OPTIMIZATION OF APPLICATION PARAMETERS

Patent №

US 9,692,811

Granted

2017-06-27

Filed 2014

Owner

AMAZON TECHNOLOGIES, INC.

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14286539

Optimization preferences are defined for optimizing execution of a distributed application. Candidate sets of application parameter values may be tested in test execution environments. Measures of performance for metrics of interest are determined based upon the execution of the distributed application using the candidate sets of application parameter values. Utility curves may be utilized to compute measures of effectiveness for metrics of interest. A multi-attribute rollup operation may utilize the computed measures of effectiveness and weights to compute a grand measure of merit (MOM) for the candidate sets of application parameter values. An optimized set of application parameter values may then be selected based upon the computed grand MOMs. The optimized set of application parameter values may be deployed to a production execution environment executing the distributed application. Production safe application parameters might also be identified and utilized to optimize execution of the distributed application in a production execution environment.

Machine learningKnowledge representationPlanningEvolutionary computationAI hardwareH04L 67/10G06F 11/3006G06F 11/302G06F 11/34G06F 11/3409G06F 11/3452G06F 11/3616G06F 2201/865

AI classification

Planning1.00
AI hardware1.00
Machine learning0.98
Knowledge representation0.97
Evolutionary computation0.59
Vision0.03
Speech0.00
Natural language0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 425030178

Assignors

TAJUDDIN, BRIAN JAFFERY, ARGUELLES, CARLOS ALEJANDRO, BOYNES, JEREMY, DAYS, ADAM LLOYD, JEWELL, GAVIN R., KRAEMER, ERIN HARDING, UTTAMCHAND, JEENANDRA KUMAR, SRIVASTAVA, MANOJ, TRAUTMANN, TYSON CHRISTOPHER, SUGAVANAM, PRAVEEN KAMBAM

On an employer assignment, the assignors are typically the inventors.

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