ProKube: Proactive Kubernetes Orchestrator for Inference in Heterogeneous Edge Computing
Babar Ali,
Muhammed Golec,
Sukhpal Singh Gill
et al.
Abstract:Deep neural network (DNN) and machine learning (ML) models/ inferences produce highly accurate results demanding enormous computational resources. The limited capacity of end‐user smart gadgets drives companies to exploit computational resources in an edge‐to‐cloud continuum and host applications at user‐facing locations with users requiring fast responses. Kubernetes hosted inferences with poor resource request estimation results in service level agreement (SLA) violation in terms of latency and below par per… Show more
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