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US Patent 9818059 Exploiting input data sparsity in neural network compute units

Patent 9818059 was granted and assigned to Google on November, 2017 by the United States Patent and Trademark Office.

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Patent abstractTimelineTable: Further ResourcesReferences
Is a
Patent
Patent

Patent attributes

Patent Applicant
Google
Google
Current Assignee
Google
Google
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
9818059
Date of Patent
November 14, 2017
Patent Application Number
15465774
Date Filed
March 22, 2017
Patent Citations Received
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US Patent 12131130 Exploiting activation sparsity in deep neural networks
3
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US Patent 12003255 Method and device for binary coding of signals in order to implement digital MAC operations with dynamic precision
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5
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US Patent 12061968 Neural network instruction set architecture
6
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US Patent 11669489 Sparse systolic array design
7
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US Patent 11693627 Contiguous sparsity pattern neural networks
8
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US Patent 11715287 Systems and methods for exchange of data in distributed training of machine learning algorithms
9
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US Patent 11763153 Method and apparatus with neural network operation
...
Patent Primary Examiner
‌
Michael B. Holmes
Patent abstract

A computer-implemented method includes receiving, by a computing device, input activations and determining, by a controller of the computing device, whether each of the input activations has either a zero value or a non-zero value. The method further includes storing, in a memory bank of the computing device, at least one of the input activations. Storing the at least one input activation includes generating an index comprising one or more memory address locations that have input activation values that are non-zero values. The method still further includes providing, by the controller and from the memory bank, at least one input activation onto a data bus that is accessible by one or more units of a computational array. The activations are provided, at least in part, from a memory address location associated with the index.

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