CO-TRIS: Container Orchestration - Transforming container using Resource Inspection System.

2023 IEEE Sixth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE)(2023)

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摘要
Traditional approaches to container orchestration, such as distributed threshold-based policies, often result in isolated or underutilized resources. This can negatively affect application availability and performance. This paper presents a new orchestration framework that solves the cloud-computing resource-allocation problem, focusing on containerized environments. This framework focuses on the runtime phase of the container lifecycle. It uses visualized resource information to optimize resource reallocation in cloud services, and introduces a systematic orchestration approach that enables efficient resource utilization and real-time allocation. Its goal is to improve the smooth operation and quality of service (QoS) of containers and microservices in a cloud environment. Our method improved the experimental allocation from 24 container blocks to 67. The results improved linearly until 30k epochs and then plateaued.
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关键词
Cloud Systems,System Design,CaaS(Container as a service),Orchestration,Reinforcement Learning,Deep Learning
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