The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Oct. 03, 2023
Filed:
Nov. 28, 2022
Fmr Llc, Boston, MA (US);
FMR LLC, Boston, MA (US);
Abstract
Methods and apparatuses are described for automated prediction of computing resource performance scaling using reinforcement learning. A server executes performance tests against a production computing environment comprising a plurality of computing layers to capture performance data for computing resources in the production environment, where the performance tests are configured according to transactions-per-second (TPS) values. The server trains a classification model using the performance data, the trained model configured to predict computing power required by the plurality of computing layers. The server identifies a target TPS value and a target cost tolerance for the production environment and executes the trained classification model using the target TPS value and the target cost tolerance as input to generate a prediction of computing power required by the plurality of computing layers.