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:
Jul. 29, 2025
Filed:
Sep. 27, 2023
Dell Products L.p., Round Rock, TX (US);
Victor Da Cruz Ferreira, Rio de Janeiro-RJ, BR;
Vítor Nascimento Lourenço, Niterói-RJ, BR;
Thais Luca Marques De Almeida, São Gonçalo-RJ, BR;
Claudio Romero, Rio de Janeiro-RJ, BR;
Paulo Abelha Ferreira, Rio de Janeiro, BR;
Dell Products L.P., Round Rock, TX (US);
Abstract
One example method includes obtaining input including characteristics of a machine learning (ML) model, specifications of a hardware configuration on which the ML model has been run, and characteristics of a prospective workload, estimating, given the hardware configuration, an energy efficiency of the ML model, using a similarity measure to find peer ML models of the ML model, and each peer ML model is more energy efficient, given the hardware configuration, than the ML model, ranking the peer ML models as suggested alternatives to the ML model, storing, in a database, the characteristics of the ML model, the energy efficiency of the ML model, and the specifications of the hardware configuration, and transmitting the specifications of the hardware configuration, along with workload characteristics, to a recipient.