COORDINATED VERSION CONTROL SYSTEM, METHOD, AND RECORDING MEDIUM FOR PARAMETER SENSITIVE APPLICATIONS

Patent №

US 10,643,147

Granted

2020-05-05

Filed 2016

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15169471

Version vector-based rules are used to facilitate asynchronous execution of machine learning algorithms. The method uses version vector based rule to generate aggregated parameters and determine when to return the parameters. The method also includes coordinating the versions of aggregated parameter sets among all the parameter servers. This allows to broadcast to enforce the version consistency; generate parameter sets in an on-demand manner to facilitate version control. Furthermore the method includes enhancing the version consistency at the learner's side and resolving the inconsistent version when mismatching versions are detected.

AI classification

Knowledge representation1.00
Machine learning1.00
Planning0.99
AI hardware0.99
Vision0.12
Speech0.00
Evolutionary computation0.00
Natural language0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 387590737

Assignors

HACK, MICHEL H.T., REN, YUFEI, WANG, YANDONG, ZHANG, LI

On an employer assignment, the assignors are typically the inventors.

From the same owner

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