20-24 marec
Section outline
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6. teden: Programski in računalniški viri ter nadzor. Programska oprema in računalniški viri v celotnem spektru računalništva roba do oblaka. Modeli virov. Pristopi spremljanja na več ravneh. Infrastruktura, vsebnik, virtualka, meritve ravni aplikacije. Primerjava sistemov za spremljanje. Pristopi modeliranja kvalitete storitev. Zagotavljanje, razvrščanje in preverjanje možnosti uvajanja v oblak. Laboratorijske vaje: Uvedena bodo orodja za spremljanje izbrane aplikacije globokega učenja, kot je npr. Prometheus z vizualizacijo Banana.
Week 6: Software and computing resources and monitoring. Software and computing resources across the edge-to-cloud spectrum. Resource models. Multi-level monitoring approaches. Infrastructure, container, Virtual Machine (VM), Application level metrics. Monitoring systems comparison. QoS modelling approaches. Assurances, ranking and verification of cloud deployment options. Laboratory work: Monitoring tools such as Prometheus with Banana visualisation will be deployed to monitoring the chosen ML application.
Reference
[1] Monitoring self-adaptive applications within edge computing frameworks: A state-of-the-art review, https://www.sciencedirect.com/science/article/pii/S016412121730256X