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EdgeBench: Benchmarking Edge Computing Platforms
[article]
2018
arXiv
pre-print
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The emerging trend of edge computing has led several cloud providers to release their own platforms for performing computation at the 'edge' of the network. ...
We compare two such platforms, Amazon AWS Greengrass and Microsoft Azure IoT Edge, using a new benchmark comprising a suite of performance metrics. ...
We present EdgeBench 1 -an open-source benchmark suite for serverless edge computing platforms. ...
arXiv:1811.05948v1
fatcat:vcakdecnifatdmnxuinz3t3flm
A Survey on Edge Performance Benchmarking
[article]
2020
arXiv
pre-print
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Edge computing is the next Internet frontier that will leverage computing resources located near users, sensors, and data stores to provide more responsive services. ...
It then systematically classifies previous research to identify the system under test, techniques analyzed, and benchmark runtime in edge performance benchmarking. ...
Software Platforms. Orchestrators, cloud services, schedulers, and AI platforms are examples of software platforms that are benchmarked on edge computing systems. ...
arXiv:2004.11725v2
fatcat:gyqqgfqf5fe2jk2ntlnd2itmli
A Survey on Edge Performance Benchmarking
2021
ACM Computing Surveys
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Edge computing is the next Internet frontier that will leverage computing resources located near users, sensors, and data stores to provide more responsive services. ...
It then systematically classifies previous research to identify the system under test, techniques analyzed, and benchmark runtime in edge performance benchmarking. ...
Software Platforms. Orchestrators, cloud services, schedulers, and AI platforms are examples of software platforms that are benchmarked on edge computing systems. ...
doi:10.1145/3444692
fatcat:75kmnweazzeppefekfyrxmemze
Edge AIBench: Towards Comprehensive End-to-end Edge Computing Benchmarking
[article]
2019
arXiv
pre-print
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So for edge computing benchmarking, we must take an end-to-end view, considering all three layers: client-side devices, edge computing layer, and cloud servers. ...
This paper presents the BenchCouncil's coordinated e ort on edge AI benchmarks, named Edge AIBench. ...
EdgeBench [11] compares two edge computing platforms-Amazon AWS Greengrass and Microsoft Azure IoT Edge. And it includes two AI applications: speech-to-text and image recognition. ...
arXiv:1908.01924v1
fatcat:bopkwri2qnhxbnxhkq72ply3ca
DeFog
2019
Proceedings of the 4th ACM/IEEE Symposium on Edge Computing - SEC '19
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However, there are currently no benchmarks that can directly compare the performance of the application across the cloud-only, edgeonly and cloud-edge deployment platform to obtain any insight on performance ...
The current portfolio of DeFog benchmarks comprises six relevant applications conducive to using the edge. ...
applications, 22 https://github.com/Picovoice/stt-benchmark 23 https://github.com/akaanirban/edgebench (2) Computational performance metrics, include the time taken to execute a computational task, ...
doi:10.1145/3318216.3363299
dblp:conf/edge/McChesney0TLV19
fatcat:3cichpci2bci5gi3v25bzhiqsa
OpenRTiST: End-to-End Benchmarking for Edge Computing
2020
IEEE pervasive computing
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The growth of edge computing depends on large-scale deployments of edge infrastructure. ...
We compare end-to-end application latency over varying network conditions and measure performance across a variety of edge platforms. ...
These attributes make it an excellent application to perform end-to-end benchmarking of edge platforms. ...
doi:10.1109/mprv.2020.3028781
fatcat:w63esar2gvdwzf3dc3cftcra2q
SeBS: A Serverless Benchmark Suite for Function-as-a-Service Computing
[article]
2021
arXiv
pre-print
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To address this challenge, we propose the Serverless Benchmark Suite: the first benchmark for FaaS computing that systematically covers a wide spectrum of cloud resources and applications. ...
facilities experimental evaluation of serverless systems, and delivers a standardized, reliable and evolving evaluation methodology of performance, efficiency, scalability and reliability of middleware FaaS platforms ...
programme (grant agreement DAPP, No. 678880), and from the German Research Foundation (DFG) and the Swiss National Science Foundation (SNF) through the DFG Priority Programme 1648 Software for Exascale Computing ...
arXiv:2012.14132v2
fatcat:i6hehq4zqfht3f6ovuljvkzvsu
Secure FaaS orchestration in the fog: how far are we?
2021
Computing
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Our analysis identify trends and gaps in the literature, paving the way to further research on securing FaaS orchestrations in Fog computing landscapes. ...
offering an overview of the existing literature in the field of next-gen FaaS from three different perspectives: (i) the definition of FaaS orchestrations, (ii) the execution of FaaS orchestrations in Fog computing ...
testbed for research & education", funded by the Department of Computer Science of the University of Pisa, Italy. ...
doi:10.1007/s00607-021-00924-y
fatcat:k7nlvcrfcncgzfqeb2lnsdjizm
D1.1 - State of the Art Analysis
2021
Zenodo
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The deliverable starts with an overview of AI applications and edge computing market trends. ...
The aim of the AI-SPRINT "Artificial intelligence in Secure PRIvacy-preserving computing coNTinuum" project is to develop a platform composed of design and runtime management tools to seamlessly design ...
EdgeBench [Das2018] has a specific focus on Cloud providers edge solution and compares AWS Greengrass and Microsoft Azure IoT Edge while AI Benchmark [Ignatov2018] is a benchmark suite specific for ...
doi:10.5281/zenodo.6372377
fatcat:f6ldfuwivbcltew4smiiwphfty
Serverless edge analytics : Investigation on the strenghts and drawbacks of serverless edge analytics with current tools and frameworks
2020
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to tackle the challenges of analyzing data within serverless edge computing and edge computing in the future. ...
Serverless Computing ist zudem eine Neuerung welche vorangig im Cloud Computing entstanden ist, aber auch auf Edge Geräten sinnvoll erscheint. ...
EdgeBench: Benchmarking Edge Computing Platforms Das, Patterson and Wittie compared two of the newly available edge computing platforms, AWS Greengrass and Microsoft Azure IoT Edge by benchmarking them ...
doi:10.34726/hss.2019.59322
fatcat:sjcnvsoj2faxpa7wfaclzas2na
Improving Serverless Edge Computing for Network Bound Workloads
2022
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Edge computing offers an attractive computing paradigm to address these needs but brings with it several challenges. ...
serverless frameworks are not build for the unique requirements of edge computing. ...
While there is effort to develop systematic benchmarks for edge computing, for example EdgeBench [DPW18] , there is much to be done in terms of modelling network topologies and dynamically changing environments ...
doi:10.34726/hss.2022.84900
fatcat:ltc6jwqtjnen3ihfjt6iglwh6m