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
Lab
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
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.