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:
Apr. 13, 2021

Filed:

Feb. 06, 2018
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Timothy Meyer, Belmont, CA (US);

Xiao Liu, San Francisco, CA (US);

Ying Gao, San Jose, CA (US);

Jeffrey Doering, Bend, OR (US);

Assignee:

ORACLE INTERNATIONAL CORPORATION, Redwood Shores, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 12/24 (2006.01); G06N 20/00 (2019.01); G06F 9/455 (2018.01); G06F 8/60 (2018.01); G06F 9/50 (2006.01); H04L 12/911 (2013.01); H04L 29/08 (2006.01);
U.S. Cl.
CPC ...
H04L 41/5041 (2013.01); G06F 8/60 (2013.01); G06F 9/45558 (2013.01); G06F 9/5016 (2013.01); G06F 9/5027 (2013.01); G06N 20/00 (2019.01); H04L 47/70 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45595 (2013.01); H04L 41/14 (2013.01); H04L 67/10 (2013.01);
Abstract

In certain embodiments, a Service Deployment Infrastructure (SDI) instance is disclosed. The SDI instance can intelligently allocate resources of a rack to one or more virtual machines as part of provisioning a requested service. The SDI instance can use machine-learning techniques to evaluate historical data associated with a requested service. The machine-learning techniques can be used to generate one or more models that simulate the possible configurations of sizes for virtual machines for a particular service. The one or more models can be accessed at runtime to fit virtual machines of a requested service into servers of a rack in a manner that minimizes unused resources with multi-dimensional constraints.


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