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. 02, 2020

Filed:

Dec. 04, 2017
Applicant:

Cisco Technology, Inc., San Jose, CA (US);

Inventors:

Antonio Nucci, San Jose, CA (US);

Dragan Milosavljevic, Cupertino, CA (US);

Ping Pamela Tang, San Jose, CA (US);

Athena Wong, Cupertino, CA (US);

Alex V. Truong, San Jose, CA (US);

Alexander Sasha Stojanovic, Los Gatos, CA (US);

John Oberon, San Francisco, CA (US);

Prasad Potipireddi, Fremont, CA (US);

Ahmed Khattab, San Jose, CA (US);

Samudra Harapan Bekti, Fremont, CA (US);

Assignee:

CISCO TECHNOLOGY, INC., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/02 (2006.01); G06F 9/50 (2006.01);
U.S. Cl.
CPC ...
G06F 9/5088 (2013.01); G06F 9/505 (2013.01); G06N 5/02 (2013.01);
Abstract

Systems, methods, and computer-readable media for identifying an optimal cluster configuration for performing a job in a remote cluster computing system. In some examples, one or more applications and a sample of a production load as part of a job for a remote cluster computing system is received. Different clusters of nodes are instantiated in the remote cluster computing system to form different cluster configurations. Multi-Linear regression models segmented into different load regions are trained by running at least a portion of the sample on the instantiated different clusters of nodes. Expected completion times of the production load across varying cluster configurations are identified using the multi-linear regression models. An optimal cluster configuration of the varying cluster configurations is determined for the job based on the identified expected completion times.


Find Patent Forward Citations

Loading…