Patent · US Active

Two-tier capacity planning

US11995381B2 · kind B2 · utility

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30Claims
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Key dates

Filing dateJun 27, 2019
Grant dateMay 28, 2024
Priority date
Expiry dateJul 17, 2042

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F11/3447
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Computing devices, computer-readable storage media, and computer-implemented methods are disclosed for prediction of capacity. In a central tier, central-tier benchmark values are generated from benchmark testing performed on different test configurations in a reference execution environment. In a deployment tier, deployment-tier benchmark values are generated from benchmark testing performed on a baseline deployed configuration in many execution environments. A sizing model is learned from the central-tier benchmark values to predict execution platform requirements given a set of workload input parameters. A performance model is learned from the deployment-tier and the central-tier benchmark values to predict a performance delta value reflecting relative performance between a particular execution environment and the reference execution environment. The performance delta value is used to adjust predicted execution platform requirements to tailor the prediction to a particular execution environment. The predicted execution platform requirements can be deployed and tested to validate or tune the performance model.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.