Learning to schedule multi-NUMA virtual machines via reinforcement learning

作者:

Highlights:

• Virtual machine scheduling need consider the server architecture.

• Reinforcement learning helps virtual machine scheduling.

• Delta reward and episodic guided policy help reinforcement learning for scheduling.

摘要

•Virtual machine scheduling need consider the server architecture.•Reinforcement learning helps virtual machine scheduling.•Delta reward and episodic guided policy help reinforcement learning for scheduling.

论文关键词:Dynamic virtual machine scheduling,Multi-NUMA,Reinforcement learning,Cloud computing

论文评审过程:Received 30 March 2021, Revised 10 August 2021, Accepted 11 August 2021, Available online 13 August 2021, Version of Record 19 August 2021.

论文官网地址:https://doi.org/10.1016/j.patcog.2021.108254