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.
Patent No.:
Date of Patent:
Mar. 03, 2026
Filed:
Apr. 12, 2024
Hewlett Packard Enterprise Development Lp, Spring, TX (US);
Lianjie Cao, Milpitas, CA (US);
Saeed Rashidi, Spring, TX (US);
Puneet Sharma, Milpitas, CA (US);
Garrett Goon, Spring, TX (US);
Paolo Faraboschi, Barcelona, ES;
Hewlett Packard Enterprise Development LP, Spring, TX (US);
Abstract
Systems and methods are provided for failure resiliency in distributed training of machine learning (ML) models. Examples include a plurality of compute nodes storing shards of a plurality of shards of model states of an ML model, and a first compute node storing a first shard of model states of the ML model. The first compute node can store a plurality of shard portions. Each shard portion can be received from a respective compute node of the plurality of compute nodes and can be a replica of a portion of a respective shard, of the plurality of shards, stored at the respective compute node. Responsive to a failure of a compute node of the plurality of compute nodes, the first compute node can update the first shard with a shard portion corresponding to the failed compute node and the ML model can be trained based on the updated first shard.