Towards a serverless platform for edge {AI}

T Rausch, W Hummer, V Muthusamy… - 2nd USENIX Workshop …, 2019 - usenix.org
2nd USENIX Workshop on Hot Topics in Edge Computing (HotEdge 19), 2019usenix.org
This paper proposes a serverless platform for building and operating edge AI applications.
We analyze edge AI use cases to illustrate the challenges in building and operating AI
applications in edge cloud scenarios. By elevating concepts from AI lifecycle management
into the established serverless model, we enable easy development of edge AI workflow
functions. We take a deviceless approach, ie, we treat edge resources transparently as
cluster resources, but give developers fine-grained control over scheduling constraints …
Abstract
This paper proposes a serverless platform for building and operating edge AI applications. We analyze edge AI use cases to illustrate the challenges in building and operating AI applications in edge cloud scenarios. By elevating concepts from AI lifecycle management into the established serverless model, we enable easy development of edge AI workflow functions. We take a deviceless approach, ie, we treat edge resources transparently as cluster resources, but give developers fine-grained control over scheduling constraints. Furthermore, we demonstrate the limitations of current serverless function schedulers, and present the current state of our prototype.
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