HYPERVISOR AND CONTAINER PLACEMENT AND COST OPTIMIZATION UTILIZING MACHINE LEARNING

Patent №

US 11,630,685

Granted

2023-04-18

Filed 2020

Owner

SAP SE

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16743328

According to some embodiments, an automated provisioning system may receive a customer demand associated with an application to be executed in a cloud-based computing environment. The automated provisioning system may include a process allocator to communicate with Virtual Machine (“VM”) and container provisioners and determine cluster data. A machine learning based microservice setup platform, coupled to the automated provisioning system, may receive the cluster data and information about the customer demand. The machine learning based microservice setup platform may then execute policy rules based on the cluster data (and information about the customer demand) and generate a recommendation for the customer demand. The automated provisioning system may then assign the customer demand to one of a VM-based infrastructure and a container-based infrastructure in accordance with the recommendation generated by the machine learning based microservice setup platform.

Machine learningKnowledge representationPlanningAI hardwareG06F 9/45558G06F 9/3891G06F 16/29G06N 20/00G06F 2009/4557

AI classification

Planning1.00
AI hardware1.00
Knowledge representation1.00
Machine learning0.98
Vision0.05
Natural language0.01
Evolutionary computation0.00
Speech0.00

Ownership

SAP SE

assignment · 515220886

Assignors

MAHANTA, PRABAL, BHARILL, NISHIL, VERMA, SWATI

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

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