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.

Date of Patent:
Mar. 09, 2021

Filed:

Aug. 28, 2018
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Marcus Felipe Fontoura, Redmond, WA (US);

Ricardo Gouvea Bianchini, Redmond, WA (US);

Girish Bablani, Redmond, WA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/455 (2018.01); G06F 9/48 (2006.01); G06F 9/50 (2006.01); G06N 20/00 (2019.01); G06N 5/04 (2006.01);
U.S. Cl.
CPC ...
G06F 9/45558 (2013.01); G06F 9/455 (2013.01); G06F 9/45533 (2013.01); G06F 9/48 (2013.01); G06F 9/485 (2013.01); G06F 9/4843 (2013.01); G06F 9/4856 (2013.01); G06F 9/4881 (2013.01); G06F 9/50 (2013.01); G06F 9/505 (2013.01); G06F 9/5005 (2013.01); G06F 9/5011 (2013.01); G06F 9/5016 (2013.01); G06F 9/5022 (2013.01); G06F 9/5027 (2013.01); G06F 9/5044 (2013.01); G06F 9/5055 (2013.01); G06F 9/5077 (2013.01); G06F 9/5083 (2013.01); G06F 9/5088 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06F 2009/4557 (2013.01); G06F 2009/45575 (2013.01); G06F 2009/45583 (2013.01);
Abstract

Various embodiments, methods, and systems for implementing a predictive rightsizing system are provided. Predicted rightsized deployment configurations are generated for virtual machine 'VM' deployments having deployment configurations that are modified to predicted rightsized deployment configurations based on a prediction engine. In operation, a VM deployment, associated with a request to deploy one or more VMs on a node, is accessed at a predictive rightsizing controller. A predicted resource utilization for the VM deployment is generated at the prediction engine and accessed at the predictive rightsizing controller. The predicted resource utilization is generated based on a prediction engine that uses past behaviors and features associated with previous VM deployments. Based on the predicted resource utilization, a predicted rightsized deployment configuration is generated for the VM deployment. The predicted rightsized deployment configuration is communicated such that the request to deploy the VMs is executed based on the predicted rightsized deployment configuration.


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