Load-aware cloud computing resource elastic distribution system and method
A load sensing and distribution system technology, applied in transmission systems, electrical components, etc., to achieve the effect of reducing the cost of excessive supply of resources
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[0055] In order to solve the problems of the prior art, the present invention proposes a resource management engine, which can minimize the cost of resource configuration for online cloud services while ensuring tail delay SLO. The present invention reduces resource configuration cost through a workload-aware resource expansion method. Compared with fixed systems, the present invention improves the prediction accuracy of unsteady periodic workloads and supports combined scale-up and scale-out operations to minimize start-up costs. It also integrates feedback-based QoS management policies to avoid possible SLO breaks due to prediction errors.
[0056] The present invention is designed to run in container-enabled systems, where each service instance runs as a container. Choose containers instead of virtual machines because it enables resource adjustment operations without stopping and restarting containers, and operations can take effect within tens of milliseconds. The presen...
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