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:
Oct. 28, 2025

Filed:

Apr. 05, 2023
Applicant:

Keysight Technologies, Inc., Santa Rosa, CA (US);

Inventors:

Winston Wencheng Liu, Woodland Hills, CA (US);

Konstantin Belov, Thousand Oaks, CA (US);

Ankur Pankaj Sheth, Agoura Hills, CA (US);

Dan Mihailescu, Mogosoaia, RO;

Assignee:

KEYSIGHT TECHNOLOGIES, INC., Santa Rosa, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06F 9/50 (2006.01); G06F 11/3668 (2025.01);
U.S. Cl.
CPC ...
G06F 11/3684 (2013.01); G06F 11/3688 (2013.01); G06F 11/3692 (2013.01); G06F 9/5077 (2013.01); G06F 9/5083 (2013.01);
Abstract

Methods, systems, and computer readable media for emulating and testing data flows in distributed computing systems. An example system includes a workload abstractor configured for receiving monitored traffic in a distributed computing system performing a machine learning task and generating, using the monitored traffic, a test environment-agnostic workload model for the machine learning task and storing the test environment-agnostic workload model in a workload model repository with one or more other workload models. The system includes a test controller configured for selecting a test case for the machine learning task and a testbed mode for the test case; executing the test case by translating the test environment-agnostic workload model into a testbed-specific workload model for the testbed mode; and reporting, based on executing the test case, one or more performance metrics for the machine learning task.


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