Training a model using parameter server shards

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United States of America Patent

PATENT NO 9721214
SERIAL NO

15231534

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Abstract

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Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a model using parameter server shards. One of the methods includes receiving, at a parameter server shard configured to maintain values of a disjoint partition of the parameters of the model, a succession of respective requests for parameter values from each of a plurality of replicas of the model; in response to each request, downloading a current value of each requested parameter to the replica from which the request was received; receiving a succession of uploads, each upload including respective delta values for each of the parameters in the partition maintained by the shard; and updating values of the parameters in the partition maintained by the parameter server shard repeatedly based on the uploads of delta values to generate current parameter values.

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Patent Owner(s)

Patent OwnerAddress
GOOGLE LLC1600 AMPHITHEATRE PARKWAY MOUNTAIN VIEW CA 94043

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Bengio, Samy Los Altos, US 58 1142
Chen, Kai San Bruno, US 495 4467
Corrado, Gregory S San Francisco, US 25 749
Dean, Jeffrey A Palo Alto, US 94 5005
Devin, Matthieu Los Altos Hills, US 15 170
Monga, Rajat Sunnyvale, US 12 409

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