APPLICATION OF NATURAL LANGUAGE PROCESSING TECHNIQUES FOR PREDICTING RESOURCE CONSUMPTION IN A COMPUTING SYSTEM

Embodiments include receiving a workload object that comprises program identifiers representing programs to be invoked in a particular order by a computing system, extracting the program identifiers from the workload object, and translating the program identifiers into respective predictions related...

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Hauptverfasser: Vlcek, Vitezslav Vit, Zitka, Premysl, Pavlienova, Maryna, Vilcinsky, Petr, Strejc, Martin
Format: Patent
Sprache:eng
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Zusammenfassung:Embodiments include receiving a workload object that comprises program identifiers representing programs to be invoked in a particular order by a computing system, extracting the program identifiers from the workload object, and translating the program identifiers into respective predictions related to consumption of a resource by the programs corresponding to the program identifiers. The translating includes providing the program identifiers in the particular order as inputs to an encoder of a trained prediction model and generating, by a decoder of the trained prediction model, the predictions based, at least in part, on the particular order of the program identifiers.