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. 28, 2022

Filed:

Mar. 15, 2021
Applicant:

Emc Ip Holding Company Llc, Hopkinton, MA (US);

Inventors:

Zijia Wang, WeiFang, CN;

Jiacheng Ni, Shanghai, CN;

Xuwei Tang, Nanjing, CN;

Zhen Jia, Shanghai, CN;

Jin Ru Yan, Shanghai, CN;

Chenxi Hu, Beijing, CN;

Assignee:

EMC IP Holding Company LLC, Hopkinton, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); H04L 67/568 (2022.01); H04L 41/12 (2022.01); H04L 41/14 (2022.01); H04L 41/5009 (2022.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6256 (2013.01); G06K 9/6262 (2013.01); G06N 3/08 (2013.01); H04L 41/12 (2013.01); H04L 41/145 (2013.01); H04L 41/5009 (2013.01); H04L 67/568 (2022.05);
Abstract

Embodiments of the present disclosure relate to a model training method, a data processing method, an electronic device, and a computer program product. The method includes: acquiring storage information associated with a simulated network environment; and training a reinforcement learning model using simulated data and based on a simulated-data read request for a node among multiple nodes included in the simulated network environment and each having a cache. With the technical solutions of the present disclosure, the cache allocation and cache replacement problems can be simultaneously solved by using a reinforcement learning model to determine in a dynamic environment a data caching scheme that meets predetermined criteria, so that it is possible to not only improve the accuracy and efficiency of determining the data caching scheme with less cost overhead, but also improve the user experience of users using the caching system.


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