Infusing ML into VM Provisioning in Cloud

Randolph Yao,Chuan Luo,Bo Qiao,Qingwei Lin,Tri Tran,Gil Lapid Shafriri,Yingnong Dang, Raphael Ghelman, Pulak Goyal,Eli Cortez, Daud Howlader,Sushant Rewaskar,Murali Chintalapati,Dongmei Zhang

2021 IEEE/ACM International Workshop on Cloud Intelligence (CloudIntelligence)（2021）

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摘要

In cloud computing, provisioning virtual machines (VMs) fast and reliably is a fundamental yet challenging problem, particularly in cloud environments of changing workloads and shifting demand patterns. A trivial solution of instantiating a VM from scratch per customer request may not satisfy business SLA's and would degrade customer experience. Hence, provisioning VMs in advance motivated with ma...

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关键词

VM Provisioning,Cloud,Prediction,Microsoft Azure,Machine Learning

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