.handle.net/11475/29619Test; https://digitalcollection.zhaw.ch/handle/11475/29619Test |
| DOI: | 10.1109/MIC.2021.3093105 |
| DOI: | 10.21256/zhaw-29619 |
| الإتاحة: | https://doi.org/10.1109/MIC.2021.3093105Test https://doi.org/10.21256/zhaw-29619Test https://hdl.handle.net/11475/29619Test https://digitalcollection.zhaw.ch/handle/11475/29619Test |
| حقوق: | info:eu-repo/semantics/openAccess ; Licence according to publishing contract |
| رقم الانضمام: | edsbas.D3736370 |
| قاعدة البيانات: | BASE |
| DOI: | 10.1109/MIC.2021.3093105 |
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