Patent · US Active

Execution placement of a computer program using a trained machine-learning model

US12307223B2 · kind B2 · utility

0Cited by
2References
22Claims
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Assignee

Inventors

Key dates

Filing dateDec 14, 2021
Grant dateMay 20, 2025
Priority date
Expiry dateSep 20, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N20/00
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Various examples relate to an apparatus, device, method, and computer program for determining a placement of an execution of a computer program, and to an apparatus, device, method, and computer program for training at least one machine-learning model. The apparatus for determining the placement of an execution of a computer program comprises processing circuitry that is configured to generate a graph representation of a computer program, generate, using a first machine-learning model, a vector embedding of the graph representation of the computer program, and to determine, based on an output of a second machine-learning model, a placement of an execution of the computer program on one or more hardware devices of a heterogenous plurality of hardware devices of a computer system, with the vector embedding and information on the load of the hardware devices being provided as input to the second machine-learning model.

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