Look-up table based neural networks

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United States of America Patent

PATENT NO 12118466
APP PUB NO 20230186082A1
SERIAL NO

17978026

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Abstract

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Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing a network input using a neural network to generate a network output for the network input. One of the methods includes maintaining, for each of the plurality of neural network layers, a respective look-up table that maps each possible combination of a quantized input index and a quantized weight index to a multiplication result; and generating a network output from a network input, comprising, for each of the neural network layers: receiving data specifying a quantized input to the neural network layer, the quantized input comprising a plurality of quantized input values; and generating a layer output for the neural network layer from the quantized input to the neural network layer using the respective look-up table for the neural network layer.

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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
Baluja, Shumeet La Jolla, US 217 6900
Covell, Michele Woodside, US 120 3890
Johnston, Nicholas San Jose, US 26 240
Marwood, David Sunnyvale, US 35 284

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