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:
Aug. 30, 2022
Filed:
Dec. 23, 2019
International Business Machines Corporation, Armonk, NY (US);
Liana Fong, Irvington, NY (US);
Seetharami R. Seelam, Chappaqua, NY (US);
Ganesh Venkataraman, White Plains, NY (US);
Debashish Saha, White Plains, NY (US);
Punleuk Oum, Tarrytown, NY (US);
Archit Verma, New York, NY (US);
Prabhat Maddikunta Reddy, Danbury, CT (US);
International Business Machines Corporation, Armonk, NY (US);
Abstract
Embodiments relate to a system, program product, and method for supporting elastic execution of a machine learning (ML) workload using application based profiling. A joint profile comprised of both ML application execution and resource usage data is generated. One or more feature(s) and signature(s) from the joint profile are identified, and a ML execution model for ML application execution and resource usage is built. The ML execution model leverages the feature(s) and signature(s) and is applied to provide one or more directives to subsequent application execution. The application of the ML execution model supports and enables the ML execution to elastically allocate and request one or more resources from a resource management component, with the elastic allocation supporting application execution.