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:
Jun. 30, 2020

Filed:

Mar. 07, 2018
Applicant:

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

Inventors:

Bruno Korbar, Hanover, NH (US);

Yu Yao, Redmond, WA (US);

Sushant Pramod Rewaskar, Redmond, WA (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/455 (2018.01); H04L 12/24 (2006.01); G06N 5/02 (2006.01); G06F 9/4401 (2018.01); G06F 9/445 (2018.01);
U.S. Cl.
CPC ...
G06F 9/45533 (2013.01); G06F 9/4401 (2013.01); G06F 9/44505 (2013.01); G06F 9/45558 (2013.01); G06N 5/02 (2013.01); H04L 41/12 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45562 (2013.01); G06F 2009/45591 (2013.01);
Abstract

For each selected category of virtual machine, a cardinality of virtual machines of the category that are requested is recorded over time. For each category of virtual machine, a prediction algorithm is used to predict a cardinality of virtual machines for the selected category to be requested in the future, such that the prediction algorithm weighs under-prediction of the cardinality of virtual machines as costlier than over-prediction. For each category of virtual machine, a cardinality of virtual machines of the category of virtual machines are composed and booted with generic virtual machine artifacts such that the cardinality of virtual machines of the selected categories is the predicted cardinality of requested virtual machines for the selected category. The booted virtual machines are caused to enter a state in which the booted virtual machines are polling for a configuration with user-specific compute settings and user-specific networking settings.


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