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US Patent 11475282 Microthreading for accelerated deep learning

Patent 11475282 was granted and assigned to Cerebras on October, 2022 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
Cerebras
Cerebras
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Current Assignee
Cerebras
Cerebras
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
114752820
Patent Inventor Names
Srikanth Arekapudi0
Gary R. Lauterbach0
Michael Edwin James0
Michael Morrison0
Sean Lie0
Date of Patent
October 18, 2022
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Patent Application Number
166039500
Date Filed
April 17, 2018
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Patent Citations
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US Patent 10515303 Wavelet representation for accelerated deep learning
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US Patent 10614357 Dataflow triggered tasks for accelerated deep learning
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US Patent 10657438 Backpressure for accelerated deep learning
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US Patent 10699189 Accelerated deep learning
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US Patent 10700968 Optimized function assignment in a multi-core processor
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US Patent 10726329 Data structure descriptors for deep learning acceleration
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US Patent 10963780 Yield improvements for three-dimensionally stacked neural network accelerators
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US Patent 10762420 Self repairing neural network
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...
Patent Primary Examiner
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Michael J Metzger
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CPC Code
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G06F 9/30192
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G06N 3/063
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Techniques in advanced deep learning provide improvements in one or more of accuracy, performance, and energy efficiency. An array of compute elements and routers performs flow-based computations on wavelets of data. Some instructions are performed in iterations, such as one iteration per element of a fabric vector or FIFO. When sources for an iteration of an instruction are unavailable, and/or there is insufficient space to store results of the iteration, indicators associated with operands of the instruction are checked to determine whether other work can be performed. In some scenarios, other work cannot be performed and processing stalls. Alternatively, information about the instruction is saved, the other work is performed, and sometime after the sources become available and/or sufficient space to store the results becomes available, the iteration is performed using the saved information.

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