Computation of neural network node with large input values

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United States of America

PATENT NO 12265905
APP PUB NO 20230076850A1
SERIAL NO

17984228

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Abstract

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Some embodiments provide a method for a circuit that executes a neural network including multiple nodes. The method loads a set of weight values for a node into a set of weight value buffers, a first set of bits of each input value of a set of input values for the node into a first set of input value buffers, and a second set of bits of each of the input values into a second set of input value buffers. The method computes a first dot product of the weight values and the first set of bits of each input value and a second dot product of the weight values and the second set of bits of each input value. The method shifts the second dot product by a particular number of bits and adds the first dot product with the bit-shifted second dot product to compute a dot product for the node.

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Patent Owner(s)

Patent OwnerAddress
AMAZON TECHNOLOGIES INCPO BOX 81226 SEATTLE WA 98108-1226

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Duong, Kenneth San Jose, US 53 725
Ko, Jung San Jose, US 47 331
Teig, Steven L Menlo Park, US 135 1586

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